{
 "id": "rf58ed790541",
 "found": true,
 "parent_id": "r7c2baee8558",
 "created_at": "2026-08-31 21:07:39.467851+00:00",
 "rows": [
  {
   "url": "https://github.com/duanyytop/agents-radar/issues/2869",
   "title": "\ud83d\udcc8 AI Open Source Trends 2026-08-24",
   "project": "langchain-ai/langchain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "144841",
   "description": null,
   "license": null,
   "project_evidence": [
    "## 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": [
    "## 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": [
    "## 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. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/duanyytop/agents-radar/issues/2888",
   "title": "\ud83d\udcc8 AI Open Source Trends 2026-08-25",
   "project": "langchain-ai/langchain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "144912",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83d\udd27 AI Infrastructure",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [langchain-ai/langchain](https://github\u200b.com/langchain-ai/langchain) | Python | 144,912 | Agent engineering platform with model/tool abstraction and RAG hooks. Still the broadest framework for building LLM applications across providers. |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83d\udd27 AI Infrastructure",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [langchain-ai/langchain](https://github\u200b.com/langchain-ai/langchain) | Python | 144,912 | Agent engineering platform with model/tool abstraction and RAG hooks. Still the broadest framework for building LLM applications across providers. |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83d\udd27 AI Infrastructure",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [langchain-ai/langchain](https://github\u200b.com/langchain-ai/langchain) | Python | 144,912 | Agent engineering platform with model/tool abstraction and RAG hooks. Still the broadest framework for building LLM applications across providers. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/duanyytop/agents-radar/issues/2888",
   "title": "\ud83d\udcc8 AI Open Source Trends 2026-08-25",
   "project": "Significant-Gravitas/AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "186852",
   "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 |",
    "| [Significant-Gravitas/AutoGPT](https://github\u200b.com/Significant-Gravitas/AutoGPT) | Python | 186,852 | The vision of accessible AI for everyone and one of the oldest autonomous agent frameworks. Continues to be a primary reference for agent workflows. |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [Significant-Gravitas/AutoGPT](https://github\u200b.com/Significant-Gravitas/AutoGPT) | Python | 186,852 | The vision of accessible AI for everyone and one of the oldest autonomous agent frameworks. Continues to be a primary reference for agent workflows. |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [Significant-Gravitas/AutoGPT](https://github\u200b.com/Significant-Gravitas/AutoGPT) | Python | 186,852 | The vision of accessible AI for everyone and one of the oldest autonomous agent frameworks. Continues to be a primary reference for agent workflows. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/06/top-20-open-source-ai-agent-tools-2026",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Dify",
   "repository": "github.com/langgenius/dify",
   "stars": "143000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 1. Dify \u2014 The Visual Agent Platform That Outgrew the Competition",
    "Dify is the most-starred AI agent repo on GitHub for a reason."
   ],
   "repository_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 1. Dify \u2014 The Visual Agent Platform That Outgrew the Competition",
    "**GitHub Stars:** ~143,000 (langgenius/dify) **Link:**[github.com/langgenius/dify](https://github.com/langgenius/dify)"
   ],
   "stars_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 1. Dify \u2014 The Visual Agent Platform That Outgrew the Competition",
    "**GitHub Stars:** ~143,000 (langgenius/dify) **Link:**[github.com/langgenius/dify](https://github.com/langgenius/dify)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/06/top-20-open-source-ai-agent-tools-2026",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "LangGraph",
   "repository": "github.com/langchain-ai/langgraph",
   "stars": "33000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 2. LangGraph \u2014 The Production Standard for Stateful Agents",
    "LangGraph consistently ranks #1 in production-readiness across every 2026 framework comparison I\u2019ve seen \u2014 and the deployments back it up: Klarna, Cisco, and Vizient all use it in production."
   ],
   "repository_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 2. LangGraph \u2014 The Production Standard for Stateful Agents",
    "**GitHub Stars:** ~33,000 (langchain-ai/langgraph) **Link:**[github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph)"
   ],
   "stars_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 2. LangGraph \u2014 The Production Standard for Stateful Agents",
    "**GitHub Stars:** ~33,000 (langchain-ai/langgraph) **Link:**[github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/06/top-20-open-source-ai-agent-tools-2026",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "CrewAI",
   "repository": "github.com/crewAIInc/crewAI",
   "stars": "47800",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 3. CrewAI \u2014 Multi-Agent Orchestration Made Accessible",
    "CrewAI gives each agent a role, a goal, and a backstory \u2014 then lets them work together as a \u201ccrew.\u201d"
   ],
   "repository_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 3. CrewAI \u2014 Multi-Agent Orchestration Made Accessible",
    "**GitHub Stars:** ~47,800 (crewAIInc/crewAI) **Link:**[github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)"
   ],
   "stars_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 3. CrewAI \u2014 Multi-Agent Orchestration Made Accessible",
    "**GitHub Stars:** ~47,800 (crewAIInc/crewAI) **Link:**[github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/06/top-20-open-source-ai-agent-tools-2026",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Microsoft AutoGen / AG2",
   "repository": "github.com/microsoft/autogen",
   "stars": "48000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 4. Microsoft AutoGen / AG2 \u2014 The Research Multi-Agent Pioneer",
    "AutoGen invented the \u201cagents that talk to each other\u201d pattern."
   ],
   "repository_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 4. Microsoft AutoGen / AG2 \u2014 The Research Multi-Agent Pioneer",
    "**GitHub Stars:** ~48,000 (microsoft/autogen); AG2 fork continues independently **Link:**[github.com/microsoft/autogen](https://github.com/microsoft/autogen) | [github.com/ag2ai/ag2](https://github.com/ag2ai/ag2)"
   ],
   "stars_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 4. Microsoft AutoGen / AG2 \u2014 The Research Multi-Agent Pioneer",
    "**GitHub Stars:** ~48,000 (microsoft/autogen); AG2 fork continues independently **Link:**[github.com/microsoft/autogen](https://github.com/microsoft/autogen) | [github.com/ag2ai/ag2](https://github.com/ag2ai/ag2)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/06/top-20-open-source-ai-agent-tools-2026",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "OpenAI Agents SDK",
   "repository": "github.com/openai/openai-agents-python",
   "stars": "25000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 5. OpenAI Agents SDK \u2014 Lightweight, Production-Ready Agent Primitives",
    "The OpenAI Agents SDK takes the opposite approach from most frameworks: it\u2019s deliberately minimalist."
   ],
   "repository_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 5. OpenAI Agents SDK \u2014 Lightweight, Production-Ready Agent Primitives",
    "**GitHub Stars:** ~25,000 (openai/openai-agents-python); JS/TS SDK also available **Link:**[github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python)"
   ],
   "stars_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 5. OpenAI Agents SDK \u2014 Lightweight, Production-Ready Agent Primitives",
    "**GitHub Stars:** ~25,000 (openai/openai-agents-python); JS/TS SDK also available **Link:**[github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/06/top-20-open-source-ai-agent-tools-2026",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Flowise",
   "repository": "github.com/FlowiseAI/Flowise",
   "stars": "43000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 6. Flowise \u2014 Drag-and-Drop Agent Building",
    "Flowise is the most accessible entry point to the agent space."
   ],
   "repository_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 6. Flowise \u2014 Drag-and-Drop Agent Building",
    "**GitHub Stars:** ~43,000 (FlowiseAI/Flowise) **Link:**[github.com/FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise)"
   ],
   "stars_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 6. Flowise \u2014 Drag-and-Drop Agent Building",
    "**GitHub Stars:** ~43,000 (FlowiseAI/Flowise) **Link:**[github.com/FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/06/top-20-open-source-ai-agent-tools-2026",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "LangChain",
   "repository": "github.com/langchain-ai/langchain",
   "stars": "97000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 7. LangChain \u2014 The Swiss Army Knife of LLM Development",
    "LangChain is the original LLM framework \u2014 97k stars, millions of dependents, the largest integration ecosystem in the space."
   ],
   "repository_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 7. LangChain \u2014 The Swiss Army Knife of LLM Development",
    "**GitHub Stars:** ~97,000 (langchain-ai/langchain) **Link:**[github.com/langchain-ai/langchain](https://github.com/langchain-ai/langchain)"
   ],
   "stars_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 7. LangChain \u2014 The Swiss Army Knife of LLM Development",
    "**GitHub Stars:** ~97,000 (langchain-ai/langchain) **Link:**[github.com/langchain-ai/langchain](https://github.com/langchain-ai/langchain)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/06/top-20-open-source-ai-agent-tools-2026",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Claude Code / Anthropic Claude Agent SDK",
   "repository": "docs.anthropic.com/en/docs/claude-code",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 8. Claude Code / Anthropic Claude Agent SDK \u2014 Terminal-Native Agentic Development",
    "Claude Code, powered by Claude Opus 4.7, is probably the most polished terminal-native coding agent in 2026."
   ],
   "repository_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 8. Claude Code / Anthropic Claude Agent SDK \u2014 Terminal-Native Agentic Development",
    "**GitHub Stars:** The Claude Agent SDK is not a standalone repo on GitHub \u2014 Claude Code is distributed directly by Anthropic as a CLI tool **Link:**[docs.anthropic.com/en/docs/claude-code](https://docs.anthropic.com/en/docs/claude-code)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/06/top-20-open-source-ai-agent-tools-2026",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "OpenHands",
   "repository": "github.com/All-Hands-AI/OpenHands",
   "stars": "60500",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 9. OpenHands \u2014 The Open-Source AI Software Engineer",
    "OpenHands (formerly OpenDevin) is one of the fastest-growing coding agent platforms."
   ],
   "repository_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 9. OpenHands \u2014 The Open-Source AI Software Engineer",
    "**GitHub Stars:** ~60,500 (All-Hands-AI/OpenHands) **Link:**[github.com/All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands)"
   ],
   "stars_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 9. OpenHands \u2014 The Open-Source AI Software Engineer",
    "**GitHub Stars:** ~60,500 (All-Hands-AI/OpenHands) **Link:**[github.com/All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/06/top-20-open-source-ai-agent-tools-2026",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Mastra",
   "repository": "github.com/mastra-ai/mastra",
   "stars": "10000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 10. Mastra \u2014 The TypeScript-Native Agent Framework",
    "Mastra is the most complete AI agent framework for TypeScript developers \u2014 and I mean \u201ccomplete\u201d literally."
   ],
   "repository_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 10. Mastra \u2014 The TypeScript-Native Agent Framework",
    "**GitHub Stars:** ~10,000 (mastra-ai/mastra) **Link:**[github.com/mastra-ai/mastra](https://github.com/mastra-ai/mastra)"
   ],
   "stars_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 10. Mastra \u2014 The TypeScript-Native Agent Framework",
    "**GitHub Stars:** ~10,000 (mastra-ai/mastra) **Link:**[github.com/mastra-ai/mastra](https://github.com/mastra-ai/mastra)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/06/top-20-open-source-ai-agent-tools-2026",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Haystack",
   "repository": "github.com/deepset-ai/haystack",
   "stars": "22000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 11. Haystack \u2014 The Production RAG and Agent Framework",
    "Haystack uses a pipeline architecture that gives you explicit control over every step of your agent\u2019s decision process."
   ],
   "repository_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 11. Haystack \u2014 The Production RAG and Agent Framework",
    "**GitHub Stars:** ~22,000 (deepset-ai/haystack) **Link:**[github.com/deepset-ai/haystack](https://github.com/deepset-ai/haystack)"
   ],
   "stars_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 11. Haystack \u2014 The Production RAG and Agent Framework",
    "**GitHub Stars:** ~22,000 (deepset-ai/haystack) **Link:**[github.com/deepset-ai/haystack](https://github.com/deepset-ai/haystack)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/06/top-20-open-source-ai-agent-tools-2026",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "MetaGPT",
   "repository": "github.com/FoundationAgents/MetaGPT",
   "stars": "59600",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 12. MetaGPT \u2014 Multi-Agent Software Development",
    "MetaGPT simulates an entire software company in a multi-agent framework."
   ],
   "repository_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 12. MetaGPT \u2014 Multi-Agent Software Development",
    "**GitHub Stars:** ~59,600 (FoundationAgents/MetaGPT) **Link:**[github.com/FoundationAgents/MetaGPT](https://github.com/FoundationAgents/MetaGPT)"
   ],
   "stars_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 12. MetaGPT \u2014 Multi-Agent Software Development",
    "**GitHub Stars:** ~59,600 (FoundationAgents/MetaGPT) **Link:**[github.com/FoundationAgents/MetaGPT](https://github.com/FoundationAgents/MetaGPT)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/06/top-20-open-source-ai-agent-tools-2026",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "OpenAI Codex CLI",
   "repository": "github.com/openai/codex",
   "stars": "44500",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 13. OpenAI Codex CLI \u2014 Terminal Coding Agent from OpenAI",
    "OpenAI\u2019s answer to Claude Code."
   ],
   "repository_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 13. OpenAI Codex CLI \u2014 Terminal Coding Agent from OpenAI",
    "**GitHub Stars:** ~44,500 (openai/codex) **Link:**[github.com/openai/codex](https://github.com/openai/codex)"
   ],
   "stars_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 13. OpenAI Codex CLI \u2014 Terminal Coding Agent from OpenAI",
    "**GitHub Stars:** ~44,500 (openai/codex) **Link:**[github.com/openai/codex](https://github.com/openai/codex)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/06/top-20-open-source-ai-agent-tools-2026",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "OpenCode",
   "repository": "github.com/anomalyco/opencode",
   "stars": "55000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 14. OpenCode \u2014 Provider-Agnostic Open-Source Coding Agent",
    "OpenCode lets you code with any model from any provider \u2014 Claude, GPT, local llama, whatever."
   ],
   "repository_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 14. OpenCode \u2014 Provider-Agnostic Open-Source Coding Agent",
    "**GitHub Stars:** ~55,000 (anomalyco/opencode) **Link:**[github.com/anomalyco/opencode](https://github.com/anomalyco/opencode)"
   ],
   "stars_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 14. OpenCode \u2014 Provider-Agnostic Open-Source Coding Agent",
    "**GitHub Stars:** ~55,000 (anomalyco/opencode) **Link:**[github.com/anomalyco/opencode](https://github.com/anomalyco/opencode)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/06/top-20-open-source-ai-agent-tools-2026",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Cline",
   "repository": "github.com/cline/cline",
   "stars": "49000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 15. Cline \u2014 The IDE-Native Coding Agent",
    "Cline lives inside VS Code."
   ],
   "repository_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 15. Cline \u2014 The IDE-Native Coding Agent",
    "**GitHub Stars:** ~49,000 (cline/cline) **Link:**[github.com/cline/cline](https://github.com/cline/cline)"
   ],
   "stars_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 15. Cline \u2014 The IDE-Native Coding Agent",
    "**GitHub Stars:** ~49,000 (cline/cline) **Link:**[github.com/cline/cline](https://github.com/cline/cline)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/06/top-20-open-source-ai-agent-tools-2026",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Vercel AI SDK",
   "repository": "github.com/vercel/ai",
   "stars": "20400",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 16. Vercel AI SDK \u2014 The Web Developer\u2019s AI Toolkit",
    "~2.8M weekly npm downloads."
   ],
   "repository_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 16. Vercel AI SDK \u2014 The Web Developer\u2019s AI Toolkit",
    "**GitHub Stars:** ~20,400 (vercel/ai) **Link:**[github.com/vercel/ai](https://github.com/vercel/ai)"
   ],
   "stars_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 16. Vercel AI SDK \u2014 The Web Developer\u2019s AI Toolkit",
    "**GitHub Stars:** ~20,400 (vercel/ai) **Link:**[github.com/vercel/ai](https://github.com/vercel/ai)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/06/top-20-open-source-ai-agent-tools-2026",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Semantic Kernel",
   "repository": "github.com/microsoft/semantic-kernel",
   "stars": "21000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 17. Semantic Kernel \u2014 Enterprise AI for .NET and Beyond",
    "Semantic Kernel is Microsoft\u2019s SDK for integrating LLMs with C#, Python, and Java."
   ],
   "repository_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 17. Semantic Kernel \u2014 Enterprise AI for .NET and Beyond",
    "**GitHub Stars:** ~21,000 (microsoft/semantic-kernel) **Link:**[github.com/microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel)"
   ],
   "stars_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 17. Semantic Kernel \u2014 Enterprise AI for .NET and Beyond",
    "**GitHub Stars:** ~21,000 (microsoft/semantic-kernel) **Link:**[github.com/microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/06/top-20-open-source-ai-agent-tools-2026",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Eliza",
   "repository": "github.com/elizaOS/eliza",
   "stars": "10000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "Eliza (by ai16z) is built for agents that live on social platforms \u2014 Discord, X, Telegram \u2014 and maintain persistent personalities."
   ],
   "repository_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "**GitHub Stars:** ~10,000+ (elizaOS/eliza) **Link:**[github.com/elizaOS/eliza](https://github.com/elizaOS/eliza)"
   ],
   "stars_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "**GitHub Stars:** ~10,000+ (elizaOS/eliza) **Link:**[github.com/elizaOS/eliza](https://github.com/elizaOS/eliza)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/06/top-20-open-source-ai-agent-tools-2026",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Hermes Agent",
   "repository": "github.com/NousResearch/hermes-agent",
   "stars": "150000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 19. Hermes Agent \u2014 Self-Learning Personal AI Assistant",
    "Full disclosure: Hermes Agent powers this very publication."
   ],
   "repository_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 19. Hermes Agent \u2014 Self-Learning Personal AI Assistant",
    "**GitHub Stars:** ~150,000 (NousResearch/hermes-agent) **Link:**[github.com/NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent)"
   ],
   "stars_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 19. Hermes Agent \u2014 Self-Learning Personal AI Assistant",
    "**GitHub Stars:** ~150,000 (NousResearch/hermes-agent) **Link:**[github.com/NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/06/top-20-open-source-ai-agent-tools-2026",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Continue",
   "repository": "github.com/continuedev/continue",
   "stars": "28000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 20. Continue \u2014 Open-Source AI Code Assistant for Your IDE",
    "Continue is the leading open-source alternative to GitHub Copilot."
   ],
   "repository_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 20. Continue \u2014 Open-Source AI Code Assistant for Your IDE",
    "**GitHub Stars:** ~28,000 (continuedev/continue) **Link:**[github.com/continuedev/continue](https://github.com/continuedev/continue)"
   ],
   "stars_evidence": [
    "This guide is a snapshot of the open-source AI agent landscape as of mid-2026, ranked by community adoption, production impact, and ecosystem influence.",
    "## 20. Continue \u2014 Open-Source AI Code Assistant for Your IDE",
    "**GitHub Stars:** ~28,000 (continuedev/continue) **Link:**[github.com/continuedev/continue](https://github.com/continuedev/continue)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.langchain.com/resources/ai-agent-frameworks",
   "title": "The best AI agent frameworks in 2026",
   "project": "LangChain",
   "repository": "github.com/langchain-ai/langchain",
   "stars": "134000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide compares seven frameworks: LangChain, CrewAI, Microsoft Agent Framework, LlamaIndex Workflows, Google ADK, OpenAI Agents SDK, and Mastra.",
    "## LangChain",
    "LangChain is the most widely adopted open-source framework for building AI agents and LLM applications, with ~134k GitHub stars and more than 1,000 pre-built integrations connecting models to data systems, vector databases, and external APIs."
   ],
   "repository_evidence": [
    "## LangChain",
    "**Quick Facts:**",
    "- **GitHub:** 134k stars at `github.com/langchain-ai/langchain`"
   ],
   "stars_evidence": [
    "## LangChain",
    "**Quick Facts:**",
    "- **GitHub:** 134k stars at `github.com/langchain-ai/langchain`"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.langchain.com/resources/ai-agent-frameworks",
   "title": "The best AI agent frameworks in 2026",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The best AI agent frameworks at a glance",
    "| Tool | Type | Open Source | Best For |",
    "| LangGraph | Agent runtime | Yes (MIT) | Complex agents that require precision |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.langchain.com/resources/ai-agent-frameworks",
   "title": "The best AI agent frameworks in 2026",
   "project": "Deep Agents",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The best AI agent frameworks at a glance",
    "| Tool | Type | Open Source | Best For |",
    "| Deep Agents | Agent harness | Yes (MIT) | Long-running workflows |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.langchain.com/resources/ai-agent-frameworks",
   "title": "The best AI agent frameworks in 2026",
   "project": "CrewAI",
   "repository": "github.com/crewAIInc/crewAI",
   "stars": "49200",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide compares seven frameworks: LangChain, CrewAI, Microsoft Agent Framework, LlamaIndex Workflows, Google ADK, OpenAI Agents SDK, and Mastra.",
    "## CrewAI",
    "CrewAI is a standalone multi-agent orchestration framework built around a role-based mental model where each agent has a defined persona, a set of tools, and a specific task within a larger crew."
   ],
   "repository_evidence": [
    "## CrewAI",
    "**Quick Facts:**",
    "- **GitHub:** ~49.2k stars at `github.com/crewAIInc/crewAI`"
   ],
   "stars_evidence": [
    "## CrewAI",
    "**Quick Facts:**",
    "- **GitHub:** ~49.2k stars at `github.com/crewAIInc/crewAI`"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.langchain.com/resources/ai-agent-frameworks",
   "title": "The best AI agent frameworks in 2026",
   "project": "Microsoft Agent Framework",
   "repository": "github.com/microsoft/agent-framework",
   "stars": "9600",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide compares seven frameworks: LangChain, CrewAI, Microsoft Agent Framework, LlamaIndex Workflows, Google ADK, OpenAI Agents SDK, and Mastra.",
    "## Microsoft Agent Framework"
   ],
   "repository_evidence": [
    "## Microsoft Agent Framework",
    "**Quick Facts:**",
    "- **GitHub:** ~9.6k stars at `github.com/microsoft/agent-framework`"
   ],
   "stars_evidence": [
    "## Microsoft Agent Framework",
    "**Quick Facts:**",
    "- **GitHub:** ~9.6k stars at `github.com/microsoft/agent-framework`"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.langchain.com/resources/ai-agent-frameworks",
   "title": "The best AI agent frameworks in 2026",
   "project": "LlamaIndex Workflows",
   "repository": "github.com/run-llama/llama-agents",
   "stars": "347",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide compares seven frameworks: LangChain, CrewAI, Microsoft Agent Framework, LlamaIndex Workflows, Google ADK, OpenAI Agents SDK, and Mastra.",
    "## LlamaIndex (Workflows)",
    "LlamaIndex Workflows is an event-driven orchestration layer for building multi-agent systems in plain Python or TypeScript, without requiring a separate domain-specific language."
   ],
   "repository_evidence": [
    "## LlamaIndex (Workflows)",
    "**Quick Facts:**",
    "- **GitHub:** 347 stars (Python) at `github.com/run-llama/llama-agents` (formerly `workflows-py`)."
   ],
   "stars_evidence": [
    "## LlamaIndex (Workflows)",
    "**Quick Facts:**",
    "- **GitHub:** 347 stars (Python) at `github.com/run-llama/llama-agents` (formerly `workflows-py`)."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.langchain.com/resources/ai-agent-frameworks",
   "title": "The best AI agent frameworks in 2026",
   "project": "Google ADK",
   "repository": "github.com/google/adk-python",
   "stars": "19000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide compares seven frameworks: LangChain, CrewAI, Microsoft Agent Framework, LlamaIndex Workflows, Google ADK, OpenAI Agents SDK, and Mastra.",
    "## Google ADK (Agent Development Kit)",
    "Google ADK is an opinionated, batteries-included agent development framework designed to make it fast to build, debug, and deploy AI agents on Google Cloud infrastructure."
   ],
   "repository_evidence": [
    "## Google ADK (Agent Development Kit)",
    "**Quick Facts:**",
    "- **GitHub:** 19k stars at `github.com/google/adk-python`"
   ],
   "stars_evidence": [
    "## Google ADK (Agent Development Kit)",
    "**Quick Facts:**",
    "- **GitHub:** 19k stars at `github.com/google/adk-python`"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.langchain.com/resources/ai-agent-frameworks",
   "title": "The best AI agent frameworks in 2026",
   "project": "OpenAI Agents SDK",
   "repository": "github.com/openai/openai-agents-python",
   "stars": "22200",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide compares seven frameworks: LangChain, CrewAI, Microsoft Agent Framework, LlamaIndex Workflows, Google ADK, OpenAI Agents SDK, and Mastra.",
    "## OpenAI Agents SDK",
    "The OpenAI Agents SDK is a lightweight, low-abstraction framework for building multi-agent workflows using OpenAI's model APIs."
   ],
   "repository_evidence": [
    "## OpenAI Agents SDK",
    "**Quick Facts:**",
    "- **GitHub:** 22.2k stars at `github.com/openai/openai-agents-python`"
   ],
   "stars_evidence": [
    "## OpenAI Agents SDK",
    "**Quick Facts:**",
    "- **GitHub:** 22.2k stars at `github.com/openai/openai-agents-python`"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.langchain.com/resources/ai-agent-frameworks",
   "title": "The best AI agent frameworks in 2026",
   "project": "Mastra",
   "repository": "github.com/mastra-ai/mastra",
   "stars": "23000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide compares seven frameworks: LangChain, CrewAI, Microsoft Agent Framework, LlamaIndex Workflows, Google ADK, OpenAI Agents SDK, and Mastra.",
    "## Mastra",
    "Mastra is a TypeScript-first agent framework built by the team behind Gatsby, designed to give JavaScript and TypeScript developers a batteries-included path to building production agents without assembling separate libraries for workflows, memory, and observability."
   ],
   "repository_evidence": [
    "## Mastra",
    "**Quick Facts:**",
    "- **GitHub:** ~23k stars at `github.com/mastra-ai/mastra`"
   ],
   "stars_evidence": [
    "## Mastra",
    "**Quick Facts:**",
    "- **GitHub:** ~23k stars at `github.com/mastra-ai/mastra`"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/huang-yi-dae/agents-radar/issues/568",
   "title": "Open-Source Trending Daily Report 2026-08-26",
   "project": "TradingAgents",
   "repository": "https://github.com/TauricResearch/TradingAgents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 1. GitHub Trending Today (top 15)",
    "| 4 | [TauricResearch/TradingAgents](https://github.com/TauricResearch/TradingAgents) | Multi-agent LLM financial trading framework |"
   ],
   "repository_evidence": [
    "## 1. GitHub Trending Today (top 15)",
    "| 4 | [TauricResearch/TradingAgents](https://github.com/TauricResearch/TradingAgents) | Multi-agent LLM financial trading framework |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/huang-yi-dae/agents-radar/issues/568",
   "title": "Open-Source Trending Daily Report 2026-08-26",
   "project": "hermes-agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "236000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## 2. Hot AI-Topic Repos (updated in last 7 days, sorted by 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": [
    "## 2. Hot AI-Topic Repos (updated in last 7 days, sorted by 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": [
    "## 2. Hot AI-Topic Repos (updated in last 7 days, sorted by 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) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/huang-yi-dae/agents-radar/issues/568",
   "title": "Open-Source Trending Daily Report 2026-08-26",
   "project": "learn-claude-code",
   "repository": "https://github.com/shareAI-lab/learn-claude-code",
   "stars": "75000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## 2. Hot AI-Topic Repos (updated in last 7 days, sorted by 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": [
    "## 2. Hot AI-Topic Repos (updated in last 7 days, sorted by 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": [
    "## 2. Hot AI-Topic Repos (updated in last 7 days, sorted by 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) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/huang-yi-dae/agents-radar/issues/568",
   "title": "Open-Source Trending Daily Report 2026-08-26",
   "project": "Agent-Reach",
   "repository": "https://github.com/Panniantong/Agent-Reach",
   "stars": "75000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## 2. Hot AI-Topic Repos (updated in last 7 days, sorted by 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": [
    "## 2. Hot AI-Topic Repos (updated in last 7 days, sorted by 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": [
    "## 2. Hot AI-Topic Repos (updated in last 7 days, sorted by 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) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/07/ai-agent-frameworks-comparison-2026-langgraph-crewai-autogen",
   "title": "AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "33900",
   "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",
    "LangGraph & DeepAgents \u2014 The Enterprise Default",
    "[LangGraph](https://github.com/langchain-ai/langgraph) is the most widely deployed agent framework in production."
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   "title": "Ultimate Guide to Open Source AI Agent Frameworks in 2026",
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    "**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",
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    "| 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 |"
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    "| **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 |"
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    "| **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 |"
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  {
   "url": "https://the-agent-report.com/2026/05/ultimate-guide-open-source-ai-agent-frameworks",
   "title": "Ultimate Guide to Open Source AI Agent Frameworks in 2026",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "19000",
   "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",
    "| **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.",
    "**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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/05/ultimate-guide-open-source-ai-agent-frameworks",
   "title": "Ultimate Guide to Open Source AI Agent Frameworks in 2026",
   "project": "Haystack",
   "repository": null,
   "stars": "22000",
   "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",
    "| **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.",
    "**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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/05/ultimate-guide-open-source-ai-agent-frameworks",
   "title": "Ultimate Guide to Open Source AI Agent Frameworks in 2026",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "28000",
   "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",
    "| **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.",
    "**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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/05/ultimate-guide-open-source-ai-agent-frameworks",
   "title": "Ultimate Guide to Open Source AI Agent Frameworks in 2026",
   "project": "Mastra",
   "repository": null,
   "stars": "21000",
   "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",
    "| **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": 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.",
    "**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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/05/ultimate-guide-open-source-ai-agent-frameworks",
   "title": "Ultimate Guide to Open Source AI Agent Frameworks in 2026",
   "project": "Vercel AI SDK",
   "repository": null,
   "stars": "20000",
   "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",
    "| **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.",
    "**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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "title": "LangGraph vs CrewAI vs AutoGen: Best Frameworks 2026",
   "project": "n8n",
   "repository": null,
   "stars": "195663",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| # | Framework | What It Does | Production Maturity (30%) | Ecosystem & Interop (25%) | Developer Experience (25%) | Momentum (20%) | Final |",
    "| 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": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| # | Framework | What It Does | Production Maturity (30%) | Ecosystem & Interop (25%) | Developer Experience (25%) | Momentum (20%) | Final |",
    "| 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "title": "LangGraph vs CrewAI vs AutoGen: Best Frameworks 2026",
   "project": "LangChain",
   "repository": null,
   "stars": "141308",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| 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": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "title": "LangGraph vs CrewAI vs AutoGen: Best Frameworks 2026",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "59582",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| 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": [
    "4. Microsoft Agent Framework: AutoGen Is Now Legacy",
    "The evidence that AutoGen itself is in maintenance mode is unambiguous if you check the repositories: microsoft/autogen's **last push was April 15, 2026**, while microsoft/agent-framework ships continuously - [GitHub](https://github.com/microsoft/agent-framework)."
   ],
   "stars_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **AutoGen** (legacy) | **59,582** | declining | maintenance | Python, .NET | MIT/CC | Microsoft |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "title": "LangGraph vs CrewAI vs AutoGen: Best Frameworks 2026",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "55150",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| # | Framework | What It Does | Production Maturity (30%) | Ecosystem & Interop (25%) | Developer Experience (25%) | Momentum (20%) | Final |",
    "| 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": [
    "2. The Top 10 in Hard Numbers",
    "The framework itself sits at **55,150 GitHub stars** and about **5.2 million monthly downloads**, was selected to the 2026 Enterprise Tech 30, and remains MIT-licensed Python - [GitHub](https://github.com/crewAIInc/crewAI)."
   ],
   "stars_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| # | Framework | What It Does | Production Maturity (30%) | Ecosystem & Interop (25%) | Developer Experience (25%) | Momentum (20%) | Final |",
    "| 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "title": "LangGraph vs CrewAI vs AutoGen: Best Frameworks 2026",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "50731",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| 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": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **LlamaIndex** | **50,731** | high | 0.14.x | Python, TS | MIT | LlamaIndex |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "title": "LangGraph vs CrewAI vs AutoGen: Best Frameworks 2026",
   "project": "Agno",
   "repository": null,
   "stars": "41053",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| 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": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **Agno** | **41,053** | growing | 2.x | Python | MPL-2.0 | Agno |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "title": "LangGraph vs CrewAI vs AutoGen: Best Frameworks 2026",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph/releases",
   "stars": "36804",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| # | Framework | What It Does | Production Maturity (30%) | Ecosystem & Interop (25%) | Developer Experience (25%) | Momentum (20%) | Final |",
    "| 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": [
    "3. LangGraph: The Production Default",
    "LangChain's own 1.0 announcement names **Uber, LinkedIn, Klarna, JP Morgan, BlackRock, and Cisco** among production users, and the broader LangChain package family sees roughly **90 million monthly downloads** - [LangChain](https://www.langchain.com/blog/langchain-langgraph-1dot0)."
   ],
   "stars_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| # | Framework | What It Does | Production Maturity (30%) | Ecosystem & Interop (25%) | Developer Experience (25%) | Momentum (20%) | Final |",
    "| 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "title": "LangGraph vs CrewAI vs AutoGen: Best Frameworks 2026",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "28247",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| # | Framework | What It Does | Production Maturity (30%) | Ecosystem & Interop (25%) | Developer Experience (25%) | Momentum (20%) | Final |",
    "| 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": [
    "9. The Challengers: Pydantic AI, smolagents, Mastra, Agno"
   ],
   "stars_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| # | Framework | What It Does | Production Maturity (30%) | Ecosystem & Interop (25%) | Developer Experience (25%) | Momentum (20%) | Final |",
    "| 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "title": "LangGraph vs CrewAI vs AutoGen: Best Frameworks 2026",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "27732",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| # | Framework | What It Does | Production Maturity (30%) | Ecosystem & Interop (25%) | Developer Experience (25%) | Momentum (20%) | Final |",
    "| 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": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| # | Framework | What It Does | Production Maturity (30%) | Ecosystem & Interop (25%) | Developer Experience (25%) | Momentum (20%) | Final |",
    "| 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "title": "LangGraph vs CrewAI vs AutoGen: Best Frameworks 2026",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "25950",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| # | Framework | What It Does | Production Maturity (30%) | Ecosystem & Interop (25%) | Developer Experience (25%) | Momentum (20%) | Final |",
    "| 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": [
    "9. The Challengers: Pydantic AI, smolagents, Mastra, Agno",
    "**Mastra** (25,950 stars, **1.77 million monthly npm downloads**) is the TypeScript-native choice, built by the former Gatsby team - [GitHub](https://github.com/mastra-ai/mastra)."
   ],
   "stars_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| # | Framework | What It Does | Production Maturity (30%) | Ecosystem & Interop (25%) | Developer Experience (25%) | Momentum (20%) | Final |",
    "| 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "title": "LangGraph vs CrewAI vs AutoGen: Best Frameworks 2026",
   "project": "Google ADK",
   "repository": null,
   "stars": "20521",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| # | Framework | What It Does | Production Maturity (30%) | Ecosystem & Interop (25%) | Developer Experience (25%) | Momentum (20%) | Final |",
    "| 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": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| # | Framework | What It Does | Production Maturity (30%) | Ecosystem & Interop (25%) | Developer Experience (25%) | Momentum (20%) | Final |",
    "| 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "title": "LangGraph vs CrewAI vs AutoGen: Best Frameworks 2026",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": "18277",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| # | Framework | What It Does | Production Maturity (30%) | Ecosystem & Interop (25%) | Developer Experience (25%) | Momentum (20%) | Final |",
    "| 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": [
    "9. The Challengers: Pydantic AI, smolagents, Mastra, Agno"
   ],
   "stars_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| # | Framework | What It Does | Production Maturity (30%) | Ecosystem & Interop (25%) | Developer Experience (25%) | Momentum (20%) | Final |",
    "| 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "title": "LangGraph vs CrewAI vs AutoGen: Best Frameworks 2026",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": "17609",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| 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": [
    "14. The Graveyard: What Died Since the Last Edition",
    "**SuperAGI**, a top-10 entry in most 2025 rankings including the previous edition of this one, is unmaintained: the repository's **last push was January 22, 2025** (verified via the GitHub API on July 8, 2026), there have been no releases since early 2024, and issues go unanswered - [GitHub](https://github.com/TransformerOptimus/SuperAGI)."
   ],
   "stars_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "title": "LangGraph vs CrewAI vs AutoGen: Best Frameworks 2026",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": "11953",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| # | Framework | What It Does | Production Maturity (30%) | Ecosystem & Interop (25%) | Developer Experience (25%) | Momentum (20%) | Final |",
    "| 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": [
    "4. Microsoft Agent Framework: AutoGen Is Now Legacy",
    "The evidence that AutoGen itself is in maintenance mode is unambiguous if you check the repositories: microsoft/autogen's **last push was April 15, 2026**, while microsoft/agent-framework ships continuously - [GitHub](https://github.com/microsoft/agent-framework)."
   ],
   "stars_evidence": [
    "Before the deep profiles, here is the single table that answers the headline question. Ten frameworks, four weighted criteria, one final score.",
    "| 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/top-20-open-source-ai-agent-tools-in-2026-5fbp",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Dify",
   "repository": "github.com/langgenius/dify",
   "stars": "143000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 1. Dify \u2014 The Visual Agent Platform That Outgrew the Competition",
    "**GitHub Stars:** ~143,000 (langgenius/dify)"
   ],
   "repository_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 1. Dify \u2014 The Visual Agent Platform That Outgrew the Competition",
    "**Link:**[github.com/langgenius/dify](https://github.com/langgenius/dify)"
   ],
   "stars_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 1. Dify \u2014 The Visual Agent Platform That Outgrew the Competition",
    "**GitHub Stars:** ~143,000 (langgenius/dify)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/top-20-open-source-ai-agent-tools-in-2026-5fbp",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "LangGraph",
   "repository": "github.com/langchain-ai/langgraph",
   "stars": "33000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 2. LangGraph \u2014 The Production Standard for Stateful Agents",
    "**GitHub Stars:** ~33,000 (langchain-ai/langgraph)"
   ],
   "repository_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 2. LangGraph \u2014 The Production Standard for Stateful Agents",
    "**Link:**[github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph)"
   ],
   "stars_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 2. LangGraph \u2014 The Production Standard for Stateful Agents",
    "**GitHub Stars:** ~33,000 (langchain-ai/langgraph)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/top-20-open-source-ai-agent-tools-in-2026-5fbp",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "CrewAI",
   "repository": "github.com/crewAIInc/crewAI",
   "stars": "47800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 3. CrewAI \u2014 Multi-Agent Orchestration Made Accessible",
    "**GitHub Stars:** ~47,800 (crewAIInc/crewAI)"
   ],
   "repository_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 3. CrewAI \u2014 Multi-Agent Orchestration Made Accessible",
    "**Link:**[github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)"
   ],
   "stars_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 3. CrewAI \u2014 Multi-Agent Orchestration Made Accessible",
    "**GitHub Stars:** ~47,800 (crewAIInc/crewAI)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/top-20-open-source-ai-agent-tools-in-2026-5fbp",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Microsoft AutoGen",
   "repository": "github.com/microsoft/autogen",
   "stars": "48000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 4. Microsoft AutoGen / AG2 \u2014 The Research Multi-Agent Pioneer",
    "**GitHub Stars:** ~48,000 (microsoft/autogen); AG2 fork continues independently"
   ],
   "repository_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 4. Microsoft AutoGen / AG2 \u2014 The Research Multi-Agent Pioneer",
    "**Link:**[github.com/microsoft/autogen](https://github.com/microsoft/autogen) | [github.com/ag2ai/ag2](https://github.com/ag2ai/ag2)"
   ],
   "stars_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 4. Microsoft AutoGen / AG2 \u2014 The Research Multi-Agent Pioneer",
    "**GitHub Stars:** ~48,000 (microsoft/autogen); AG2 fork continues independently"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/top-20-open-source-ai-agent-tools-in-2026-5fbp",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "OpenAI Agents SDK",
   "repository": "github.com/openai/openai-agents-python",
   "stars": "25000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 5. OpenAI Agents SDK \u2014 Lightweight, Production-Ready Agent Primitives",
    "**GitHub Stars:** ~25,000 (openai/openai-agents-python); JS/TS SDK also available"
   ],
   "repository_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 5. OpenAI Agents SDK \u2014 Lightweight, Production-Ready Agent Primitives",
    "**Link:**[github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python)"
   ],
   "stars_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 5. OpenAI Agents SDK \u2014 Lightweight, Production-Ready Agent Primitives",
    "**GitHub Stars:** ~25,000 (openai/openai-agents-python); JS/TS SDK also available"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/top-20-open-source-ai-agent-tools-in-2026-5fbp",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Flowise",
   "repository": "github.com/FlowiseAI/Flowise",
   "stars": "43000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 6. Flowise \u2014 Drag-and-Drop Agent Building",
    "**GitHub Stars:** ~43,000 (FlowiseAI/Flowise)"
   ],
   "repository_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 6. Flowise \u2014 Drag-and-Drop Agent Building",
    "**Link:**[github.com/FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise)"
   ],
   "stars_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 6. Flowise \u2014 Drag-and-Drop Agent Building",
    "**GitHub Stars:** ~43,000 (FlowiseAI/Flowise)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/top-20-open-source-ai-agent-tools-in-2026-5fbp",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "LangChain",
   "repository": "github.com/langchain-ai/langchain",
   "stars": "97000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 7. LangChain \u2014 The Swiss Army Knife of LLM Development",
    "**GitHub Stars:** ~97,000 (langchain-ai/langchain)"
   ],
   "repository_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 7. LangChain \u2014 The Swiss Army Knife of LLM Development",
    "**Link:**[github.com/langchain-ai/langchain](https://github.com/langchain-ai/langchain)"
   ],
   "stars_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 7. LangChain \u2014 The Swiss Army Knife of LLM Development",
    "**GitHub Stars:** ~97,000 (langchain-ai/langchain)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/top-20-open-source-ai-agent-tools-in-2026-5fbp",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Anthropic Claude Agent SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 8. Claude Code / Anthropic Claude Agent SDK \u2014 Terminal-Native Agentic Development",
    "**GitHub Stars:** The Claude Agent SDK is not a standalone repo on GitHub \u2014 Claude Code is distributed directly by Anthropic as a CLI tool"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/top-20-open-source-ai-agent-tools-in-2026-5fbp",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "OpenHands",
   "repository": "github.com/All-Hands-AI/OpenHands",
   "stars": "60500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 9. OpenHands \u2014 The Open-Source AI Software Engineer",
    "**GitHub Stars:** ~60,500 (All-Hands-AI/OpenHands)"
   ],
   "repository_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 9. OpenHands \u2014 The Open-Source AI Software Engineer",
    "**Link:**[github.com/All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands)"
   ],
   "stars_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 9. OpenHands \u2014 The Open-Source AI Software Engineer",
    "**GitHub Stars:** ~60,500 (All-Hands-AI/OpenHands)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/top-20-open-source-ai-agent-tools-in-2026-5fbp",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Mastra",
   "repository": "github.com/mastra-ai/mastra",
   "stars": "10000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 10. Mastra \u2014 The TypeScript-Native Agent Framework",
    "**GitHub Stars:** ~10,000 (mastra-ai/mastra)"
   ],
   "repository_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 10. Mastra \u2014 The TypeScript-Native Agent Framework",
    "**Link:**[github.com/mastra-ai/mastra](https://github.com/mastra-ai/mastra)"
   ],
   "stars_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 10. Mastra \u2014 The TypeScript-Native Agent Framework",
    "**GitHub Stars:** ~10,000 (mastra-ai/mastra)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/top-20-open-source-ai-agent-tools-in-2026-5fbp",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Haystack",
   "repository": "github.com/deepset-ai/haystack",
   "stars": "22000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 11. Haystack \u2014 The Production RAG and Agent Framework",
    "**GitHub Stars:** ~22,000 (deepset-ai/haystack)"
   ],
   "repository_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 11. Haystack \u2014 The Production RAG and Agent Framework",
    "**Link:**[github.com/deepset-ai/haystack](https://github.com/deepset-ai/haystack)"
   ],
   "stars_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 11. Haystack \u2014 The Production RAG and Agent Framework",
    "**GitHub Stars:** ~22,000 (deepset-ai/haystack)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/top-20-open-source-ai-agent-tools-in-2026-5fbp",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "MetaGPT",
   "repository": "github.com/FoundationAgents/MetaGPT",
   "stars": "59600",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 12. MetaGPT \u2014 Multi-Agent Software Development",
    "**GitHub Stars:** ~59,600 (FoundationAgents/MetaGPT)"
   ],
   "repository_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 12. MetaGPT \u2014 Multi-Agent Software Development",
    "**Link:**[github.com/FoundationAgents/MetaGPT](https://github.com/FoundationAgents/MetaGPT)"
   ],
   "stars_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 12. MetaGPT \u2014 Multi-Agent Software Development",
    "**GitHub Stars:** ~59,600 (FoundationAgents/MetaGPT)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/top-20-open-source-ai-agent-tools-in-2026-5fbp",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "OpenAI Codex CLI",
   "repository": "github.com/openai/codex",
   "stars": "44500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 13. OpenAI Codex CLI \u2014 Terminal Coding Agent from OpenAI",
    "**GitHub Stars:** ~44,500 (openai/codex)"
   ],
   "repository_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 13. OpenAI Codex CLI \u2014 Terminal Coding Agent from OpenAI",
    "**Link:**[github.com/openai/codex](https://github.com/openai/codex)"
   ],
   "stars_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 13. OpenAI Codex CLI \u2014 Terminal Coding Agent from OpenAI",
    "**GitHub Stars:** ~44,500 (openai/codex)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/top-20-open-source-ai-agent-tools-in-2026-5fbp",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "OpenCode",
   "repository": "github.com/anomalyco/opencode",
   "stars": "55000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 14. OpenCode \u2014 Provider-Agnostic Open-Source Coding Agent",
    "**GitHub Stars:** ~55,000 (anomalyco/opencode)"
   ],
   "repository_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 14. OpenCode \u2014 Provider-Agnostic Open-Source Coding Agent",
    "**Link:**[github.com/anomalyco/opencode](https://github.com/anomalyco/opencode)"
   ],
   "stars_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 14. OpenCode \u2014 Provider-Agnostic Open-Source Coding Agent",
    "**GitHub Stars:** ~55,000 (anomalyco/opencode)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/top-20-open-source-ai-agent-tools-in-2026-5fbp",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Cline",
   "repository": "github.com/cline/cline",
   "stars": "49000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 15. Cline \u2014 The IDE-Native Coding Agent",
    "**GitHub Stars:** ~49,000 (cline/cline)"
   ],
   "repository_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 15. Cline \u2014 The IDE-Native Coding Agent",
    "**Link:**[github.com/cline/cline](https://github.com/cline/cline)"
   ],
   "stars_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 15. Cline \u2014 The IDE-Native Coding Agent",
    "**GitHub Stars:** ~49,000 (cline/cline)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/top-20-open-source-ai-agent-tools-in-2026-5fbp",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Vercel AI SDK",
   "repository": "github.com/vercel/ai",
   "stars": "20400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 16. Vercel AI SDK \u2014 The Web Developer's AI Toolkit",
    "**GitHub Stars:** ~20,400 (vercel/ai)"
   ],
   "repository_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 16. Vercel AI SDK \u2014 The Web Developer's AI Toolkit",
    "**Link:**[github.com/vercel/ai](https://github.com/vercel/ai)"
   ],
   "stars_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 16. Vercel AI SDK \u2014 The Web Developer's AI Toolkit",
    "**GitHub Stars:** ~20,400 (vercel/ai)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/top-20-open-source-ai-agent-tools-in-2026-5fbp",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Semantic Kernel",
   "repository": "github.com/microsoft/semantic-kernel",
   "stars": "21000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 17. Semantic Kernel \u2014 Enterprise AI for .NET and Beyond",
    "**GitHub Stars:** ~21,000 (microsoft/semantic-kernel)"
   ],
   "repository_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 17. Semantic Kernel \u2014 Enterprise AI for .NET and Beyond",
    "**Link:**[github.com/microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel)"
   ],
   "stars_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 17. Semantic Kernel \u2014 Enterprise AI for .NET and Beyond",
    "**GitHub Stars:** ~21,000 (microsoft/semantic-kernel)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/top-20-open-source-ai-agent-tools-in-2026-5fbp",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Eliza",
   "repository": "github.com/elizaOS/eliza",
   "stars": "10000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 18. Eliza \u2014 Multi-Agent Social Simulation Framework",
    "**GitHub Stars:** ~10,000+ (elizaOS/eliza)"
   ],
   "repository_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 18. Eliza \u2014 Multi-Agent Social Simulation Framework",
    "**Link:**[github.com/elizaOS/eliza](https://github.com/elizaOS/eliza)"
   ],
   "stars_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 18. Eliza \u2014 Multi-Agent Social Simulation Framework",
    "**GitHub Stars:** ~10,000+ (elizaOS/eliza)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/top-20-open-source-ai-agent-tools-in-2026-5fbp",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Hermes Agent",
   "repository": "github.com/NousResearch/hermes-agent",
   "stars": "150000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 19. Hermes Agent \u2014 Self-Learning Personal AI Assistant",
    "**GitHub Stars:** ~150,000 (NousResearch/hermes-agent)"
   ],
   "repository_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 19. Hermes Agent \u2014 Self-Learning Personal AI Assistant",
    "**Link:**[github.com/NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent)"
   ],
   "stars_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 19. Hermes Agent \u2014 Self-Learning Personal AI Assistant",
    "**GitHub Stars:** ~150,000 (NousResearch/hermes-agent)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/top-20-open-source-ai-agent-tools-in-2026-5fbp",
   "title": "Top 20 Open Source AI Agent Tools in 2026",
   "project": "Continue",
   "repository": "github.com/continuedev/continue",
   "stars": "28000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 20. Continue \u2014 Open-Source AI Code Assistant for Your IDE",
    "**GitHub Stars:** ~28,000 (continuedev/continue)"
   ],
   "repository_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 20. Continue \u2014 Open-Source AI Code Assistant for Your IDE",
    "**Link:**[github.com/continuedev/continue](https://github.com/continuedev/continue)"
   ],
   "stars_evidence": [
    "# Top 20 Open Source AI Agent Tools in 2026",
    "## 20. Continue \u2014 Open-Source AI Code Assistant for Your IDE",
    "**GitHub Stars:** ~28,000 (continuedev/continue)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pickaxe.co/post/top-ai-agent-frameworks",
   "title": "Top 15 AI Agent Frameworks in 2026: Hermes, OpenClaw, and the Honest Comparison",
   "project": "LangGraph",
   "repository": null,
   "stars": "12000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **LangGraph** | Complex production workflows | Python, JS | MIT | ~12K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **LangGraph** | Complex production workflows | Python, JS | MIT | ~12K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pickaxe.co/post/top-ai-agent-frameworks",
   "title": "Top 15 AI Agent Frameworks in 2026: Hermes, OpenClaw, and the Honest Comparison",
   "project": "Hermes Agent",
   "repository": null,
   "stars": "140000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **Hermes Agent** | Self-improving autonomous agents | TypeScript | MIT | ~140K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **Hermes Agent** | Self-improving autonomous agents | TypeScript | MIT | ~140K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pickaxe.co/post/top-ai-agent-frameworks",
   "title": "Top 15 AI Agent Frameworks in 2026: Hermes, OpenClaw, and the Honest Comparison",
   "project": "OpenClaw",
   "repository": null,
   "stars": "100000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **OpenClaw** | Autonomous personal assistants | TypeScript | MIT | ~100K+ |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **OpenClaw** | Autonomous personal assistants | TypeScript | MIT | ~100K+ |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pickaxe.co/post/top-ai-agent-frameworks",
   "title": "Top 15 AI Agent Frameworks in 2026: Hermes, OpenClaw, and the Honest Comparison",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "18000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **OpenAI Agents SDK** | OpenAI-first teams | Python | MIT | ~18K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **OpenAI Agents SDK** | OpenAI-first teams | Python | MIT | ~18K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pickaxe.co/post/top-ai-agent-frameworks",
   "title": "Top 15 AI Agent Frameworks in 2026: Hermes, OpenClaw, and the Honest Comparison",
   "project": "Claude Agent SDK",
   "repository": null,
   "stars": "14000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **Claude Agent SDK** | Anthropic-first, safety-focused | Python, TS | MIT | ~14K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **Claude Agent SDK** | Anthropic-first, safety-focused | Python, TS | MIT | ~14K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pickaxe.co/post/top-ai-agent-frameworks",
   "title": "Top 15 AI Agent Frameworks in 2026: Hermes, OpenClaw, and the Honest Comparison",
   "project": "Google ADK",
   "repository": null,
   "stars": "11000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **Google ADK** | Google Cloud teams | Python | Apache 2.0 | ~11K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **Google ADK** | Google Cloud teams | Python | Apache 2.0 | ~11K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pickaxe.co/post/top-ai-agent-frameworks",
   "title": "Top 15 AI Agent Frameworks in 2026: Hermes, OpenClaw, and the Honest Comparison",
   "project": "CrewAI",
   "repository": null,
   "stars": "28000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **CrewAI** | Multi-agent role-based crews | Python | MIT | ~28K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **CrewAI** | Multi-agent role-based crews | Python | MIT | ~28K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pickaxe.co/post/top-ai-agent-frameworks",
   "title": "Top 15 AI Agent Frameworks in 2026: Hermes, OpenClaw, and the Honest Comparison",
   "project": "Mastra",
   "repository": null,
   "stars": "22000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **Mastra** | TypeScript-first agent development | TypeScript | Apache 2.0 | ~22K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **Mastra** | TypeScript-first agent development | TypeScript | Apache 2.0 | ~22K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pickaxe.co/post/top-ai-agent-frameworks",
   "title": "Top 15 AI Agent Frameworks in 2026: Hermes, OpenClaw, and the Honest Comparison",
   "project": "AutoGen / AG2",
   "repository": null,
   "stars": "42000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **AutoGen / AG2** | Event-driven multi-agent conversations | Python | CC-BY-4.0 | ~42K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **AutoGen / AG2** | Event-driven multi-agent conversations | Python | CC-BY-4.0 | ~42K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pickaxe.co/post/top-ai-agent-frameworks",
   "title": "Top 15 AI Agent Frameworks in 2026: Hermes, OpenClaw, and the Honest Comparison",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "28000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **Semantic Kernel** | Enterprise .NET/Python/Java | C#, Python, Java | MIT | ~28K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **Semantic Kernel** | Enterprise .NET/Python/Java | C#, Python, Java | MIT | ~28K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pickaxe.co/post/top-ai-agent-frameworks",
   "title": "Top 15 AI Agent Frameworks in 2026: Hermes, OpenClaw, and the Honest Comparison",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "40000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **LlamaIndex** | Document-heavy RAG agents | Python, TS | MIT | ~40K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **LlamaIndex** | Document-heavy RAG agents | Python, TS | MIT | ~40K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pickaxe.co/post/top-ai-agent-frameworks",
   "title": "Top 15 AI Agent Frameworks in 2026: Hermes, OpenClaw, and the Honest Comparison",
   "project": "Smolagents",
   "repository": null,
   "stars": "26000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **Smolagents** | Minimalist code agents | Python | Apache 2.0 | ~26K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **Smolagents** | Minimalist code agents | Python | Apache 2.0 | ~26K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pickaxe.co/post/top-ai-agent-frameworks",
   "title": "Top 15 AI Agent Frameworks in 2026: Hermes, OpenClaw, and the Honest Comparison",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "17000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **Pydantic AI** | Type-safe Python agents | Python | MIT | ~17K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **Pydantic AI** | Type-safe Python agents | Python | MIT | ~17K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pickaxe.co/post/top-ai-agent-frameworks",
   "title": "Top 15 AI Agent Frameworks in 2026: Hermes, OpenClaw, and the Honest Comparison",
   "project": "Haystack",
   "repository": null,
   "stars": "19000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **Haystack** | NLP pipelines + agent orchestration | Python | Apache 2.0 | ~19K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **Haystack** | NLP pipelines + agent orchestration | Python | Apache 2.0 | ~19K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pickaxe.co/post/top-ai-agent-frameworks",
   "title": "Top 15 AI Agent Frameworks in 2026: Hermes, OpenClaw, and the Honest Comparison",
   "project": "Dify",
   "repository": null,
   "stars": "75000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **Dify** | Visual agent builder with RAG | Python, TS | Apache 2.0 | ~75K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Before we go deep on each one, here's the full landscape in one table.",
    "| **Dify** | Visual agent builder with RAG | Python, TS | Apache 2.0 | ~75K |",
    "## Quick Comparison: Top AI Agent Frameworks at a Glance"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gravity.fast/blog/open-source-ai-agent-frameworks",
   "title": "Best Open-Source AI Agent Frameworks in 2026",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "37000",
   "description": null,
   "license": null,
   "project_evidence": [
    "What are the best open-source AI agent frameworks?",
    "The best open-source AI agent frameworks in 2026 are LangGraph, LangChain, CrewAI, Microsoft AutoGen, the OpenAI Agents SDK, and Hugging Face smolagents."
   ],
   "repository_evidence": [
    "Sources",
    "LangChain. \"langchain-ai/langgraph\" repository (stars, licence, description). GitHub, accessed July 2026. [github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph)"
   ],
   "stars_evidence": [
    "What are the best open-source AI agent frameworks?",
    "LangGraph (MIT, roughly 37,000 GitHub stars) is the strongest choice for stateful production agents with human-in-the-loop steps."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gravity.fast/blog/open-source-ai-agent-frameworks",
   "title": "Best Open-Source AI Agent Frameworks in 2026",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "142000",
   "description": null,
   "license": null,
   "project_evidence": [
    "What are the best open-source AI agent frameworks?",
    "The best open-source AI agent frameworks in 2026 are LangGraph, LangChain, CrewAI, Microsoft AutoGen, the OpenAI Agents SDK, and Hugging Face smolagents."
   ],
   "repository_evidence": [
    "Sources",
    "LangChain. \"langchain-ai/langchain\" and \"langchain-ai/langchainjs\" repositories (stars, licence). GitHub, accessed July 2026. [github.com/langchain-ai/langchain](https://github.com/langchain-ai/langchain)"
   ],
   "stars_evidence": [
    "What are the best open-source AI agent frameworks?",
    "LangChain (about 142,000 stars) offers the largest ecosystem of integrations and remains the default starting point."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gravity.fast/blog/open-source-ai-agent-frameworks",
   "title": "Best Open-Source AI Agent Frameworks in 2026",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "56000",
   "description": null,
   "license": null,
   "project_evidence": [
    "What are the best open-source AI agent frameworks?",
    "The best open-source AI agent frameworks in 2026 are LangGraph, LangChain, CrewAI, Microsoft AutoGen, the OpenAI Agents SDK, and Hugging Face smolagents."
   ],
   "repository_evidence": [
    "Sources",
    "CrewAI Inc. \"crewAIInc/crewAI\" repository (stars, licence). GitHub, accessed July 2026. [github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)"
   ],
   "stars_evidence": [
    "What are the best open-source AI agent frameworks?",
    "CrewAI (about 56,000 stars) makes role-based multi-agent teams simple to express."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gravity.fast/blog/open-source-ai-agent-frameworks",
   "title": "Best Open-Source AI Agent Frameworks in 2026",
   "project": "Microsoft AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "60000",
   "description": null,
   "license": null,
   "project_evidence": [
    "What are the best open-source AI agent frameworks?",
    "The best open-source AI agent frameworks in 2026 are LangGraph, LangChain, CrewAI, Microsoft AutoGen, the OpenAI Agents SDK, and Hugging Face smolagents."
   ],
   "repository_evidence": [
    "Sources",
    "Microsoft. \"microsoft/autogen\" repository (stars, licence, maintenance-mode notice). GitHub, accessed July 2026. [github.com/microsoft/autogen](https://github.com/microsoft/autogen)"
   ],
   "stars_evidence": [
    "What are the best open-source AI agent frameworks?",
    "Microsoft AutoGen (about 60,000 stars) pioneered conversational multi-agent systems, though Microsoft now directs new investment to its successor, the Microsoft Agent Framework."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gravity.fast/blog/open-source-ai-agent-frameworks",
   "title": "Best Open-Source AI Agent Frameworks in 2026",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "28000",
   "description": null,
   "license": null,
   "project_evidence": [
    "What are the best open-source AI agent frameworks?",
    "The best open-source AI agent frameworks in 2026 are LangGraph, LangChain, CrewAI, Microsoft AutoGen, the OpenAI Agents SDK, and Hugging Face smolagents."
   ],
   "repository_evidence": [
    "Sources",
    "OpenAI. \"openai/openai-agents-python\" and \"openai/openai-agents-js\" repositories (stars, licence, LiteLLM support). GitHub, accessed July 2026. [github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python)"
   ],
   "stars_evidence": [
    "What are the best open-source AI agent frameworks?",
    "The OpenAI Agents SDK (about 28,000 stars) is the leanest option for teams committed to OpenAI models."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gravity.fast/blog/open-source-ai-agent-frameworks",
   "title": "Best Open-Source AI Agent Frameworks in 2026",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "28000",
   "description": null,
   "license": null,
   "project_evidence": [
    "What are the best open-source AI agent frameworks?",
    "The best open-source AI agent frameworks in 2026 are LangGraph, LangChain, CrewAI, Microsoft AutoGen, the OpenAI Agents SDK, and Hugging Face smolagents."
   ],
   "repository_evidence": [
    "Sources",
    "Hugging Face. \"huggingface/smolagents\" repository (stars, licence, description). GitHub, accessed July 2026. [github.com/huggingface/smolagents](https://github.com/huggingface/smolagents)"
   ],
   "stars_evidence": [
    "What are the best open-source AI agent frameworks?",
    "smolagents (about 28,000 stars, Apache 2.0) is a minimal library for agents that write and run code."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/kyrolabs/awesome-agents",
   "title": "GitHub - kyrolabs/awesome-agents: \ud83e\udd16 Awesome list of AI Agents",
   "project": "OpenClaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": null,
   "description": "Open-source AI agent framework that turns LLMs into persistent, proactive personal AI agents with multi-channel messaging (Signal, Telegram, Discord, WhatsApp), cron scheduling, memory systems, MCP integration, skill plugins, sub-agent spawning, and browser automation.",
   "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",
    "- [OpenClaw](https://github.com/openclaw/openclaw): Open-source AI agent framework that turns LLMs into persistent, proactive personal AI agents with multi-channel messaging (Signal, Telegram, Discord, WhatsApp), cron scheduling, memory systems, MCP integration, skill plugins, sub-agent spawning, and browser automation. [![GitHub Repo stars](https://camo.githubusercontent.com/ab915d7bdd3968bbfeedd23d940624383515ff2e9c0120740883c62fd2513bd9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6f70656e636c61772f6f70656e636c61773f7374796c653d736f6369616c)](https://camo.githubusercontent.com/ab915d7bdd3968bbfeedd23d940624383515ff2e9c0120740883c62fd2513bd9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6f70656e636c61772f6f70656e636c61773f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome Agents",
    "Awesome Agents is a curated list of open-source tools and products to build AI agents.",
    "## Frameworks",
    "- [OpenClaw](https://github.com/openclaw/openclaw): Open-source AI agent framework that turns LLMs into persistent, proactive personal AI agents with multi-channel messaging (Signal, Telegram, Discord, WhatsApp), cron scheduling, memory systems, MCP integration, skill plugins, sub-agent spawning, and browser automation. [![GitHub Repo stars](https://camo.githubusercontent.com/ab915d7bdd3968bbfeedd23d940624383515ff2e9c0120740883c62fd2513bd9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6f70656e636c61772f6f70656e636c61773f7374796c653d736f6369616c)](https://camo.githubusercontent.com/ab915d7bdd3968bbfeedd23d940624383515ff2e9c0120740883c62fd2513bd9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6f70656e636c61772f6f70656e636c61773f7374796c653d736f6369616c)"
   ],
   "stars_evidence": null,
   "description_evidence": [
    "# \ud83e\udd16 Awesome Agents",
    "Awesome Agents is a curated list of open-source tools and products to build AI agents.",
    "## Frameworks",
    "- [OpenClaw](https://github.com/openclaw/openclaw): Open-source AI agent framework that turns LLMs into persistent, proactive personal AI agents with multi-channel messaging (Signal, Telegram, Discord, WhatsApp), cron scheduling, memory systems, MCP integration, skill plugins, sub-agent spawning, and browser automation. [![GitHub Repo stars](https://camo.githubusercontent.com/ab915d7bdd3968bbfeedd23d940624383515ff2e9c0120740883c62fd2513bd9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6f70656e636c61772f6f70656e636c61773f7374796c653d736f6369616c)](https://camo.githubusercontent.com/ab915d7bdd3968bbfeedd23d940624383515ff2e9c0120740883c62fd2513bd9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6f70656e636c61772f6f70656e636c61773f7374796c653d736f6369616c)"
   ],
   "license_evidence": null
  },
  {
   "url": "https://fungies.io/top-github-repositories-ai-agent-frameworks-2026",
   "title": "Top 20 GitHub Repositories for AI Agents in 2026 (Ranked by Stars)",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "183164",
   "description": null,
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   "project_evidence": [
    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 1 | **[AutoGPT](https://github.com/Significant-Gravitas/AutoGPT)** | 183,164 | Python | Autonomous AI agent framework \u2014 the pioneer of accessible AI for everyone |"
   ],
   "repository_evidence": [
    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 1 | **[AutoGPT](https://github.com/Significant-Gravitas/AutoGPT)** | 183,164 | Python | Autonomous AI agent framework \u2014 the pioneer of accessible AI for everyone |"
   ],
   "stars_evidence": [
    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 1 | **[AutoGPT](https://github.com/Significant-Gravitas/AutoGPT)** | 183,164 | Python | Autonomous AI agent framework \u2014 the pioneer of accessible AI for everyone |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fungies.io/top-github-repositories-ai-agent-frameworks-2026",
   "title": "Top 20 GitHub Repositories for AI Agents in 2026 (Ranked by Stars)",
   "project": "Langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": "146595",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 2 | **[Langflow](https://github.com/langflow-ai/langflow)** | 146,595 | Python | Visual drag-and-drop builder for AI-powered agents and workflows |"
   ],
   "repository_evidence": [
    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 2 | **[Langflow](https://github.com/langflow-ai/langflow)** | 146,595 | Python | Visual drag-and-drop builder for AI-powered agents and workflows |"
   ],
   "stars_evidence": [
    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 2 | **[Langflow](https://github.com/langflow-ai/langflow)** | 146,595 | Python | Visual drag-and-drop builder for AI-powered agents and workflows |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fungies.io/top-github-repositories-ai-agent-frameworks-2026",
   "title": "Top 20 GitHub Repositories for AI Agents in 2026 (Ranked by Stars)",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "136278",
   "description": null,
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   "project_evidence": [
    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 3 | **[Dify](https://github.com/langgenius/dify)** | 136,278 | TypeScript | Production-ready platform for building and deploying agentic workflows |"
   ],
   "repository_evidence": [
    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 3 | **[Dify](https://github.com/langgenius/dify)** | 136,278 | TypeScript | Production-ready platform for building and deploying agentic workflows |"
   ],
   "stars_evidence": [
    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 3 | **[Dify](https://github.com/langgenius/dify)** | 136,278 | TypeScript | Production-ready platform for building and deploying agentic workflows |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fungies.io/top-github-repositories-ai-agent-frameworks-2026",
   "title": "Top 20 GitHub Repositories for AI Agents in 2026 (Ranked by Stars)",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "132476",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 4 | **[LangChain](https://github.com/langchain-ai/langchain)** | 132,476 | Python | The foundational agent engineering platform \u2014 chains, tools, and agents |"
   ],
   "repository_evidence": [
    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 4 | **[LangChain](https://github.com/langchain-ai/langchain)** | 132,476 | Python | The foundational agent engineering platform \u2014 chains, tools, and agents |"
   ],
   "stars_evidence": [
    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 4 | **[LangChain](https://github.com/langchain-ai/langchain)** | 132,476 | Python | The foundational agent engineering platform \u2014 chains, tools, and agents |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fungies.io/top-github-repositories-ai-agent-frameworks-2026",
   "title": "Top 20 GitHub Repositories for AI Agents in 2026 (Ranked by Stars)",
   "project": "Gemini CLI",
   "repository": "https://github.com/google-gemini/gemini-cli",
   "stars": "100337",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 5 | **[Gemini CLI](https://github.com/google-gemini/gemini-cli)** | 100,337 | TypeScript | Google\u2019s open-source AI agent for terminal-based coding and queries |"
   ],
   "repository_evidence": [
    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 5 | **[Gemini CLI](https://github.com/google-gemini/gemini-cli)** | 100,337 | TypeScript | Google\u2019s open-source AI agent for terminal-based coding and queries |"
   ],
   "stars_evidence": [
    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 5 | **[Gemini CLI](https://github.com/google-gemini/gemini-cli)** | 100,337 | TypeScript | Google\u2019s open-source AI agent for terminal-based coding and queries |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fungies.io/top-github-repositories-ai-agent-frameworks-2026",
   "title": "Top 20 GitHub Repositories for AI Agents in 2026 (Ranked by Stars)",
   "project": "Browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "86164",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 6 | **[Browser-use](https://github.com/browser-use/browser-use)** | 86,164 | Python | Make websites accessible for AI agents \u2014 automate tasks in any browser |"
   ],
   "repository_evidence": [
    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 6 | **[Browser-use](https://github.com/browser-use/browser-use)** | 86,164 | Python | Make websites accessible for AI agents \u2014 automate tasks in any browser |"
   ],
   "stars_evidence": [
    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 6 | **[Browser-use](https://github.com/browser-use/browser-use)** | 86,164 | Python | Make websites accessible for AI agents \u2014 automate tasks in any browser |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
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   "url": "https://fungies.io/top-github-repositories-ai-agent-frameworks-2026",
   "title": "Top 20 GitHub Repositories for AI Agents in 2026 (Ranked by Stars)",
   "project": "RAGFlow",
   "repository": "https://github.com/infiniflow/ragflow",
   "stars": "77200",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 7 | **[RAGFlow](https://github.com/infiniflow/ragflow)** | 77,200 | Python | Open-source RAG engine fused with agent capabilities for knowledge-grounded AI |"
   ],
   "repository_evidence": [
    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 7 | **[RAGFlow](https://github.com/infiniflow/ragflow)** | 77,200 | Python | Open-source RAG engine fused with agent capabilities for knowledge-grounded AI |"
   ],
   "stars_evidence": [
    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 7 | **[RAGFlow](https://github.com/infiniflow/ragflow)** | 77,200 | Python | Open-source RAG engine fused with agent capabilities for knowledge-grounded AI |"
   ],
   "description_evidence": null,
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  },
  {
   "url": "https://fungies.io/top-github-repositories-ai-agent-frameworks-2026",
   "title": "Top 20 GitHub Repositories for AI Agents in 2026 (Ranked by Stars)",
   "project": "LobeHub",
   "repository": "https://github.com/lobehub/lobehub",
   "stars": "74778",
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    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 8 | **[LobeHub](https://github.com/lobehub/lobehub)** | 74,778 | TypeScript | Multi-agent collaboration platform \u2014 build and manage agent teams |"
   ],
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    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
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    "| 8 | **[LobeHub](https://github.com/lobehub/lobehub)** | 74,778 | TypeScript | Multi-agent collaboration platform \u2014 build and manage agent teams |"
   ],
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    "| 8 | **[LobeHub](https://github.com/lobehub/lobehub)** | 74,778 | TypeScript | Multi-agent collaboration platform \u2014 build and manage agent teams |"
   ],
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  },
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   "url": "https://fungies.io/top-github-repositories-ai-agent-frameworks-2026",
   "title": "Top 20 GitHub Repositories for AI Agents in 2026 (Ranked by Stars)",
   "project": "MetaGPT",
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   "stars": "66673",
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    "Top 20 GitHub Repositories for AI Agents in 2026",
    "Here are the most popular open-source AI agent projects on GitHub, ranked by stars. Data is current as of April 2026.",
    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 9 | **[MetaGPT](https://github.com/FoundationAgents/MetaGPT)** | 66,673 | Python | Multi-agent framework simulating a software company with role-based agents |"
   ],
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    "| 9 | **[MetaGPT](https://github.com/FoundationAgents/MetaGPT)** | 66,673 | Python | Multi-agent framework simulating a software company with role-based agents |"
   ],
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    "| 9 | **[MetaGPT](https://github.com/FoundationAgents/MetaGPT)** | 66,673 | Python | Multi-agent framework simulating a software company with role-based agents |"
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   "title": "Top 20 GitHub Repositories for AI Agents in 2026 (Ranked by Stars)",
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    "| 10 | **[OpenBB](https://github.com/OpenBB-finance/OpenBB)** | 65,442 | Python | Financial data platform for analysts, quants, and AI agents |"
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    "| 10 | **[OpenBB](https://github.com/OpenBB-finance/OpenBB)** | 65,442 | Python | Financial data platform for analysts, quants, and AI agents |"
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    "| 10 | **[OpenBB](https://github.com/OpenBB-finance/OpenBB)** | 65,442 | Python | Financial data platform for analysts, quants, and AI agents |"
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   "url": "https://fungies.io/top-github-repositories-ai-agent-frameworks-2026",
   "title": "Top 20 GitHub Repositories for AI Agents in 2026 (Ranked by Stars)",
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    "| **#** | **Repository** | **\u2b50 Stars** | **Language** | **What It Does** |",
    "| 11 | **[AutoGen](https://github.com/microsoft/autogen)** | 56,730 | Python | Microsoft\u2019s multi-agent conversation framework for collaborative AI |"
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    "| 11 | **[AutoGen](https://github.com/microsoft/autogen)** | 56,730 | Python | Microsoft\u2019s multi-agent conversation framework for collaborative AI |"
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    "| 11 | **[AutoGen](https://github.com/microsoft/autogen)** | 56,730 | Python | Microsoft\u2019s multi-agent conversation framework for collaborative AI |"
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    "## The shortlist (Updated June 2026)",
    "| Framework | Best for | Signal |",
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    "## The shortlist (Updated June 2026)",
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    "## The shortlist (Updated June 2026)",
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    "| Pydantic AI | Type-safe Python with FastAPI ergonomics | Type-first, clean dependency story |"
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    "Unlike prior work that addresses kernel-level resource scheduling (AIOS) or single-framework pipelines (AutoGen, CrewAI), Qualixar OS provides a complete runtime for heterogeneous multi-agent systems spanning 10 LLM providers, 8+ agent frameworks, and 7 communication transports.",
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    "Unlike prior work that addresses kernel-level resource scheduling (AIOS) or single-framework pipelines (AutoGen, CrewAI), Qualixar OS provides a complete runtime for heterogeneous multi-agent systems spanning 10 LLM providers, 8+ agent frameworks, and 7 communication transports.",
    "CrewAI [18] provides role-based agent teams with sequential and hierarchical execution but lacks cost routing or quality assurance."
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    "## References",
    "Jo\u00e3o Moura. CrewAI: Framework for orchestrating role-playing autonomous AI agents. [https://github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI), 2024."
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    "## 1 Introduction",
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    "MetaGPT [12] encodes Standard Operating Procedures (SOPs) into agent pipelines but is not framework-agnostic."
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    "## 1 Introduction",
    "The rapid proliferation of large language model (LLM) agents has created a fragmented landscape where developers must choose between incompatible frameworks\u2014AutoGen [23], CrewAI [18], MetaGPT [12], LangGraph [14]\u2014each with distinct agent definitions, execution models, and tooling ecosystems.",
    "LangGraph [14] offers DAG-based execution with state machines but no automatic team design or dashboard."
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    "## References",
    "LangChain. LangGraph: Build stateful multi-actor applications with LLMs. [https://github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph), 2024."
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    "## 2.1 Multi-Agent Frameworks",
    "Our analysis draws on systematic study of 40+ open-source agent systems across five tiers of GitHub adoption.",
    "CAMEL [15] pioneered role-playing communication but implements only a single two-agent topology."
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  {
   "url": "https://github.com/jalliance/github-trending-snapshot-2026-08-25",
   "title": "GitHub - jalliance/github-trending-snapshot-2026-08-25: Snapshot of GitHub trending repositories on 2026-08-25 with detailed explanations of what they do and what they're good for. Persistent access for testing/review anytime.",
   "project": "ai-job-search",
   "repository": "https://github.com/MadsLorentzen/ai-job-search",
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    "# 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) |"
   ],
   "description_evidence": null,
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  },
  {
   "url": "https://ayautomate.com/blog/best-open-source-ai-agent-frameworks",
   "title": "8 best open-source AI agent frameworks on GitHub in 2026",
   "project": "OpenClaw",
   "repository": null,
   "stars": "382000",
   "description": null,
   "license": null,
   "project_evidence": [
    "In this guide, we compare the eight best open-source AI agent frameworks trending on GitHub right now, covering architecture, pricing, ideal use cases, and an honest take on each framework's limitations.",
    "| Tool name | Key strength | Pricing | Platforms |",
    "| OpenClaw | Self-hosted AI agent with 50+ native integrations, no external API calls | Free, open-source; cloud plan TBA | Self-hosted, Docker, Web |",
    "**OpenClaw**: Best for self-hosted agents with broad integration coverage:",
    "OpenClaw is the breakout project of 2026."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "In this guide, we compare the eight best open-source AI agent frameworks trending on GitHub right now, covering architecture, pricing, ideal use cases, and an honest take on each framework's limitations.",
    "OpenClaw is the breakout project of 2026.",
    "It grew from roughly 9,000 stars to over 382,000 GitHub stars by mid-2026, earned a public endorsement from Sam Altman when the creator joined OpenAI, and landed a Fortune feature within months of launch."
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   "description_evidence": null,
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  {
   "url": "https://ayautomate.com/blog/best-open-source-ai-agent-frameworks",
   "title": "8 best open-source AI agent frameworks on GitHub in 2026",
   "project": "Agno",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In this guide, we compare the eight best open-source AI agent frameworks trending on GitHub right now, covering architecture, pricing, ideal use cases, and an honest take on each framework's limitations.",
    "| Tool name | Key strength | Pricing | Platforms |",
    "| Agno | Ultra-fast, lightweight Python agent framework with built-in memory and multimodal tools | Free, open-source; Agno Platform from $99/month | Python, API, Cloud |",
    "Agno, best for lightweight high-performance agents in production"
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   "repository_evidence": null,
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  },
  {
   "url": "https://ayautomate.com/blog/best-open-source-ai-agent-frameworks",
   "title": "8 best open-source AI agent frameworks on GitHub in 2026",
   "project": "CrewAI",
   "repository": null,
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   "license": null,
   "project_evidence": [
    "In this guide, we compare the eight best open-source AI agent frameworks trending on GitHub right now, covering architecture, pricing, ideal use cases, and an honest take on each framework's limitations.",
    "| Tool name | Key strength | Pricing | Platforms |",
    "| CrewAI | Role-based multi-agent orchestration with built-in collaboration primitives | Free, open-source; Enterprise plan available | Python, API, Cloud |",
    "CrewAI, best for multi-agent role-based orchestration"
   ],
   "repository_evidence": null,
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ayautomate.com/blog/best-open-source-ai-agent-frameworks",
   "title": "8 best open-source AI agent frameworks on GitHub in 2026",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In this guide, we compare the eight best open-source AI agent frameworks trending on GitHub right now, covering architecture, pricing, ideal use cases, and an honest take on each framework's limitations.",
    "| Tool name | Key strength | Pricing | Platforms |",
    "| LangGraph | Stateful graph-based agent workflows with checkpointing and human-in-the-loop | Free, open-source; LangSmith from $39/month | Python, JavaScript, Cloud |",
    "LangGraph, best for stateful graph-based agent workflows"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://ayautomate.com/blog/best-open-source-ai-agent-frameworks",
   "title": "8 best open-source AI agent frameworks on GitHub in 2026",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In this guide, we compare the eight best open-source AI agent frameworks trending on GitHub right now, covering architecture, pricing, ideal use cases, and an honest take on each framework's limitations.",
    "| Tool name | Key strength | Pricing | Platforms |",
    "| AutoGen | Microsoft-backed conversational multi-agent framework with Azure-native integrations | Free, open-source; Azure compute costs apply | Python, .NET, Azure |",
    "AutoGen, best for enterprise teams on Microsoft infrastructure"
   ],
   "repository_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://ayautomate.com/blog/best-open-source-ai-agent-frameworks",
   "title": "8 best open-source AI agent frameworks on GitHub in 2026",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In this guide, we compare the eight best open-source AI agent frameworks trending on GitHub right now, covering architecture, pricing, ideal use cases, and an honest take on each framework's limitations.",
    "| Tool name | Key strength | Pricing | Platforms |",
    "| Dify | Self-hostable LLM app platform with visual workflow builder and RAG | Free, open-source; Cloud from $59/month | Self-hosted, Docker, Cloud, API |",
    "Dify, best for self-hostable LLM application platforms"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ayautomate.com/blog/best-open-source-ai-agent-frameworks",
   "title": "8 best open-source AI agent frameworks on GitHub in 2026",
   "project": "RAGFlow",
   "repository": null,
   "stars": "70000",
   "description": null,
   "license": null,
   "project_evidence": [
    "In this guide, we compare the eight best open-source AI agent frameworks trending on GitHub right now, covering architecture, pricing, ideal use cases, and an honest take on each framework's limitations.",
    "| Tool name | Key strength | Pricing | Platforms |",
    "| RAGFlow | Deep-document RAG engine with agentic retrieval and grounded citations | Free, open-source; Enterprise pricing on request | Self-hosted, Docker, API |",
    "RAGFlow, best for enterprise document-heavy knowledge bases",
    "Actively maintained: 70,000+ stars and frequent releases with new model integrations"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "In this guide, we compare the eight best open-source AI agent frameworks trending on GitHub right now, covering architecture, pricing, ideal use cases, and an honest take on each framework's limitations.",
    "RAGFlow, best for enterprise document-heavy knowledge bases",
    "Actively maintained: 70,000+ stars and frequent releases with new model integrations"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ayautomate.com/blog/best-open-source-ai-agent-frameworks",
   "title": "8 best open-source AI agent frameworks on GitHub in 2026",
   "project": "Langflow",
   "repository": null,
   "stars": "146000",
   "description": null,
   "license": null,
   "project_evidence": [
    "In this guide, we compare the eight best open-source AI agent frameworks trending on GitHub right now, covering architecture, pricing, ideal use cases, and an honest take on each framework's limitations.",
    "| Tool name | Key strength | Pricing | Platforms |",
    "| Langflow | Visual drag-and-drop agent builder compiled to LangChain Python | Free, open-source; DataStax Cloud from $0.15/credit | Web, Self-hosted, API |",
    "Langflow, best for no-code agent prototyping",
    "146,000+ GitHub stars reflect a large, active community with plentiful component contributions"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "In this guide, we compare the eight best open-source AI agent frameworks trending on GitHub right now, covering architecture, pricing, ideal use cases, and an honest take on each framework's limitations.",
    "Langflow, best for no-code agent prototyping",
    "146,000+ GitHub stars reflect a large, active community with plentiful component contributions"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/jalliance/github-trending-2026-08-23",
   "title": "GitHub - jalliance/github-trending-2026-08-23: Detailed report of GitHub trending repositories as of 2026-08-23: table, explanations of what they do and good for, with links. Persistent for later review/testing.",
   "project": "openai/codex",
   "repository": "https://github.com/openai/codex",
   "stars": "114500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Trending Repositories \u2014 2026-08-23 (Daily)",
    "## Quick Table (Top 12)",
    "| 1 | [openai/codex](https://github.com/openai/codex) | Rust | 114.5k / +1.5k | Lightweight coding agent that runs in your terminal |"
   ],
   "repository_evidence": [
    "# GitHub Trending Repositories \u2014 2026-08-23 (Daily)",
    "## Quick Table (Top 12)",
    "| 1 | [openai/codex](https://github.com/openai/codex) | Rust | 114.5k / +1.5k | Lightweight coding agent that runs in your terminal |"
   ],
   "stars_evidence": [
    "# GitHub Trending Repositories \u2014 2026-08-23 (Daily)",
    "## Quick Table (Top 12)",
    "| 1 | [openai/codex](https://github.com/openai/codex) | Rust | 114.5k / +1.5k | Lightweight coding agent that runs in your terminal |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/jalliance/github-trending-2026-08-23",
   "title": "GitHub - jalliance/github-trending-2026-08-23: Detailed report of GitHub trending repositories as of 2026-08-23: table, explanations of what they do and good for, with links. Persistent for later review/testing.",
   "project": "mattpocock/skills",
   "repository": "https://github.com/mattpocock/skills",
   "stars": "233000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Trending Repositories \u2014 2026-08-23 (Daily)",
    "## Quick Table (Top 12)",
    "| 2 | [mattpocock/skills](https://github.com/mattpocock/skills) | Shell | 233k / +2.7k | Skills for Real Engineers. Straight from my .agents directory. |"
   ],
   "repository_evidence": [
    "# GitHub Trending Repositories \u2014 2026-08-23 (Daily)",
    "## Quick Table (Top 12)",
    "| 2 | [mattpocock/skills](https://github.com/mattpocock/skills) | Shell | 233k / +2.7k | Skills for Real Engineers. Straight from my .agents directory. |"
   ],
   "stars_evidence": [
    "# GitHub Trending Repositories \u2014 2026-08-23 (Daily)",
    "## Quick Table (Top 12)",
    "| 2 | [mattpocock/skills](https://github.com/mattpocock/skills) | Shell | 233k / +2.7k | Skills for Real Engineers. Straight from my .agents directory. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/jalliance/github-trending-2026-08-23",
   "title": "GitHub - jalliance/github-trending-2026-08-23: Detailed report of GitHub trending repositories as of 2026-08-23: table, explanations of what they do and good for, with links. Persistent for later review/testing.",
   "project": "affaan-m/ECC",
   "repository": "https://github.com/affaan-m/ECC",
   "stars": "242000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Trending Repositories \u2014 2026-08-23 (Daily)",
    "## Quick Table (Top 12)",
    "| 3 | [affaan-m/ECC](https://github.com/affaan-m/ECC) | JavaScript | 242k / +411 | The agent harness performance optimization system (skills, memory, security, research-first) for Claude Code, Codex, Cursor & beyond |"
   ],
   "repository_evidence": [
    "# GitHub Trending Repositories \u2014 2026-08-23 (Daily)",
    "## Quick Table (Top 12)",
    "| 3 | [affaan-m/ECC](https://github.com/affaan-m/ECC) | JavaScript | 242k / +411 | The agent harness performance optimization system (skills, memory, security, research-first) for Claude Code, Codex, Cursor & beyond |"
   ],
   "stars_evidence": [
    "# GitHub Trending Repositories \u2014 2026-08-23 (Daily)",
    "## Quick Table (Top 12)",
    "| 3 | [affaan-m/ECC](https://github.com/affaan-m/ECC) | JavaScript | 242k / +411 | The agent harness performance optimization system (skills, memory, security, research-first) for Claude Code, Codex, Cursor & beyond |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/jalliance/github-trending-2026-08-23",
   "title": "GitHub - jalliance/github-trending-2026-08-23: Detailed report of GitHub trending repositories as of 2026-08-23: table, explanations of what they do and good for, with links. Persistent for later review/testing.",
   "project": "obra/superpowers",
   "repository": "https://github.com/obra/superpowers",
   "stars": "276000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Trending Repositories \u2014 2026-08-23 (Daily)",
    "## Quick Table (Top 12)",
    "| 4 | [obra/superpowers](https://github.com/obra/superpowers) | Shell | 276k / +592 | An agentic skills framework & software development methodology that works |"
   ],
   "repository_evidence": [
    "# GitHub Trending Repositories \u2014 2026-08-23 (Daily)",
    "## Quick Table (Top 12)",
    "| 4 | [obra/superpowers](https://github.com/obra/superpowers) | Shell | 276k / +592 | An agentic skills framework & software development methodology that works |"
   ],
   "stars_evidence": [
    "# GitHub Trending Repositories \u2014 2026-08-23 (Daily)",
    "## Quick Table (Top 12)",
    "| 4 | [obra/superpowers](https://github.com/obra/superpowers) | Shell | 276k / +592 | An agentic skills framework & software development methodology that works |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/jalliance/github-trending-2026-08-23",
   "title": "GitHub - jalliance/github-trending-2026-08-23: Detailed report of GitHub trending repositories as of 2026-08-23: table, explanations of what they do and good for, with links. Persistent for later review/testing.",
   "project": "n8n-io/n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": "202000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Trending Repositories \u2014 2026-08-23 (Daily)",
    "## Quick Table (Top 12)",
    "| 7 | [n8n-io/n8n](https://github.com/n8n-io/n8n) | TypeScript | 202k / +149 | Fair-code workflow automation platform with native AI capabilities, visual + code, 400\u20131500+ integrations |"
   ],
   "repository_evidence": [
    "# GitHub Trending Repositories \u2014 2026-08-23 (Daily)",
    "## Quick Table (Top 12)",
    "| 7 | [n8n-io/n8n](https://github.com/n8n-io/n8n) | TypeScript | 202k / +149 | Fair-code workflow automation platform with native AI capabilities, visual + code, 400\u20131500+ integrations |"
   ],
   "stars_evidence": [
    "# GitHub Trending Repositories \u2014 2026-08-23 (Daily)",
    "## Quick Table (Top 12)",
    "| 7 | [n8n-io/n8n](https://github.com/n8n-io/n8n) | TypeScript | 202k / +149 | Fair-code workflow automation platform with native AI capabilities, visual + code, 400\u20131500+ integrations |"
   ],
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://github.com/jalliance/github-trending-2026-08-23",
   "title": "GitHub - jalliance/github-trending-2026-08-23: Detailed report of GitHub trending repositories as of 2026-08-23: table, explanations of what they do and good for, with links. Persistent for later review/testing.",
   "project": "anthropics/claude-code",
   "repository": "https://github.com/anthropics/claude-code",
   "stars": "143000",
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   "license": null,
   "project_evidence": [
    "# GitHub Trending Repositories \u2014 2026-08-23 (Daily)",
    "## Quick Table (Top 12)",
    "| 8 | [anthropics/claude-code](https://github.com/anthropics/claude-code) | Python | 143k / +127 | Agentic coding tool that lives in your terminal, understands your codebase, handles git & routine tasks via natural language |"
   ],
   "repository_evidence": [
    "# GitHub Trending Repositories \u2014 2026-08-23 (Daily)",
    "## Quick Table (Top 12)",
    "| 8 | [anthropics/claude-code](https://github.com/anthropics/claude-code) | Python | 143k / +127 | Agentic coding tool that lives in your terminal, understands your codebase, handles git & routine tasks via natural language |"
   ],
   "stars_evidence": [
    "# GitHub Trending Repositories \u2014 2026-08-23 (Daily)",
    "## Quick Table (Top 12)",
    "| 8 | [anthropics/claude-code](https://github.com/anthropics/claude-code) | Python | 143k / +127 | Agentic coding tool that lives in your terminal, understands your codebase, handles git & routine tasks via natural language |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hackernoon.com/an-unattended-ai-agent-patched-security-holes-in-repos-with-21-million-combined-stars",
   "title": "An Unattended AI Agent Patched Security Holes in Repos With 2.1 Million Combined Stars",
   "project": "Aeon",
   "repository": "https://github.com/aeonfun/aeon",
   "stars": null,
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   "project_evidence": [
    "An Unattended AI Agent Patched Security Holes in Repos With 2.1 Million Combined Stars",
    "I dug through the docs, run logs, and public disclosure records of Aeon, an open-source framework where the agent's entire runtime is a GitHub repo plus Actions, and found five production use cases that go far beyond \"summarize my inbox\": an end-to-end vulnerability disclosure pipeline, skills that rewrite themselves through scored experiments, self-replicating agent fleets with cost accounting, and on-chain contributor payroll."
   ],
   "repository_evidence": [
    "An Unattended AI Agent Patched Security Holes in Repos With 2.1 Million Combined Stars",
    "Most of the interesting evidence pointed at one place: [Aeon](https://github.com/aeonfun/aeon?ref=hackernoon.com), an MIT-licensed framework whose whole design bet is that a GitHub repo with Actions cron *is* the agent."
   ],
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
   "url": "https://hackernoon.com/an-unattended-ai-agent-patched-security-holes-in-repos-with-21-million-combined-stars",
   "title": "An Unattended AI Agent Patched Security Holes in Repos With 2.1 Million Combined Stars",
   "project": null,
   "repository": null,
   "stars": null,
   "description": "An open-source framework whose whole design bet is that a GitHub repo with Actions cron is the agent.",
   "license": "MIT",
   "project_evidence": null,
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": [
    "An Unattended AI Agent Patched Security Holes in Repos With 2.1 Million Combined Stars",
    "Most of the interesting evidence pointed at one place: [Aeon](https://github.com/aeonfun/aeon?ref=hackernoon.com), an MIT-licensed framework whose whole design bet is that a GitHub repo with Actions cron *is* the agent."
   ],
   "license_evidence": [
    "An Unattended AI Agent Patched Security Holes in Repos With 2.1 Million Combined Stars",
    "Most of the interesting evidence pointed at one place: [Aeon](https://github.com/aeonfun/aeon?ref=hackernoon.com), an MIT-licensed framework whose whole design bet is that a GitHub repo with Actions cron *is* the agent."
   ]
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "title": "AI Agent Framework GitHub Rankings May 2026",
   "project": "n8n",
   "repository": "n8n-io/n8n",
   "stars": "187791",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Who Is Winning the Agent Framework Race in May 2026",
    "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": [
    "## Who Is Winning the Agent Framework Race in May 2026",
    "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": [
    "## Who Is Winning the Agent Framework Race in May 2026",
    "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "title": "AI Agent Framework GitHub Rankings May 2026",
   "project": "AutoGPT",
   "repository": "Significant-Gravitas/AutoGPT",
   "stars": "184295",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Who Is Winning the Agent Framework Race in May 2026",
    "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": [
    "## Who Is Winning the Agent Framework Race in May 2026",
    "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": [
    "## Who Is Winning the Agent Framework Race in May 2026",
    "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "title": "AI Agent Framework GitHub Rankings May 2026",
   "project": "langchain",
   "repository": "langchain-ai/langchain",
   "stars": "136707",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Who Is Winning the Agent Framework Race in May 2026",
    "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": [
    "## Who Is Winning the Agent Framework Race in May 2026",
    "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": [
    "## Who Is Winning the Agent Framework Race in May 2026",
    "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
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    "## Who Is Winning the Agent Framework Race in May 2026",
    "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 |"
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   "stars_evidence": [
    "## Who Is Winning the Agent Framework Race in May 2026",
    "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 |"
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   "project_evidence": [
    "## Who Is Winning the Agent Framework Race in May 2026",
    "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 |"
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   "repository_evidence": [
    "## Who Is Winning the Agent Framework Race in May 2026",
    "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 |"
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   "stars_evidence": [
    "## Who Is Winning the Agent Framework Race in May 2026",
    "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 |"
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   "project_evidence": [
    "## Who Is Winning the Agent Framework Race in May 2026",
    "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 |"
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   "repository_evidence": [
    "## Who Is Winning the Agent Framework Race in May 2026",
    "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 |"
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   "stars_evidence": [
    "## Who Is Winning the Agent Framework Race in May 2026",
    "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 |"
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   "project_evidence": [
    "## Who Is Winning the Agent Framework Race in May 2026",
    "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 |"
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   "repository_evidence": [
    "## Who Is Winning the Agent Framework Race in May 2026",
    "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 |"
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   "stars_evidence": [
    "## Who Is Winning the Agent Framework Race in May 2026",
    "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 |"
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   "url": "https://aarushjain.medium.com/i-canceled-my-old-claude-workflow-10-github-repos-with-replaced-all-of-it-fa5acee309a2",
   "title": "I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
   "project": "obra/superpowers",
   "repository": "github.com/obra/superpowers",
   "stars": "273000",
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   "project_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 1. obra/superpowers \u2014 ~273K Stars"
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   "repository_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 1. obra/superpowers \u2014 ~273K Stars",
    "**Repository**: [github.com/obra/superpowers](https://github.com/obra/superpowers)"
   ],
   "stars_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 1. obra/superpowers \u2014 ~273K Stars"
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   "url": "https://aarushjain.medium.com/i-canceled-my-old-claude-workflow-10-github-repos-with-replaced-all-of-it-fa5acee309a2",
   "title": "I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
   "project": "mattpocock/skills",
   "repository": "github.com/mattpocock/skills",
   "stars": "220000",
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   "license": null,
   "project_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 2. mattpocock/skills \u2014 ~220K Stars"
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   "repository_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 2. mattpocock/skills \u2014 ~220K Stars",
    "**Repository**: [github.com/mattpocock/skills](https://github.com/mattpocock/skills)"
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   "stars_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 2. mattpocock/skills \u2014 ~220K Stars"
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   "title": "I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
   "project": "anthropics/skills",
   "repository": "github.com/anthropics/skills",
   "stars": "170000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 3. anthropics/skills \u2014 ~170K Stars"
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   "repository_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 3. anthropics/skills \u2014 ~170K Stars",
    "**Repository**: [github.com/anthropics/skills](https://github.com/anthropics/skills)"
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   "stars_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 3. anthropics/skills \u2014 ~170K Stars"
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   "url": "https://aarushjain.medium.com/i-canceled-my-old-claude-workflow-10-github-repos-with-replaced-all-of-it-fa5acee309a2",
   "title": "I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
   "project": "addyosmani/agent-skills",
   "repository": "github.com/addyosmani/agent-skills",
   "stars": "88000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 4. addyosmani/agent-skills \u2014 ~88K Stars"
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   "repository_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 4. addyosmani/agent-skills \u2014 ~88K Stars",
    "**Repository**: [github.com/addyosmani/agent-skills](https://github.com/addyosmani/agent-skills)"
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   "stars_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 4. addyosmani/agent-skills \u2014 ~88K Stars"
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   "title": "I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
   "project": "ComposioHQ/awesome-claude-skills",
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   "stars": "72000",
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   "project_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 5. ComposioHQ/awesome-claude-skills \u2014 ~72K Stars"
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   "repository_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 5. ComposioHQ/awesome-claude-skills \u2014 ~72K Stars",
    "**Repository:** [github.com/ComposioHQ/awesome-claude-skills](https://github.com/ComposioHQ/awesome-claude-skills)"
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   "stars_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 5. ComposioHQ/awesome-claude-skills \u2014 ~72K Stars"
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   "title": "I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
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   "stars": "45000",
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   "project_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 6. sickn33/agentic-awesome-skills \u2014 ~45K Stars"
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   "repository_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 6. sickn33/agentic-awesome-skills \u2014 ~45K Stars",
    "**Repository**: [github.com/sickn33/agentic-awesome-skills](https://github.com/sickn33/agentic-awesome-skills)"
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    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 6. sickn33/agentic-awesome-skills \u2014 ~45K Stars"
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   "title": "I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
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   "project_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 7. alirezarezvani/claude-skills \u2014 ~24.6K Stars"
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   "repository_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 7. alirezarezvani/claude-skills \u2014 ~24.6K Stars",
    "**Repository**: [github.com/alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills)"
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    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 7. alirezarezvani/claude-skills \u2014 ~24.6K Stars"
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   "title": "I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
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   "project_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 8. Graphify-Labs/graphify"
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    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 8. Graphify-Labs/graphify",
    "**Repository**: [github.com/Graphify-Labs/graphify](https://github.com/Graphify-Labs/graphify)"
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   "title": "I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
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   "project_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 9. trailofbits/skills"
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    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 9. trailofbits/skills",
    "**Repository**: [github.com/trailofbits/skills](https://github.com/trailofbits/skills)"
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   "title": "I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
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   "stars": null,
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   "project_evidence": [
    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 10. vercel-labs/skills"
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    "# I Canceled My Old Claude Workflow. 10 GitHub Repos With Replaced All of It",
    "## 10. vercel-labs/skills",
    "**Repository**: [github.com/vercel-labs/skills](https://github.com/trailofbits/skills)"
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   "url": "https://theagentsindex.com/guides/ai-agent-framework-comparison-2026",
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    "| Framework | Primary job | GitHub stars | License | Language | Paid layer |",
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    "| Framework | Primary job | GitHub stars | License | Language | Paid layer |",
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    "| Framework | Primary job | GitHub stars | License | Language | Paid layer |",
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    "| Framework | Primary job | GitHub stars | License | Language | Paid layer |",
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    "| Framework | Primary job | GitHub stars | License | Language | Paid layer |",
    "| [CrewAI](/crewai) | Fast, role-based multi-agent \"crews\" | 55,845 | MIT | Python | Enterprise (custom) |"
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   "project_evidence": [
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    "| [LlamaIndex](/llamaindex) | Retrieval-augmented generation / document Q&A | 50,962 | MIT | Python, TS | LlamaCloud (parsing) |"
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    "| Framework | Primary job | GitHub stars | License | Language | Paid layer |",
    "| [LlamaIndex](/llamaindex) | Retrieval-augmented generation / document Q&A | 50,962 | MIT | Python, TS | LlamaCloud (parsing) |"
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   "project_evidence": [
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    "| [OpenAI Agents SDK](/openai-agents-sdk) | Fastest path to a straightforward production agent | 28,041 | MIT | Python, JS/TS | None (self-hosted) |"
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    "| Framework | Primary job | GitHub stars | License | Language | Paid layer |",
    "| [OpenAI Agents SDK](/openai-agents-sdk) | Fastest path to a straightforward production agent | 28,041 | MIT | Python, JS/TS | None (self-hosted) |"
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   "project_evidence": [
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    "| Framework | Primary job | GitHub stars | License | Language | Paid layer |",
    "| [Pydantic AI](/pydantic-ai) | Type-safe, validated structured output | 18,675 | MIT | Python | Logfire (observability) |"
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    "| Framework | Primary job | GitHub stars | License | Language | Paid layer |",
    "| [Pydantic AI](/pydantic-ai) | Type-safe, validated structured output | 18,675 | MIT | Python | Logfire (observability) |"
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   "title": "Top AI Agent Repos 2026: Star Velocity vs Total Stars",
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   "project_evidence": [
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   ],
   "repository_evidence": [
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    "Top ai agent repos 2026: AutoGPT 183K stars, Python owns 54% of agent code, MIT covers 41% of licenses, 2025 saw 110 new repo births.",
    "By total stars, the classic ranking is unchanged: **Significant-Gravitas/AutoGPT** still leads with **183,848 stars**."
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    "Top ai agent repos 2026: AutoGPT 183K stars, Python owns 54% of agent code, MIT covers 41% of licenses, 2025 saw 110 new repo births.",
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   ],
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   "url": "https://moclaw.ai/blog/top-ai-agent-repos-2026",
   "title": "Top AI Agent Repos 2026: Star Velocity vs Total Stars",
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    "affaan-m/everything-claude-code leads on velocity at 1689.9 stars/day."
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   "repository_evidence": [
    "Top AI Agent Repos 2026: Star Velocity vs Total Stars",
    "affaan-m/everything-claude-code leads on velocity at 1689.9 stars/day."
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   "stars_evidence": [
    "Top AI Agent Repos 2026: Star Velocity vs Total Stars",
    "With 168,994 stars total."
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  {
   "url": "https://moclaw.ai/blog/top-ai-agent-repos-2026",
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    "The classic AI agent ranking by total stars has not moved much: **Significant-Gravitas/AutoGPT** (183,848 stars), **affaan-m/ everything-claude-code** (168,994), **langgenius/Dify** (139,482), and **langchain-ai/langchain** (135,226) sit on the podium."
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    "The classic AI agent ranking by total stars has not moved much: **Significant-Gravitas/AutoGPT** (183,848 stars), **affaan-m/ everything-claude-code** (168,994), **langgenius/Dify** (139,482), and **langchain-ai/langchain** (135,226) sit on the podium."
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   "stars_evidence": [
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    "The classic AI agent ranking by total stars has not moved much: **Significant-Gravitas/AutoGPT** (183,848 stars), **affaan-m/ everything-claude-code** (168,994), **langgenius/Dify** (139,482), and **langchain-ai/langchain** (135,226) sit on the podium."
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    "The classic AI agent ranking by total stars has not moved much: **Significant-Gravitas/AutoGPT** (183,848 stars), **affaan-m/ everything-claude-code** (168,994), **langgenius/Dify** (139,482), and **langchain-ai/langchain** (135,226) sit on the podium."
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    "The classic AI agent ranking by total stars has not moved much: **Significant-Gravitas/AutoGPT** (183,848 stars), **affaan-m/ everything-claude-code** (168,994), **langgenius/Dify** (139,482), and **langchain-ai/langchain** (135,226) sit on the podium."
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   "stars_evidence": [
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    "The classic AI agent ranking by total stars has not moved much: **Significant-Gravitas/AutoGPT** (183,848 stars), **affaan-m/ everything-claude-code** (168,994), **langgenius/Dify** (139,482), and **langchain-ai/langchain** (135,226) sit on the podium."
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  {
   "url": "https://moclaw.ai/blog/top-ai-agent-repos-2026",
   "title": "Top AI Agent Repos 2026: Star Velocity vs Total Stars",
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    "**NousResearch/hermes-agent** runs at **437.61 stars/day**,"
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  {
   "url": "https://moclaw.ai/blog/top-ai-agent-repos-2026",
   "title": "Top AI Agent Repos 2026: Star Velocity vs Total Stars",
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   "project_evidence": [
    "Top AI Agent Repos 2026: Star Velocity vs Total Stars",
    "**code-yeongyu/oh-my-openagent** clocks **374.77 stars/day**."
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   "repository_evidence": [
    "Top AI Agent Repos 2026: Star Velocity vs Total Stars",
    "**code-yeongyu/oh-my-openagent** clocks **374.77 stars/day**."
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   "stars_evidence": null,
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  {
   "url": "https://firecrawl.dev/blog/best-open-source-agent-frameworks",
   "title": "The best open source frameworks for building AI agents in 2026",
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   "stars": "33900",
   "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."
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   "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."
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   "stars_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "### 1. LangGraph - \u2b50\ufe0f33.9k"
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  {
   "url": "https://firecrawl.dev/blog/best-open-source-agent-frameworks",
   "title": "The best open source frameworks for building AI agents in 2026",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "26900",
   "description": null,
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   "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."
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   "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."
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   "stars_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "### 2. OpenAI Agents SDK - \u2b50\ufe0f26.9k"
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   "description_evidence": null,
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  {
   "url": "https://firecrawl.dev/blog/best-open-source-agent-frameworks",
   "title": "The best open source frameworks for building AI agents in 2026",
   "project": "AutoGen",
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   "description": null,
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   "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."
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   "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."
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    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "### 3. AutoGen - \u2b50\ufe0f58.7k"
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  {
   "url": "https://firecrawl.dev/blog/best-open-source-agent-frameworks",
   "title": "The best open source frameworks for building AI agents in 2026",
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   "stars": "52800",
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   "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."
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   "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."
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    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "### 4. CrewAI - \u2b50\ufe0f52.8k"
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  {
   "url": "https://firecrawl.dev/blog/best-open-source-agent-frameworks",
   "title": "The best open source frameworks for building AI agents in 2026",
   "project": "Google Agent Development Kit (ADK)",
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   "stars": "20000",
   "description": null,
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    "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."
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    "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."
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   "stars_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "### 5. Google Agent Development Kit (ADK) - \u2b50\ufe0f20k"
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   "description_evidence": null,
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  {
   "url": "https://firecrawl.dev/blog/best-open-source-agent-frameworks",
   "title": "The best open source frameworks for building AI agents in 2026",
   "project": "Dify",
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   "stars": "144000",
   "description": null,
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   "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",
    "### 6. Dify - \u2b50\ufe0f144k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://firecrawl.dev/blog/best-open-source-agent-frameworks",
   "title": "The best open source frameworks for building AI agents in 2026",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "24800",
   "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",
    "### 7. Mastra - \u2b50\ufe0f24.8k"
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://firecrawl.dev/blog/best-open-source-agent-frameworks",
   "title": "The best open source frameworks for building AI agents in 2026",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "27700",
   "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."
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   "stars_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "### 8. Smolagents (Hugging Face) - \u2b50\ufe0f27.7k"
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  {
   "url": "https://firecrawl.dev/blog/best-open-source-agent-frameworks",
   "title": "The best open source frameworks for building AI agents in 2026",
   "project": "Semantic Kernel",
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   "stars": "28100",
   "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",
    "### 9. Semantic Kernel - \u2b50\ufe0f28.1k"
   ],
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://firecrawl.dev/blog/best-open-source-agent-frameworks",
   "title": "The best open source frameworks for building AI agents in 2026",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "25500",
   "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."
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    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "### 10. Haystack - \u2b50\ufe0f25.5k"
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  {
   "url": "https://dev.to/docdavkitty/ai-agent-frameworks-in-mid-2026-the-complete-landscape-langgraph-openai-sdk-crewai-autogen-1pi1",
   "title": "AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "33900",
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   "project_evidence": [
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    "| LangGraph | 33.9K | 34.5M | Python, JS/TS | Graph-based | Active 1.x |",
    "[LangGraph](https://github.com/langchain-ai/langgraph) is the most widely deployed agent framework in production."
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   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "[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 |",
    "[LangGraph](https://github.com/langchain-ai/langgraph) is the most widely deployed agent framework in production."
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   "url": "https://dev.to/docdavkitty/ai-agent-frameworks-in-mid-2026-the-complete-landscape-langgraph-openai-sdk-crewai-autogen-1pi1",
   "title": "AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "144000",
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   "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 |",
    "[Dify](https://github.com/langgenius/dify) is a low-code platform with 144K GitHub stars \u2014 the most starred project in the agent ecosystem."
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   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "[Dify](https://github.com/langgenius/dify) is a low-code platform with 144K GitHub stars \u2014 the most starred project in the agent ecosystem."
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   "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 |",
    "[Dify](https://github.com/langgenius/dify) is a low-code platform with 144K GitHub stars \u2014 the most starred project in the agent ecosystem."
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   "title": "AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
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   "stars": "58700",
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   "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 |",
    "[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",
    "[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 |",
    "[AutoGen](https://github.com/microsoft/autogen), developed by Microsoft Research, popularized the idea of agents collaborating through structured conversation."
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  {
   "url": "https://dev.to/docdavkitty/ai-agent-frameworks-in-mid-2026-the-complete-landscape-langgraph-openai-sdk-crewai-autogen-1pi1",
   "title": "AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "52800",
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   "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 |",
    "[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",
    "[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 |",
    "[CrewAI](https://github.com/crewAIInc/crewAI) orchestrates role-playing AI agents for collaborative tasks."
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   "title": "AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
   "project": "OpenAI Agents SDK",
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   "stars": "26900",
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   "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 |",
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    "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."
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    "| Framework | Stars | Downloads/mo | Language | Paradigm | Status |",
    "| OpenAI Agents SDK | 26.9K | 10.3M | Python | Handoff-driven | Active 0.x |",
    "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."
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   "title": "AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
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   "stars": null,
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   "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 |",
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   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
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   "title": "AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
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   "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 |",
    "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."
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   "title": "AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
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   "stars": null,
   "description": null,
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    "| Mastra | N/A | N/A | TypeScript | Graph-based | Active 1.x |",
    "**[Mastra](https://github.com/mastra-ai/mastra)** is a TypeScript-first agent framework now on a stable 1.x line."
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   "repository_evidence": [
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   "stars": "19000",
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    "| Haystack | 19K+ | N/A | Python | Pipeline/RAG | Active |",
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   "stars": null,
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   "project_evidence": [
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    "| Framework | Stars | Downloads/mo | Language | Paradigm | Status |",
    "| Pydantic AI | N/A | N/A | Python | Type-safe | Active 2.x |",
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   "repository_evidence": null,
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   "repository_evidence": [
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   "stars": null,
   "description": null,
   "license": null,
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   "stars": null,
   "description": null,
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   "stars": "183111",
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   "stars": "16091",
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   "stars": "47976",
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   "stars": "56671",
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   "stars": "39153",
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   "stars": "33423",
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   "project_evidence": [
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   "repository_evidence": null,
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   "stars": "26425",
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   "project_evidence": [
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   "repository_evidence": null,
   "stars_evidence": [
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   "stars": "20558",
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   "stars": "18734",
   "description": null,
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   "repository": null,
   "stars": "3122",
   "description": null,
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   "stars": "27636",
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   "repository_evidence": null,
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   "stars": "21114",
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   "repository_evidence": null,
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   "stars": "24698",
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   "url": "https://tinyagents.dev/blog/ai-agent-framework-ranking-2026",
   "title": "Every AI Agent Framework Ranked by Real Data (April 2026)",
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   "stars": "182384",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
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   "repository_evidence": null,
   "stars_evidence": [
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   "description_evidence": null,
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   "stars": "22208",
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   "stars_evidence": [
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   "title": "7 Best AI Agent Orchestration Tools for 2026 | TestMu AI (Formerly LambdaTest)",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "55961",
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    "| Tool | GitHub stars | Model | Failure handling | License |",
    "| **CrewAI** | 55,961 | Role-based crews and flows | State persistence, resume or fork | MIT |",
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    "# 7 Best AI Agent Orchestration Tools for 2026",
    "### 2. CrewAI",
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    "| **CrewAI** | 55,961 | Role-based crews and flows | State persistence, resume or fork | MIT |"
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   "project": "LangGraph",
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    "| Tool | GitHub stars | Model | Failure handling | License |",
    "| **LangGraph** | 37,853 | Graph and state machine | Checkpoint, resume from failure | MIT |",
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   "repository_evidence": [
    "# 7 Best AI Agent Orchestration Tools for 2026",
    "### 1. LangGraph",
    "[LangGraph](https://github.com/langchain-ai/langgraph) describes itself as a low-level orchestration framework for building stateful agents, and low-level is the point."
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   "stars_evidence": [
    "## Quick AI Agent Orchestration Comparison",
    "The seven tools at a glance, scored on the axis that decides production fit: how each one handles a failure mid-run. Star counts and last commit came from the GitHub API, the first six on 22 July 2026 and Google ADK on 23 July 2026, and they move daily.",
    "| Tool | GitHub stars | Model | Failure handling | License |",
    "| **LangGraph** | 37,853 | Graph and state machine | Checkpoint, resume from failure | MIT |"
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   "project_evidence": [
    "# 7 Best AI Agent Orchestration Tools for 2026",
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    "| **OpenAI Agents SDK** | 28,083 | Handoffs and guardrails | Raises exceptions, you recover | MIT |"
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   "repository_evidence": null,
   "stars_evidence": [
    "## Quick AI Agent Orchestration Comparison",
    "The seven tools at a glance, scored on the axis that decides production fit: how each one handles a failure mid-run. Star counts and last commit came from the GitHub API, the first six on 22 July 2026 and Google ADK on 23 July 2026, and they move daily.",
    "| Tool | GitHub stars | Model | Failure handling | License |",
    "| **OpenAI Agents SDK** | 28,083 | Handoffs and guardrails | Raises exceptions, you recover | MIT |"
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   "description_evidence": null,
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   "title": "7 Best AI Agent Orchestration Tools for 2026 | TestMu AI (Formerly LambdaTest)",
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    "| Tool | GitHub stars | Model | Failure handling | License |",
    "| **Temporal** | 21,791 | Durable-execution engine | Crash-proof, automatic retries | MIT |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Quick AI Agent Orchestration Comparison",
    "The seven tools at a glance, scored on the axis that decides production fit: how each one handles a failure mid-run. Star counts and last commit came from the GitHub API, the first six on 22 July 2026 and Google ADK on 23 July 2026, and they move daily.",
    "| Tool | GitHub stars | Model | Failure handling | License |",
    "| **Temporal** | 21,791 | Durable-execution engine | Crash-proof, automatic retries | MIT |"
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   "title": "7 Best AI Agent Orchestration Tools for 2026 | TestMu AI (Formerly LambdaTest)",
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    "# 7 Best AI Agent Orchestration Tools for 2026",
    "Star counts and last commit came from the GitHub API, the first six on 22 July 2026 and Google ADK on 23 July 2026, and they move daily.",
    "| Tool | GitHub stars | Model | Failure handling | License |",
    "| **Google ADK** | 20,848 | Graph workflow runtime, task delegation | Loop retries, session persistence | Apache 2.0 |"
   ],
   "repository_evidence": [
    "# 7 Best AI Agent Orchestration Tools for 2026",
    "### 6. Google ADK",
    "[Google ADK](https://github.com/google/adk-python), the Agent Development Kit, is Google's code-first Python framework for building and orchestrating agents."
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   "stars_evidence": [
    "## Quick AI Agent Orchestration Comparison",
    "Star counts and last commit came from the GitHub API, the first six on 22 July 2026 and Google ADK on 23 July 2026, and they move daily.",
    "| Tool | GitHub stars | Model | Failure handling | License |",
    "| **Google ADK** | 20,848 | Graph workflow runtime, task delegation | Loop retries, session persistence | Apache 2.0 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://testmuai.com/blog/ai-agent-orchestration-tools",
   "title": "7 Best AI Agent Orchestration Tools for 2026 | TestMu AI (Formerly LambdaTest)",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": "12308",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 7 Best AI Agent Orchestration Tools for 2026",
    "| Tool | GitHub stars | Model | Failure handling | License |",
    "| **Microsoft Agent Framework** | 12,308 | Agents plus graph workflows | Workflow checkpointing | MIT |"
   ],
   "repository_evidence": [
    "# 7 Best AI Agent Orchestration Tools for 2026",
    "### 3. Microsoft Agent Framework",
    "[Microsoft Agent Framework](https://github.com/microsoft/agent-framework) is the consolidation play."
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   "stars_evidence": [
    "## Quick AI Agent Orchestration Comparison",
    "The seven tools at a glance, scored on the axis that decides production fit: how each one handles a failure mid-run. Star counts and last commit came from the GitHub API, the first six on 22 July 2026 and Google ADK on 23 July 2026, and they move daily.",
    "| Tool | GitHub stars | Model | Failure handling | License |",
    "| **Microsoft Agent Framework** | 12,308 | Agents plus graph workflows | Workflow checkpointing | MIT |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://testmuai.com/blog/ai-agent-orchestration-tools",
   "title": "7 Best AI Agent Orchestration Tools for 2026 | TestMu AI (Formerly LambdaTest)",
   "project": "AG2 (AutoGen)",
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   "stars": "4786",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 7 Best AI Agent Orchestration Tools for 2026",
    "| Tool | GitHub stars | Model | Failure handling | License |",
    "| **AG2 (AutoGen)** | 4,786 | Conversational multi-agent | Terminate on failure | Apache 2.0 |"
   ],
   "repository_evidence": [
    "# 7 Best AI Agent Orchestration Tools for 2026",
    "### 5. AutoGen and AG2",
    "[AutoGen](https://github.com/ag2ai/ag2) pioneered conversational multi-agent orchestration, coordinating agents through structured conversation such as two-agent chats and group chats."
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   "stars_evidence": [
    "## Quick AI Agent Orchestration Comparison",
    "The seven tools at a glance, scored on the axis that decides production fit: how each one handles a failure mid-run. Star counts and last commit came from the GitHub API, the first six on 22 July 2026 and Google ADK on 23 July 2026, and they move daily.",
    "| Tool | GitHub stars | Model | Failure handling | License |",
    "| **AG2 (AutoGen)** | 4,786 | Conversational multi-agent | Terminate on failure | Apache 2.0 |"
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   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://rapidclaw.app/blog/github-fastest-growing-ai-agent-repos-2026",
   "title": "GitHub's Fastest-Growing AI Repos This Week Are All Agent Frameworks",
   "project": "OpenClaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": "210000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**OpenClaw**](https://github.com/openclaw/openclaw) | 210,000+ | Personal AI agent | Open-source AI assistant for Telegram, WhatsApp, Slack, Discord. Fastest-growing GitHub repo in history. |"
   ],
   "repository_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**OpenClaw**](https://github.com/openclaw/openclaw) | 210,000+ | Personal AI agent | Open-source AI assistant for Telegram, WhatsApp, Slack, Discord. Fastest-growing GitHub repo in history. |"
   ],
   "stars_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**OpenClaw**](https://github.com/openclaw/openclaw) | 210,000+ | Personal AI agent | Open-source AI assistant for Telegram, WhatsApp, Slack, Discord. Fastest-growing GitHub repo in history. |"
   ],
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://rapidclaw.app/blog/github-fastest-growing-ai-agent-repos-2026",
   "title": "GitHub's Fastest-Growing AI Repos This Week Are All Agent Frameworks",
   "project": "Ollama",
   "repository": "https://github.com/ollama/ollama",
   "stars": "162000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**Ollama**](https://github.com/ollama/ollama) | 162,000+ | Local LLM runtime | Run LLMs on your own hardware. Supports Llama, Mistral, Gemma, DeepSeek. |"
   ],
   "repository_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**Ollama**](https://github.com/ollama/ollama) | 162,000+ | Local LLM runtime | Run LLMs on your own hardware. Supports Llama, Mistral, Gemma, DeepSeek. |"
   ],
   "stars_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**Ollama**](https://github.com/ollama/ollama) | 162,000+ | Local LLM runtime | Run LLMs on your own hardware. Supports Llama, Mistral, Gemma, DeepSeek. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rapidclaw.app/blog/github-fastest-growing-ai-agent-repos-2026",
   "title": "GitHub's Fastest-Growing AI Repos This Week Are All Agent Frameworks",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": "150000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**n8n**](https://github.com/n8n-io/n8n) | 150,000+ | Workflow automation | Drag-and-drop agent pipelines. Becoming the de facto action layer for AI agents. |"
   ],
   "repository_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**n8n**](https://github.com/n8n-io/n8n) | 150,000+ | Workflow automation | Drag-and-drop agent pipelines. Becoming the de facto action layer for AI agents. |"
   ],
   "stars_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**n8n**](https://github.com/n8n-io/n8n) | 150,000+ | Workflow automation | Drag-and-drop agent pipelines. Becoming the de facto action layer for AI agents. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rapidclaw.app/blog/github-fastest-growing-ai-agent-repos-2026",
   "title": "GitHub's Fastest-Growing AI Repos This Week Are All Agent Frameworks",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "130000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**Dify**](https://github.com/langgenius/dify) | 130,000+ | LLM app platform | AI workflows, RAG, agent capabilities, model management in one product. |"
   ],
   "repository_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**Dify**](https://github.com/langgenius/dify) | 130,000+ | LLM app platform | AI workflows, RAG, agent capabilities, model management in one product. |"
   ],
   "stars_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**Dify**](https://github.com/langgenius/dify) | 130,000+ | LLM app platform | AI workflows, RAG, agent capabilities, model management in one product. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rapidclaw.app/blog/github-fastest-growing-ai-agent-repos-2026",
   "title": "GitHub's Fastest-Growing AI Repos This Week Are All Agent Frameworks",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "126000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**LangChain**](https://github.com/langchain-ai/langchain) | 126,000+ | Agent framework | Foundational Python library. Most agent builders interact with it. |"
   ],
   "repository_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**LangChain**](https://github.com/langchain-ai/langchain) | 126,000+ | Agent framework | Foundational Python library. Most agent builders interact with it. |"
   ],
   "stars_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**LangChain**](https://github.com/langchain-ai/langchain) | 126,000+ | Agent framework | Foundational Python library. Most agent builders interact with it. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rapidclaw.app/blog/github-fastest-growing-ai-agent-repos-2026",
   "title": "GitHub's Fastest-Growing AI Repos This Week Are All Agent Frameworks",
   "project": "Gemini CLI",
   "repository": "https://github.com/google-gemini/gemini-cli",
   "stars": "99000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**Gemini CLI**](https://github.com/google-gemini/gemini-cli) | 99,000+ | CLI agent | Google's open-source AI agent for the terminal. Brings Gemini to command line. |"
   ],
   "repository_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**Gemini CLI**](https://github.com/google-gemini/gemini-cli) | 99,000+ | CLI agent | Google's open-source AI agent for the terminal. Brings Gemini to command line. |"
   ],
   "stars_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**Gemini CLI**](https://github.com/google-gemini/gemini-cli) | 99,000+ | CLI agent | Google's open-source AI agent for the terminal. Brings Gemini to command line. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rapidclaw.app/blog/github-fastest-growing-ai-agent-repos-2026",
   "title": "GitHub's Fastest-Growing AI Repos This Week Are All Agent Frameworks",
   "project": "Browser Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "84500",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**Browser Use**](https://github.com/browser-use/browser-use) | 84,500+ | Browser automation | Makes websites accessible for AI agents. Zero to 78K stars in months. |"
   ],
   "repository_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**Browser Use**](https://github.com/browser-use/browser-use) | 84,500+ | Browser automation | Makes websites accessible for AI agents. Zero to 78K stars in months. |"
   ],
   "stars_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**Browser Use**](https://github.com/browser-use/browser-use) | 84,500+ | Browser automation | Makes websites accessible for AI agents. Zero to 78K stars in months. |"
   ],
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://rapidclaw.app/blog/github-fastest-growing-ai-agent-repos-2026",
   "title": "GitHub's Fastest-Growing AI Repos This Week Are All Agent Frameworks",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "54000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**AutoGen**](https://github.com/microsoft/autogen) | 54,000+ | Multi-agent | Microsoft's conversation-driven multi-agent framework. |"
   ],
   "repository_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**AutoGen**](https://github.com/microsoft/autogen) | 54,000+ | Multi-agent | Microsoft's conversation-driven multi-agent framework. |"
   ],
   "stars_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**AutoGen**](https://github.com/microsoft/autogen) | 54,000+ | Multi-agent | Microsoft's conversation-driven multi-agent framework. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rapidclaw.app/blog/github-fastest-growing-ai-agent-repos-2026",
   "title": "GitHub's Fastest-Growing AI Repos This Week Are All Agent Frameworks",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "47000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**LlamaIndex**](https://github.com/run-llama/llama_index) | 47,000+ | Data framework | 160+ data connectors for RAG and agent pipelines. |"
   ],
   "repository_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**LlamaIndex**](https://github.com/run-llama/llama_index) | 47,000+ | Data framework | 160+ data connectors for RAG and agent pipelines. |"
   ],
   "stars_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**LlamaIndex**](https://github.com/run-llama/llama_index) | 47,000+ | Data framework | 160+ data connectors for RAG and agent pipelines. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rapidclaw.app/blog/github-fastest-growing-ai-agent-repos-2026",
   "title": "GitHub's Fastest-Growing AI Repos This Week Are All Agent Frameworks",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "44600",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**CrewAI**](https://github.com/crewAIInc/crewAI) | 44,600+ | Role-based agents | Largest ecosystem of any AI agent framework. Rapid prototyping. |"
   ],
   "repository_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**CrewAI**](https://github.com/crewAIInc/crewAI) | 44,600+ | Role-based agents | Largest ecosystem of any AI agent framework. Rapid prototyping. |"
   ],
   "stars_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**CrewAI**](https://github.com/crewAIInc/crewAI) | 44,600+ | Role-based agents | Largest ecosystem of any AI agent framework. Rapid prototyping. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rapidclaw.app/blog/github-fastest-growing-ai-agent-repos-2026",
   "title": "GitHub's Fastest-Growing AI Repos This Week Are All Agent Frameworks",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": "27000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**Semantic Kernel**](https://github.com/microsoft/semantic-kernel) | 27,000+ | Enterprise SDK | Microsoft's enterprise agent SDK. Optimal for .NET teams. |"
   ],
   "repository_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**Semantic Kernel**](https://github.com/microsoft/semantic-kernel) | 27,000+ | Enterprise SDK | Microsoft's enterprise agent SDK. Optimal for .NET teams. |"
   ],
   "stars_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**Semantic Kernel**](https://github.com/microsoft/semantic-kernel) | 27,000+ | Enterprise SDK | Microsoft's enterprise agent SDK. Optimal for .NET teams. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rapidclaw.app/blog/github-fastest-growing-ai-agent-repos-2026",
   "title": "GitHub's Fastest-Growing AI Repos This Week Are All Agent Frameworks",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "26000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**Agno**](https://github.com/agno-agi/agno) | 26,000+ | Agent runtime | High-performance multi-modal agent runtime. |"
   ],
   "repository_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**Agno**](https://github.com/agno-agi/agno) | 26,000+ | Agent runtime | High-performance multi-modal agent runtime. |"
   ],
   "stars_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**Agno**](https://github.com/agno-agi/agno) | 26,000+ | Agent runtime | High-performance multi-modal agent runtime. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rapidclaw.app/blog/github-fastest-growing-ai-agent-repos-2026",
   "title": "GitHub's Fastest-Growing AI Repos This Week Are All Agent Frameworks",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "25000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**Smolagents**](https://github.com/huggingface/smolagents) | 25,000+ | Code-first agents | HuggingFace's library where agents write Python, not JSON. |"
   ],
   "repository_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**Smolagents**](https://github.com/huggingface/smolagents) | 25,000+ | Code-first agents | HuggingFace's library where agents write Python, not JSON. |"
   ],
   "stars_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**Smolagents**](https://github.com/huggingface/smolagents) | 25,000+ | Code-first agents | HuggingFace's library where agents write Python, not JSON. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rapidclaw.app/blog/github-fastest-growing-ai-agent-repos-2026",
   "title": "GitHub's Fastest-Growing AI Repos This Week Are All Agent Frameworks",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "24000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**LangGraph**](https://github.com/langchain-ai/langgraph) | 24,000+ | Orchestration | Directed graphs for stateful, multi-agent workflows. Production-grade. |"
   ],
   "repository_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**LangGraph**](https://github.com/langchain-ai/langgraph) | 24,000+ | Orchestration | Directed graphs for stateful, multi-agent workflows. Production-grade. |"
   ],
   "stars_evidence": [
    "## Top AI agent repos by GitHub stars (March 2026)#",
    "| [**LangGraph**](https://github.com/langchain-ai/langgraph) | 24,000+ | Orchestration | Directed graphs for stateful, multi-agent workflows. Production-grade. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://recatools.com/guides/autogpt-vs-openhands-vs-metagpt-vs-crewai",
   "title": "AutoGPT vs OpenHands vs MetaGPT vs CrewAI: Open-Source AI Agent Frameworks (2026)",
   "project": "AutoGPT",
   "repository": null,
   "stars": "185600",
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGPT vs OpenHands vs MetaGPT vs CrewAI: Open-Source AI Agent Frameworks (2026)",
    "These are the four most-starred open-source AI agent frameworks in our [AI directory](/ai-directory/?sort=stars), and by mid-2026 they have almost nothing in common beyond the word \"agent\".",
    "[AutoGPT](/ai-directory/autogpt/) (\u2605185.6k \u244246.1k, RECATOOLS traction data, 21 Jul 2026) earned its stars as the 2023 autonomous-agent experiment everyone ran once."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AutoGPT vs OpenHands vs MetaGPT vs CrewAI: Open-Source AI Agent Frameworks (2026)",
    "AutoGPT's 185.6k stars are more than double second-placed OpenHands' 80.9k, yet most of those stars were earned by a CLI experiment its own README now calls unsupported.",
    "[AutoGPT](/ai-directory/autogpt/) (\u2605185.6k \u244246.1k, RECATOOLS traction data, 21 Jul 2026) earned its stars as the 2023 autonomous-agent experiment everyone ran once."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://recatools.com/guides/autogpt-vs-openhands-vs-metagpt-vs-crewai",
   "title": "AutoGPT vs OpenHands vs MetaGPT vs CrewAI: Open-Source AI Agent Frameworks (2026)",
   "project": "OpenHands",
   "repository": null,
   "stars": "80900",
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGPT vs OpenHands vs MetaGPT vs CrewAI: Open-Source AI Agent Frameworks (2026)",
    "These are the four most-starred open-source AI agent frameworks in our [AI directory](/ai-directory/?sort=stars), and by mid-2026 they have almost nothing in common beyond the word \"agent\".",
    "[OpenHands](/ai-directory/openhands/) (\u260580.9k \u244210.3k) began as OpenDevin, became All Hands AI's flagship, and has since renamed its whole GitHub org from All-Hands-AI to OpenHands."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AutoGPT vs OpenHands vs MetaGPT vs CrewAI: Open-Source AI Agent Frameworks (2026)",
    "AutoGPT's 185.6k stars are more than double second-placed OpenHands' 80.9k, yet most of those stars were earned by a CLI experiment its own README now calls unsupported.",
    "[OpenHands](/ai-directory/openhands/) (\u260580.9k \u244210.3k) began as OpenDevin, became All Hands AI's flagship, and has since renamed its whole GitHub org from All-Hands-AI to OpenHands."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://recatools.com/guides/autogpt-vs-openhands-vs-metagpt-vs-crewai",
   "title": "AutoGPT vs OpenHands vs MetaGPT vs CrewAI: Open-Source AI Agent Frameworks (2026)",
   "project": "MetaGPT",
   "repository": null,
   "stars": "69400",
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGPT vs OpenHands vs MetaGPT vs CrewAI: Open-Source AI Agent Frameworks (2026)",
    "These are the four most-starred open-source AI agent frameworks in our [AI directory](/ai-directory/?sort=stars), and by mid-2026 they have almost nothing in common beyond the word \"agent\".",
    "[MetaGPT](/ai-directory/metagpt/) (\u260569.4k \u24428.8k) is the \"AI software company\" framework: give it a one-line requirement and its simulated product managers, architects, and engineers produce user stories, designs, APIs, and code, following the philosophy `Code = SOP(Team)`."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AutoGPT vs OpenHands vs MetaGPT vs CrewAI: Open-Source AI Agent Frameworks (2026)",
    "[MetaGPT](/ai-directory/metagpt/) (\u260569.4k \u24428.8k) is the \"AI software company\" framework: give it a one-line requirement and its simulated product managers, architects, and engineers produce user stories, designs, APIs, and code, following the philosophy `Code = SOP(Team)`."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://recatools.com/guides/autogpt-vs-openhands-vs-metagpt-vs-crewai",
   "title": "AutoGPT vs OpenHands vs MetaGPT vs CrewAI: Open-Source AI Agent Frameworks (2026)",
   "project": "CrewAI",
   "repository": null,
   "stars": "55600",
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGPT vs OpenHands vs MetaGPT vs CrewAI: Open-Source AI Agent Frameworks (2026)",
    "These are the four most-starred open-source AI agent frameworks in our [AI directory](/ai-directory/?sort=stars), and by mid-2026 they have almost nothing in common beyond the word \"agent\".",
    "[CrewAI](/ai-directory/crewai/) (\u260555.6k \u24427.8k) is an open-source Python framework for \"production-ready multi-agent workflows\" built on two primitives: **Crews** \u2014 role-based teams of autonomous agents that collaborate \u2014 and **Flows** \u2014 event-driven workflows for precise, deterministic control."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AutoGPT vs OpenHands vs MetaGPT vs CrewAI: Open-Source AI Agent Frameworks (2026)",
    "[CrewAI](/ai-directory/crewai/) (\u260555.6k \u24427.8k) is an open-source Python framework for \"production-ready multi-agent workflows\" built on two primitives: **Crews** \u2014 role-based teams of autonomous agents that collaborate \u2014 and **Flows** \u2014 event-driven workflows for precise, deterministic control."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/oss-agent-frameworks-2026",
   "title": "Comparing Open-Source AI Agent Frameworks in 2026",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "31000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research",
    "# 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": [
    "Research",
    "### LangGraph. Best for stateful multi-agent workflows",
    "**License:** MIT at [github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph)."
   ],
   "stars_evidence": [
    "Research",
    "# 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/oss-agent-frameworks-2026",
   "title": "Comparing Open-Source AI Agent Frameworks in 2026",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "51000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research",
    "# 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": [
    "Research",
    "### CrewAI. Best for role-based agent teams",
    "**License:** MIT at [github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)."
   ],
   "stars_evidence": [
    "Research",
    "# 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/oss-agent-frameworks-2026",
   "title": "Comparing Open-Source AI Agent Frameworks in 2026",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "58000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research",
    "# 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": [
    "Research",
    "### 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": [
    "Research",
    "# 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/oss-agent-frameworks-2026",
   "title": "Comparing Open-Source AI Agent Frameworks in 2026",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "27000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research",
    "# 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": [
    "Research",
    "### smolagents. Best for minimal-code agent prototyping",
    "**License:** Apache 2.0 at [github.com/huggingface/smolagents](https://github.com/huggingface/smolagents)."
   ],
   "stars_evidence": [
    "Research",
    "# 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/oss-agent-frameworks-2026",
   "title": "Comparing Open-Source AI Agent Frameworks in 2026",
   "project": "AGNO",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "40000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research",
    "# 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": [
    "Research",
    "### AGNO. Best for lightweight production agents",
    "**License:** Apache 2.0 at [github.com/agno-agi/agno](https://github.com/agno-agi/agno)."
   ],
   "stars_evidence": [
    "Research",
    "# 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/oss-agent-frameworks-2026",
   "title": "Comparing Open-Source AI Agent Frameworks in 2026",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "22000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research",
    "# 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": [
    "Research",
    "### 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": [
    "Research",
    "# 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/oss-agent-frameworks-2026",
   "title": "Comparing Open-Source AI Agent Frameworks in 2026",
   "project": "LlamaIndex Agent",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "49000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research",
    "# 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": [
    "Research",
    "### 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": [
    "Research",
    "# 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/sifted-network/sifted-awesome-ai-agents",
   "title": "GitHub - sifted-network/sifted-awesome-ai-agents: \ud83d\udd25 Auto-updated A curated list of the most starred AI agent-related repositories on GitHub.",
   "project": "crewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "57611",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Sifted Awesome AI Agents",
    "### Agent Framework",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 6 | [crewAI](https://github.com/crewAIInc/crewAI) | 57,611 | 8,247 | Python | 100 | Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. | 2026-08-26 |"
   ],
   "repository_evidence": [
    "# Sifted Awesome AI Agents",
    "### Agent Framework",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 6 | [crewAI](https://github.com/crewAIInc/crewAI) | 57,611 | 8,247 | Python | 100 | Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. | 2026-08-26 |"
   ],
   "stars_evidence": [
    "# Sifted Awesome AI Agents",
    "### Agent Framework",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 6 | [crewAI](https://github.com/crewAIInc/crewAI) | 57,611 | 8,247 | Python | 100 | Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. | 2026-08-26 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://findarepo.com/categories/ai-agents",
   "title": "30 Best AI Agent GitHub Repos (July 2026) \u2014 Frameworks & Tools, Ranked Daily | findarepo",
   "project": "OmniRoute",
   "repository": "https://github.com/diegosouzapw/OmniRoute",
   "stars": "35000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 30 Best AI Agents GitHub Repos (July 2026)",
    "Agent frameworks are where LLMs stop being chatbots and start doing work: planning steps, calling tools, checking their own output, and looping until a task is done.",
    "## What are the best AI Agents repos on GitHub right now?",
    "1. [**diegosouzapw/OmniRoute**](/repo/diegosouzapw/OmniRoute/) \u2014 Never stop coding. Free MIT AI gateway: one endpoint, 290+ providers (90+ free), 500+\u2026 \u2605 35k (+8.4k stars in 7 days)"
   ],
   "repository_evidence": [
    "# 30 Best AI Agents GitHub Repos (July 2026)",
    "Agent frameworks are where LLMs stop being chatbots and start doing work: planning steps, calling tools, checking their own output, and looping until a task is done.",
    "## What are the best AI Agents repos on GitHub right now?",
    "1. [**diegosouzapw/OmniRoute**](/repo/diegosouzapw/OmniRoute/) \u2014 Never stop coding. Free MIT AI gateway: one endpoint, 290+ providers (90+ free), 500+\u2026 \u2605 35k (+8.4k stars in 7 days)"
   ],
   "stars_evidence": [
    "# 30 Best AI Agents GitHub Repos (July 2026)",
    "Agent frameworks are where LLMs stop being chatbots and start doing work: planning steps, calling tools, checking their own output, and looping until a task is done.",
    "## What are the best AI Agents repos on GitHub right now?",
    "1. [**diegosouzapw/OmniRoute**](/repo/diegosouzapw/OmniRoute/) \u2014 Never stop coding. Free MIT AI gateway: one endpoint, 290+ providers (90+ free), 500+\u2026 \u2605 35k (+8.4k stars in 7 days)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://findarepo.com/categories/ai-agents",
   "title": "30 Best AI Agent GitHub Repos (July 2026) \u2014 Frameworks & Tools, Ranked Daily | findarepo",
   "project": "orca",
   "repository": "https://github.com/stablyai/orca",
   "stars": "33000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 30 Best AI Agents GitHub Repos (July 2026)",
    "Agent frameworks are where LLMs stop being chatbots and start doing work: planning steps, calling tools, checking their own output, and looping until a task is done.",
    "## What are the best AI Agents repos on GitHub right now?",
    "2. [**stablyai/orca**](/repo/stablyai/orca/) \u2014 Orca is the ADE for working with a fleet of parallel agents. Run any coding agent with\u2026 \u2605 33k (+6.5k stars in 7 days)"
   ],
   "repository_evidence": [
    "# 30 Best AI Agents GitHub Repos (July 2026)",
    "Agent frameworks are where LLMs stop being chatbots and start doing work: planning steps, calling tools, checking their own output, and looping until a task is done.",
    "## What are the best AI Agents repos on GitHub right now?",
    "2. [**stablyai/orca**](/repo/stablyai/orca/) \u2014 Orca is the ADE for working with a fleet of parallel agents. Run any coding agent with\u2026 \u2605 33k (+6.5k stars in 7 days)"
   ],
   "stars_evidence": [
    "# 30 Best AI Agents GitHub Repos (July 2026)",
    "Agent frameworks are where LLMs stop being chatbots and start doing work: planning steps, calling tools, checking their own output, and looping until a task is done.",
    "## What are the best AI Agents repos on GitHub right now?",
    "2. [**stablyai/orca**](/repo/stablyai/orca/) \u2014 Orca is the ADE for working with a fleet of parallel agents. Run any coding agent with\u2026 \u2605 33k (+6.5k stars in 7 days)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://findarepo.com/categories/ai-agents",
   "title": "30 Best AI Agent GitHub Repos (July 2026) \u2014 Frameworks & Tools, Ranked Daily | findarepo",
   "project": "graphify",
   "repository": "https://github.com/Graphify-Labs/graphify",
   "stars": "99000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 30 Best AI Agents GitHub Repos (July 2026)",
    "Agent frameworks are where LLMs stop being chatbots and start doing work: planning steps, calling tools, checking their own output, and looping until a task is done.",
    "## What are the best AI Agents repos on GitHub right now?",
    "3. [**Graphify-Labs/graphify**](/repo/Graphify-Labs/graphify/) \u2014 Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable\u2026 \u2605 99k (+4.5k stars in 7 days)"
   ],
   "repository_evidence": [
    "# 30 Best AI Agents GitHub Repos (July 2026)",
    "Agent frameworks are where LLMs stop being chatbots and start doing work: planning steps, calling tools, checking their own output, and looping until a task is done.",
    "## What are the best AI Agents repos on GitHub right now?",
    "3. [**Graphify-Labs/graphify**](/repo/Graphify-Labs/graphify/) \u2014 Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable\u2026 \u2605 99k (+4.5k stars in 7 days)"
   ],
   "stars_evidence": [
    "# 30 Best AI Agents GitHub Repos (July 2026)",
    "Agent frameworks are where LLMs stop being chatbots and start doing work: planning steps, calling tools, checking their own output, and looping until a task is done.",
    "## What are the best AI Agents repos on GitHub right now?",
    "3. [**Graphify-Labs/graphify**](/repo/Graphify-Labs/graphify/) \u2014 Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable\u2026 \u2605 99k (+4.5k stars in 7 days)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://findarepo.com/categories/ai-agents",
   "title": "30 Best AI Agent GitHub Repos (July 2026) \u2014 Frameworks & Tools, Ranked Daily | findarepo",
   "project": "ai-job-search",
   "repository": "https://github.com/MadsLorentzen/ai-job-search",
   "stars": "29000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 30 Best AI Agents GitHub Repos (July 2026)",
    "Agent frameworks are where LLMs stop being chatbots and start doing work: planning steps, calling tools, checking their own output, and looping until a task is done.",
    "## What are the best AI Agents repos on GitHub right now?",
    "4. [**MadsLorentzen/ai-job-search**](/repo/MadsLorentzen/ai-job-search/) \u2014 The job search that runs on your machine. AI job application framework built on Claude\u2026 \u2605 29k (+3.1k stars in 7 days)"
   ],
   "repository_evidence": [
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    "## What are the best AI Agents repos on GitHub right now?",
    "4. [**MadsLorentzen/ai-job-search**](/repo/MadsLorentzen/ai-job-search/) \u2014 The job search that runs on your machine. AI job application framework built on Claude\u2026 \u2605 29k (+3.1k stars in 7 days)"
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    "## What are the best AI Agents repos on GitHub right now?",
    "4. [**MadsLorentzen/ai-job-search**](/repo/MadsLorentzen/ai-job-search/) \u2014 The job search that runs on your machine. AI job application framework built on Claude\u2026 \u2605 29k (+3.1k stars in 7 days)"
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    "## What are the best AI Agents repos on GitHub right now?",
    "5. [**DietrichGebert/ponytail**](/repo/DietrichGebert/ponytail/) \u2014 Makes your AI agent think like the laziest senior dev in the room. The best code is the\u2026 \u2605 92k (+3.9k stars in 7 days)"
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    "## What are the best AI Agents repos on GitHub right now?",
    "5. [**DietrichGebert/ponytail**](/repo/DietrichGebert/ponytail/) \u2014 Makes your AI agent think like the laziest senior dev in the room. The best code is the\u2026 \u2605 92k (+3.9k stars in 7 days)"
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    "## What are the best AI Agents repos on GitHub right now?",
    "5. [**DietrichGebert/ponytail**](/repo/DietrichGebert/ponytail/) \u2014 Makes your AI agent think like the laziest senior dev in the room. The best code is the\u2026 \u2605 92k (+3.9k stars in 7 days)"
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    "| 6 | [affaan-m/**ECC**](/repo/affaan-m/ECC/)The agent harness performance optimization system. Skills, instincts, memory, security\u2026 | \u2605 236k | +3.6k | JavaScript |"
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    "| 6 | [affaan-m/**ECC**](/repo/affaan-m/ECC/)The agent harness performance optimization system. Skills, instincts, memory, security\u2026 | \u2605 236k | +3.6k | JavaScript |"
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    "| 6 | [affaan-m/**ECC**](/repo/affaan-m/ECC/)The agent harness performance optimization system. Skills, instincts, memory, security\u2026 | \u2605 236k | +3.6k | JavaScript |"
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    "| 7 | [firecrawl/**firecrawl**](/repo/firecrawl/firecrawl/)The API to search, scrape, and interact with the web at scale. \ud83d\udd25 | \u2605 158k | +3.3k | TypeScript |"
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    "| 7 | [firecrawl/**firecrawl**](/repo/firecrawl/firecrawl/)The API to search, scrape, and interact with the web at scale. \ud83d\udd25 | \u2605 158k | +3.3k | TypeScript |"
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    "| 7 | [firecrawl/**firecrawl**](/repo/firecrawl/firecrawl/)The API to search, scrape, and interact with the web at scale. \ud83d\udd25 | \u2605 158k | +3.3k | TypeScript |"
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    "| 8 | [NousResearch/**hermes-agent**](/repo/NousResearch/hermes-agent/)The agent that grows with you | \u2605 223k | +3.4k | Python |"
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    "| 8 | [NousResearch/**hermes-agent**](/repo/NousResearch/hermes-agent/)The agent that grows with you | \u2605 223k | +3.4k | Python |"
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    "| 8 | [NousResearch/**hermes-agent**](/repo/NousResearch/hermes-agent/)The agent that grows with you | \u2605 223k | +3.4k | Python |"
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    "| 9 | [rohitg00/**ai-engineering-from-scratch**](/repo/rohitg00/ai-engineering-from-scratch/)Learn it. Build it. Ship it for others. | \u2605 45k | +2.4k | Python |"
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    "| 10 | [HKUDS/**DeepTutor**](/repo/HKUDS/DeepTutor/)DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/. | \u2605 31k | +1.9k | Python |"
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    "| 10 | [HKUDS/**DeepTutor**](/repo/HKUDS/DeepTutor/)DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/. | \u2605 31k | +1.9k | Python |"
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    "| 10 | [HKUDS/**DeepTutor**](/repo/HKUDS/DeepTutor/)DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/. | \u2605 31k | +1.9k | Python |"
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    "| 11 | [ComposioHQ/**awesome-claude-skills**](/repo/ComposioHQ/awesome-claude-skills/)A curated list of awesome Claude Skills, resources, and tools for customizing Claude AI\u2026 | \u2605 71k | +2.3k | Python |"
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    "| 11 | [ComposioHQ/**awesome-claude-skills**](/repo/ComposioHQ/awesome-claude-skills/)A curated list of awesome Claude Skills, resources, and tools for customizing Claude AI\u2026 | \u2605 71k | +2.3k | Python |"
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    "| 11 | [ComposioHQ/**awesome-claude-skills**](/repo/ComposioHQ/awesome-claude-skills/)A curated list of awesome Claude Skills, resources, and tools for customizing Claude AI\u2026 | \u2605 71k | +2.3k | Python |"
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    "| 12 | [nexu-io/**open-design**](/repo/nexu-io/open-design/)\ud83c\udfa8 The open-source Claude Design alternative. \ud83d\udda5\ufe0f Local-first desktop app. \ud83d\uddbc\ufe0f Your\u2026 | \u2605 83k | +1.8k | TypeScript |"
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    "| 12 | [nexu-io/**open-design**](/repo/nexu-io/open-design/)\ud83c\udfa8 The open-source Claude Design alternative. \ud83d\udda5\ufe0f Local-first desktop app. \ud83d\uddbc\ufe0f Your\u2026 | \u2605 83k | +1.8k | TypeScript |"
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    "| 12 | [nexu-io/**open-design**](/repo/nexu-io/open-design/)\ud83c\udfa8 The open-source Claude Design alternative. \ud83d\udda5\ufe0f Local-first desktop app. \ud83d\uddbc\ufe0f Your\u2026 | \u2605 83k | +1.8k | TypeScript |"
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    "| 13 | [asgeirtj/**system_prompts_leaks**](/repo/asgeirtj/system_prompts_leaks/)Extracted system prompts from Anthropic - Claude Fable 5, Opus 5, Claude Design, Claude\u2026 | \u2605 61k | +1.6k | JavaScript |"
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    "| 14 | [KKKKhazix/**khazix-skills**](/repo/KKKKhazix/khazix-skills/)\u6570\u5b57\u751f\u547d\u5361\u5179\u514b\u5f00\u6e90\u7684 AI Skills \u5408\u96c6 | Agent Skills: leader\uff08\u5e2e\u4f60\u5b9a\u4e49\u76ee\u6807\uff09, neat-freak \u6d01\u7656, hv-analysis\u2026 | \u2605 19k | +990 | Python |"
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    "| 15 | [browser-use/**browser-use**](/repo/browser-use/browser-use/)\ud83c\udf10 Make websites accessible for AI agents. Automate tasks online with ease. | \u2605 107k | +1.0k | Python |"
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    "| 15 | [browser-use/**browser-use**](/repo/browser-use/browser-use/)\ud83c\udf10 Make websites accessible for AI agents. Automate tasks online with ease. | \u2605 107k | +1.0k | Python |"
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    "| 16 | [decolua/**9router**](/repo/decolua/9router/)Unlimited FREE AI coding. Connect Claude Code, Codex, Cursor, Cline, Copilot\u2026 | \u2605 24k | +884 | JavaScript |"
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    "| 16 | [decolua/**9router**](/repo/decolua/9router/)Unlimited FREE AI coding. Connect Claude Code, Codex, Cursor, Cline, Copilot\u2026 | \u2605 24k | +884 | JavaScript |"
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    "| 16 | [decolua/**9router**](/repo/decolua/9router/)Unlimited FREE AI coding. Connect Claude Code, Codex, Cursor, Cline, Copilot\u2026 | \u2605 24k | +884 | JavaScript |"
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    "| 17 | [ruvnet/**ruflo**](/repo/ruvnet/ruflo/)\ud83c\udf0a The leading agent meta-harness. Deploy intelligent multi-player swarms, coordinate\u2026 | \u2605 67k | +919 | TypeScript |"
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    "| 18 | [JCodesMore/**ai-website-cloner-template**](/repo/JCodesMore/ai-website-cloner-template/)Clone any website with one command using AI coding agents | \u2605 31k | +799 | TypeScript |"
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   "license": null,
   "project_evidence": [
    "# 30 Best AI Agents GitHub Repos (July 2026)",
    "Agent frameworks are where LLMs stop being chatbots and start doing work: planning steps, calling tools, checking their own output, and looping until a task is done.",
    "## Today's AI Agents ranking",
    "| # | Repository | Stars | Growth (7-day) | Language |",
    "| 29 | [VoltAgent/**awesome-agent-skills**](/repo/VoltAgent/awesome-agent-skills/)A curated collection of 1000+ agent skills from official dev teams and the community\u2026 | \u2605 29k | +503 | \u2014 |"
   ],
   "repository_evidence": [
    "# 30 Best AI Agents GitHub Repos (July 2026)",
    "Agent frameworks are where LLMs stop being chatbots and start doing work: planning steps, calling tools, checking their own output, and looping until a task is done.",
    "## Today's AI Agents ranking",
    "| # | Repository | Stars | Growth (7-day) | Language |",
    "| 29 | [VoltAgent/**awesome-agent-skills**](/repo/VoltAgent/awesome-agent-skills/)A curated collection of 1000+ agent skills from official dev teams and the community\u2026 | \u2605 29k | +503 | \u2014 |"
   ],
   "stars_evidence": [
    "# 30 Best AI Agents GitHub Repos (July 2026)",
    "Agent frameworks are where LLMs stop being chatbots and start doing work: planning steps, calling tools, checking their own output, and looping until a task is done.",
    "## Today's AI Agents ranking",
    "| # | Repository | Stars | Growth (7-day) | Language |",
    "| 29 | [VoltAgent/**awesome-agent-skills**](/repo/VoltAgent/awesome-agent-skills/)A curated collection of 1000+ agent skills from official dev teams and the community\u2026 | \u2605 29k | +503 | \u2014 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://findarepo.com/categories/ai-agents",
   "title": "30 Best AI Agent GitHub Repos (July 2026) \u2014 Frameworks & Tools, Ranked Daily | findarepo",
   "project": "FinceptTerminal",
   "repository": "https://github.com/Fincept-Corporation/FinceptTerminal",
   "stars": "29000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 30 Best AI Agents GitHub Repos (July 2026)",
    "Agent frameworks are where LLMs stop being chatbots and start doing work: planning steps, calling tools, checking their own output, and looping until a task is done.",
    "## Today's AI Agents ranking",
    "| # | Repository | Stars | Growth (7-day) | Language |",
    "| 30 | [Fincept-Corporation/**FinceptTerminal**](/repo/Fincept-Corporation/FinceptTerminal/)FinceptTerminal is a modern finance application offering advanced market analytics\u2026 | \u2605 29k | +472 | C++ |"
   ],
   "repository_evidence": [
    "# 30 Best AI Agents GitHub Repos (July 2026)",
    "Agent frameworks are where LLMs stop being chatbots and start doing work: planning steps, calling tools, checking their own output, and looping until a task is done.",
    "## Today's AI Agents ranking",
    "| # | Repository | Stars | Growth (7-day) | Language |",
    "| 30 | [Fincept-Corporation/**FinceptTerminal**](/repo/Fincept-Corporation/FinceptTerminal/)FinceptTerminal is a modern finance application offering advanced market analytics\u2026 | \u2605 29k | +472 | C++ |"
   ],
   "stars_evidence": [
    "# 30 Best AI Agents GitHub Repos (July 2026)",
    "Agent frameworks are where LLMs stop being chatbots and start doing work: planning steps, calling tools, checking their own output, and looping until a task is done.",
    "## Today's AI Agents ranking",
    "| # | Repository | Stars | Growth (7-day) | Language |",
    "| 30 | [Fincept-Corporation/**FinceptTerminal**](/repo/Fincept-Corporation/FinceptTerminal/)FinceptTerminal is a modern finance application offering advanced market analytics\u2026 | \u2605 29k | +472 | C++ |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://findarepo.com/categories/ai-agents",
   "title": "30 Best AI Agent GitHub Repos (July 2026) \u2014 Frameworks & Tools, Ranked Daily | findarepo",
   "project": "OmniRoute",
   "repository": "https://github.com/diegosouzapw/OmniRoute",
   "stars": "35000",
   "description": "Never stop coding. Free MIT AI gateway: one endpoint, 290+ providers (90+ free), 500+ models \u2014 Kimi, Claude, GPT, OpenAI, Gemini, GLM\u2026",
   "license": "MIT",
   "project_evidence": [
    "## Rising fastest",
    "### [diegosouzapw/\n**OmniRoute**](/repo/diegosouzapw/OmniRoute/)",
    "FAST\nNever stop coding. Free MIT AI gateway: one endpoint, 290+ providers (90+ free), 500+ models \u2014 Kimi, Claude, GPT, OpenAI, Gemini, GLM\u2026"
   ],
   "repository_evidence": [
    "## Rising fastest",
    "### [diegosouzapw/\n**OmniRoute**](/repo/diegosouzapw/OmniRoute/)",
    "FAST\nNever stop coding. Free MIT AI gateway: one endpoint, 290+ providers (90+ free), 500+ models \u2014 Kimi, Claude, GPT, OpenAI, Gemini, GLM\u2026"
   ],
   "stars_evidence": [
    "## Rising fastest",
    "### [diegosouzapw/\n**OmniRoute**](/repo/diegosouzapw/OmniRoute/)",
    "TypeScript \u2605 35k \u25b2 +8.4k/7d MIT upd Jul 2026"
   ],
   "description_evidence": [
    "## Rising fastest",
    "### [diegosouzapw/\n**OmniRoute**](/repo/diegosouzapw/OmniRoute/)",
    "FAST\nNever stop coding. Free MIT AI gateway: one endpoint, 290+ providers (90+ free), 500+ models \u2014 Kimi, Claude, GPT, OpenAI, Gemini, GLM\u2026"
   ],
   "license_evidence": [
    "## Rising fastest",
    "### [diegosouzapw/\n**OmniRoute**](/repo/diegosouzapw/OmniRoute/)",
    "TypeScript \u2605 35k \u25b2 +8.4k/7d MIT upd Jul 2026"
   ]
  },
  {
   "url": "https://findarepo.com/categories/ai-agents",
   "title": "30 Best AI Agent GitHub Repos (July 2026) \u2014 Frameworks & Tools, Ranked Daily | findarepo",
   "project": "orca",
   "repository": "https://github.com/stablyai/orca",
   "stars": "33000",
   "description": "Orca is the ADE for working with a fleet of parallel agents. Run any coding agent with your own subscription. Available on desktop, mobile\u2026",
   "license": "MIT",
   "project_evidence": [
    "## Rising fastest",
    "### [stablyai/\n**orca**](/repo/stablyai/orca/)",
    "FAST\nOrca is the ADE for working with a fleet of parallel agents. Run any coding agent with your own subscription. Available on desktop, mobile\u2026"
   ],
   "repository_evidence": [
    "## Rising fastest",
    "### [stablyai/\n**orca**](/repo/stablyai/orca/)",
    "FAST\nOrca is the ADE for working with a fleet of parallel agents. Run any coding agent with your own subscription. Available on desktop, mobile\u2026"
   ],
   "stars_evidence": [
    "## Rising fastest",
    "### [stablyai/\n**orca**](/repo/stablyai/orca/)",
    "TypeScript \u2605 33k \u25b2 +6.5k/7d MIT upd Jul 2026"
   ],
   "description_evidence": [
    "## Rising fastest",
    "### [stablyai/\n**orca**](/repo/stablyai/orca/)",
    "FAST\nOrca is the ADE for working with a fleet of parallel agents. Run any coding agent with your own subscription. Available on desktop, mobile\u2026"
   ],
   "license_evidence": [
    "## Rising fastest",
    "### [stablyai/\n**orca**](/repo/stablyai/orca/)",
    "TypeScript \u2605 33k \u25b2 +6.5k/7d MIT upd Jul 2026"
   ]
  },
  {
   "url": "https://findarepo.com/categories/ai-agents",
   "title": "30 Best AI Agent GitHub Repos (July 2026) \u2014 Frameworks & Tools, Ranked Daily | findarepo",
   "project": "graphify",
   "repository": "https://github.com/Graphify-Labs/graphify",
   "stars": "99000",
   "description": "Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code\u2026",
   "license": "Apache-2.0",
   "project_evidence": [
    "## Rising fastest",
    "### [Graphify-Labs/\n**graphify**](/repo/Graphify-Labs/graphify/)",
    "FAST\nTurn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code\u2026"
   ],
   "repository_evidence": [
    "## Rising fastest",
    "### [Graphify-Labs/\n**graphify**](/repo/Graphify-Labs/graphify/)",
    "FAST\nTurn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code\u2026"
   ],
   "stars_evidence": [
    "## Rising fastest",
    "### [Graphify-Labs/\n**graphify**](/repo/Graphify-Labs/graphify/)",
    "Python \u2605 99k \u25b2 +4.5k/7d Apache-2.0 upd Jul 2026"
   ],
   "description_evidence": [
    "## Rising fastest",
    "### [Graphify-Labs/\n**graphify**](/repo/Graphify-Labs/graphify/)",
    "FAST\nTurn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code\u2026"
   ],
   "license_evidence": [
    "## Rising fastest",
    "### [Graphify-Labs/\n**graphify**](/repo/Graphify-Labs/graphify/)",
    "Python \u2605 99k \u25b2 +4.5k/7d Apache-2.0 upd Jul 2026"
   ]
  },
  {
   "url": "https://findarepo.com/categories/ai-agents",
   "title": "30 Best AI Agent GitHub Repos (July 2026) \u2014 Frameworks & Tools, Ranked Daily | findarepo",
   "project": "ponytail",
   "repository": "https://github.com/DietrichGebert/ponytail",
   "stars": "92000",
   "description": "Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.",
   "license": "MIT",
   "project_evidence": [
    "## Rising fastest",
    "### [DietrichGebert/\n**ponytail**](/repo/DietrichGebert/ponytail/)",
    "FAST\nMakes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote."
   ],
   "repository_evidence": [
    "## Rising fastest",
    "### [DietrichGebert/\n**ponytail**](/repo/DietrichGebert/ponytail/)",
    "FAST\nMakes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote."
   ],
   "stars_evidence": [
    "## Rising fastest",
    "### [DietrichGebert/\n**ponytail**](/repo/DietrichGebert/ponytail/)",
    "JavaScript \u2605 92k \u25b2 +3.9k/7d MIT upd Jul 2026"
   ],
   "description_evidence": [
    "## Rising fastest",
    "### [DietrichGebert/\n**ponytail**](/repo/DietrichGebert/ponytail/)",
    "FAST\nMakes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote."
   ],
   "license_evidence": [
    "## Rising fastest",
    "### [DietrichGebert/\n**ponytail**](/repo/DietrichGebert/ponytail/)",
    "JavaScript \u2605 92k \u25b2 +3.9k/7d MIT upd Jul 2026"
   ]
  },
  {
   "url": "https://findarepo.com/categories/ai-agents",
   "title": "30 Best AI Agent GitHub Repos (July 2026) \u2014 Frameworks & Tools, Ranked Daily | findarepo",
   "project": "ECC",
   "repository": "https://github.com/affaan-m/ECC",
   "stars": "236000",
   "description": "A tuning harness that gives coding agents skills, memory and a research-first workflow.",
   "license": "MIT",
   "project_evidence": [
    "## Rising fastest",
    "### [affaan-m/\n**ECC**](/repo/affaan-m/ECC/)",
    "FAST\nA tuning harness that gives coding agents skills, memory and a research-first workflow."
   ],
   "repository_evidence": [
    "## Rising fastest",
    "### [affaan-m/\n**ECC**](/repo/affaan-m/ECC/)",
    "FAST\nA tuning harness that gives coding agents skills, memory and a research-first workflow."
   ],
   "stars_evidence": [
    "## Rising fastest",
    "### [affaan-m/\n**ECC**](/repo/affaan-m/ECC/)",
    "JavaScript \u2605 236k \u25b2 +3.6k/7d MIT upd Jul 2026"
   ],
   "description_evidence": [
    "## Rising fastest",
    "### [affaan-m/\n**ECC**](/repo/affaan-m/ECC/)",
    "FAST\nA tuning harness that gives coding agents skills, memory and a research-first workflow."
   ],
   "license_evidence": [
    "## Rising fastest",
    "### [affaan-m/\n**ECC**](/repo/affaan-m/ECC/)",
    "JavaScript \u2605 236k \u25b2 +3.6k/7d MIT upd Jul 2026"
   ]
  },
  {
   "url": "https://findarepo.com/categories/ai-agents",
   "title": "30 Best AI Agent GitHub Repos (July 2026) \u2014 Frameworks & Tools, Ranked Daily | findarepo",
   "project": "hermes-agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "223000",
   "description": "A personal AI agent designed to learn your preferences the longer you use it.",
   "license": "MIT",
   "project_evidence": [
    "## Rising fastest",
    "### [NousResearch/\n**hermes-agent**](/repo/NousResearch/hermes-agent/)",
    "FAST\nA personal AI agent designed to learn your preferences the longer you use it."
   ],
   "repository_evidence": [
    "## Rising fastest",
    "### [NousResearch/\n**hermes-agent**](/repo/NousResearch/hermes-agent/)",
    "FAST\nA personal AI agent designed to learn your preferences the longer you use it."
   ],
   "stars_evidence": [
    "## Rising fastest",
    "### [NousResearch/\n**hermes-agent**](/repo/NousResearch/hermes-agent/)",
    "Python \u2605 223k \u25b2 +3.4k/7d MIT upd Jul 2026"
   ],
   "description_evidence": [
    "## Rising fastest",
    "### [NousResearch/\n**hermes-agent**](/repo/NousResearch/hermes-agent/)",
    "FAST\nA personal AI agent designed to learn your preferences the longer you use it."
   ],
   "license_evidence": [
    "## Rising fastest",
    "### [NousResearch/\n**hermes-agent**](/repo/NousResearch/hermes-agent/)",
    "Python \u2605 223k \u25b2 +3.4k/7d MIT upd Jul 2026"
   ]
  },
  {
   "url": "https://udit.co/blog/open-source-ai-agent-projects-2026",
   "title": "Open Source AI Agent Projects Worth Using in 2026: Browser Agents, Coding Agents, and Research Agents",
   "project": "Browser Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "50000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Browser agents: what actually works",
    "### Browser Use",
    "**GitHub:**[browser-use/browser-use](https://github.com/browser-use/browser-use) \u2014 50K+ stars",
    "Browser Use is the runaway leader in this category."
   ],
   "repository_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Browser agents: what actually works",
    "### Browser Use",
    "**GitHub:**[browser-use/browser-use](https://github.com/browser-use/browser-use) \u2014 50K+ stars"
   ],
   "stars_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Browser agents: what actually works",
    "### Browser Use",
    "**GitHub:**[browser-use/browser-use](https://github.com/browser-use/browser-use) \u2014 50K+ stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://udit.co/blog/open-source-ai-agent-projects-2026",
   "title": "Open Source AI Agent Projects Worth Using in 2026: Browser Agents, Coding Agents, and Research Agents",
   "project": "Stagehand v3",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": "12000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Browser agents: what actually works",
    "### Stagehand v3",
    "**GitHub:**[browserbase/stagehand](https://github.com/browserbase/stagehand) \u2014 12K+ stars",
    "Stagehand takes a different philosophy from Browser Use."
   ],
   "repository_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Browser agents: what actually works",
    "### Stagehand v3",
    "**GitHub:**[browserbase/stagehand](https://github.com/browserbase/stagehand) \u2014 12K+ stars"
   ],
   "stars_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Browser agents: what actually works",
    "### Stagehand v3",
    "**GitHub:**[browserbase/stagehand](https://github.com/browserbase/stagehand) \u2014 12K+ stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://udit.co/blog/open-source-ai-agent-projects-2026",
   "title": "Open Source AI Agent Projects Worth Using in 2026: Browser Agents, Coding Agents, and Research Agents",
   "project": "Playwright MCP",
   "repository": "https://github.com/microsoft/playwright-mcp",
   "stars": "5000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Browser agents: what actually works",
    "### Playwright MCP",
    "**GitHub:**[microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) \u2014 5K+ stars",
    "Playwright MCP is Microsoft's bridge between the Model Context Protocol and Playwright's browser automation library."
   ],
   "repository_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Browser agents: what actually works",
    "### Playwright MCP",
    "**GitHub:**[microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) \u2014 5K+ stars"
   ],
   "stars_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Browser agents: what actually works",
    "### Playwright MCP",
    "**GitHub:**[microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) \u2014 5K+ stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://udit.co/blog/open-source-ai-agent-projects-2026",
   "title": "Open Source AI Agent Projects Worth Using in 2026: Browser Agents, Coding Agents, and Research Agents",
   "project": "Claude Code",
   "repository": "https://github.com/anthropics/claude-code",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Coding agents: the SWE-bench reality check",
    "### Claude Code",
    "**GitHub:**[anthropics/claude-code](https://github.com/anthropics/claude-code) \u2014 CLI + VS Code extension",
    "Claude Code is Anthropic's official coding agent and the one we use most heavily in our own development."
   ],
   "repository_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Coding agents: the SWE-bench reality check",
    "### Claude Code",
    "**GitHub:**[anthropics/claude-code](https://github.com/anthropics/claude-code) \u2014 CLI + VS Code extension"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://udit.co/blog/open-source-ai-agent-projects-2026",
   "title": "Open Source AI Agent Projects Worth Using in 2026: Browser Agents, Coding Agents, and Research Agents",
   "project": "Aider",
   "repository": "https://github.com/paul-gauthier/aider",
   "stars": "25000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Coding agents: the SWE-bench reality check",
    "### Aider",
    "**GitHub:**[paul-gauthier/aider](https://github.com/paul-gauthier/aider) \u2014 25K+ stars",
    "Aider is the battle-tested open-source coding agent."
   ],
   "repository_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Coding agents: the SWE-bench reality check",
    "### Aider",
    "**GitHub:**[paul-gauthier/aider](https://github.com/paul-gauthier/aider) \u2014 25K+ stars"
   ],
   "stars_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Coding agents: the SWE-bench reality check",
    "### Aider",
    "**GitHub:**[paul-gauthier/aider](https://github.com/paul-gauthier/aider) \u2014 25K+ stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://udit.co/blog/open-source-ai-agent-projects-2026",
   "title": "Open Source AI Agent Projects Worth Using in 2026: Browser Agents, Coding Agents, and Research Agents",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": "45000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Coding agents: the SWE-bench reality check",
    "### OpenHands (formerly OpenDevin)",
    "**GitHub:**[All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands) \u2014 45K+ stars",
    "OpenHands is the fully autonomous coding agent \u2014 the open-source answer to Devin."
   ],
   "repository_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Coding agents: the SWE-bench reality check",
    "### OpenHands (formerly OpenDevin)",
    "**GitHub:**[All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands) \u2014 45K+ stars"
   ],
   "stars_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Coding agents: the SWE-bench reality check",
    "### OpenHands (formerly OpenDevin)",
    "**GitHub:**[All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands) \u2014 45K+ stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://udit.co/blog/open-source-ai-agent-projects-2026",
   "title": "Open Source AI Agent Projects Worth Using in 2026: Browser Agents, Coding Agents, and Research Agents",
   "project": "Cline",
   "repository": "https://github.com/clinebot/cline",
   "stars": "20000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Coding agents: the SWE-bench reality check",
    "### Cline",
    "**GitHub:**[clinebot/cline](https://github.com/clinebot/cline) \u2014 20K+ stars",
    "Cline (formerly Claude Dev) is a VS Code extension that brings agentic coding into the editor without the subscription model of Cursor."
   ],
   "repository_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Coding agents: the SWE-bench reality check",
    "### Cline",
    "**GitHub:**[clinebot/cline](https://github.com/clinebot/cline) \u2014 20K+ stars"
   ],
   "stars_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Coding agents: the SWE-bench reality check",
    "### Cline",
    "**GitHub:**[clinebot/cline](https://github.com/clinebot/cline) \u2014 20K+ stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://udit.co/blog/open-source-ai-agent-projects-2026",
   "title": "Open Source AI Agent Projects Worth Using in 2026: Browser Agents, Coding Agents, and Research Agents",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": "22000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Coding agents: the SWE-bench reality check",
    "### Continue",
    "**GitHub:**[continuedev/continue](https://github.com/continuedev/continue) \u2014 22K+ stars",
    "Continue is less of a coding agent and more of an AI coding copilot that you can configure to behave like one."
   ],
   "repository_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Coding agents: the SWE-bench reality check",
    "### Continue",
    "**GitHub:**[continuedev/continue](https://github.com/continuedev/continue) \u2014 22K+ stars"
   ],
   "stars_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Coding agents: the SWE-bench reality check",
    "### Continue",
    "**GitHub:**[continuedev/continue](https://github.com/continuedev/continue) \u2014 22K+ stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://udit.co/blog/open-source-ai-agent-projects-2026",
   "title": "Open Source AI Agent Projects Worth Using in 2026: Browser Agents, Coding Agents, and Research Agents",
   "project": "STORM",
   "repository": "https://github.com/stanford-oval/storm",
   "stars": "18000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Research agents: from prototype to pipeline",
    "### STORM",
    "**GitHub:**[stanford-oval/storm](https://github.com/stanford-oval/storm) \u2014 18K+ stars",
    "STORM (Synthesis of Topic Outlines through Retrieval and Multi-perspective questioning) is the most academically rigorous research agent available."
   ],
   "repository_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Research agents: from prototype to pipeline",
    "### STORM",
    "**GitHub:**[stanford-oval/storm](https://github.com/stanford-oval/storm) \u2014 18K+ stars"
   ],
   "stars_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Research agents: from prototype to pipeline",
    "### STORM",
    "**GitHub:**[stanford-oval/storm](https://github.com/stanford-oval/storm) \u2014 18K+ stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://udit.co/blog/open-source-ai-agent-projects-2026",
   "title": "Open Source AI Agent Projects Worth Using in 2026: Browser Agents, Coding Agents, and Research Agents",
   "project": "GPT-Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": "18000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Research agents: from prototype to pipeline",
    "### GPT-Researcher",
    "**GitHub:**[assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher) \u2014 18K+ stars",
    "GPT-Researcher is the production-friendly research agent."
   ],
   "repository_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Research agents: from prototype to pipeline",
    "### GPT-Researcher",
    "**GitHub:**[assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher) \u2014 18K+ stars"
   ],
   "stars_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Research agents: from prototype to pipeline",
    "### GPT-Researcher",
    "**GitHub:**[assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher) \u2014 18K+ stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://udit.co/blog/open-source-ai-agent-projects-2026",
   "title": "Open Source AI Agent Projects Worth Using in 2026: Browser Agents, Coding Agents, and Research Agents",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "10000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Orchestration frameworks: how to wire it all together",
    "### LangGraph",
    "**GitHub:**[langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) \u2014 10K+ stars",
    "LangGraph is the orchestration choice we recommend for most production deployments."
   ],
   "repository_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Orchestration frameworks: how to wire it all together",
    "### LangGraph",
    "**GitHub:**[langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) \u2014 10K+ stars"
   ],
   "stars_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Orchestration frameworks: how to wire it all together",
    "### LangGraph",
    "**GitHub:**[langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) \u2014 10K+ stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://udit.co/blog/open-source-ai-agent-projects-2026",
   "title": "Open Source AI Agent Projects Worth Using in 2026: Browser Agents, Coding Agents, and Research Agents",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "26000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Orchestration frameworks: how to wire it all together",
    "### CrewAI",
    "**GitHub:**[crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) \u2014 26K+ stars",
    "CrewAI takes a role-based abstraction rather than a graph abstraction."
   ],
   "repository_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Orchestration frameworks: how to wire it all together",
    "### CrewAI",
    "**GitHub:**[crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) \u2014 26K+ stars"
   ],
   "stars_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Orchestration frameworks: how to wire it all together",
    "### CrewAI",
    "**GitHub:**[crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) \u2014 26K+ stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://udit.co/blog/open-source-ai-agent-projects-2026",
   "title": "Open Source AI Agent Projects Worth Using in 2026: Browser Agents, Coding Agents, and Research Agents",
   "project": "AutoGen / AG2",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "38000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Orchestration frameworks: how to wire it all together",
    "### AutoGen / AG2",
    "**GitHub:**[microsoft/autogen](https://github.com/microsoft/autogen) \u2014 38K+ stars (AG2 fork: [ag2ai/ag2](https://github.com/ag2ai/ag2))",
    "AutoGen pioneered the conversational multi-agent pattern \u2014 agents that coordinate by sending messages to each other, rather than through a centralized orchestrator."
   ],
   "repository_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Orchestration frameworks: how to wire it all together",
    "### AutoGen / AG2",
    "**GitHub:**[microsoft/autogen](https://github.com/microsoft/autogen) \u2014 38K+ stars (AG2 fork: [ag2ai/ag2](https://github.com/ag2ai/ag2))"
   ],
   "stars_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Orchestration frameworks: how to wire it all together",
    "### AutoGen / AG2",
    "**GitHub:**[microsoft/autogen](https://github.com/microsoft/autogen) \u2014 38K+ stars (AG2 fork: [ag2ai/ag2](https://github.com/ag2ai/ag2))"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://udit.co/blog/open-source-ai-agent-projects-2026",
   "title": "Open Source AI Agent Projects Worth Using in 2026: Browser Agents, Coding Agents, and Research Agents",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "7000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Orchestration frameworks: how to wire it all together",
    "### OpenAI Agents SDK",
    "**GitHub:**[openai/openai-agents-python](https://github.com/openai/openai-agents-python) \u2014 7K+ stars",
    "OpenAI's Agents SDK is the newest entrant in this category and the most opinionated."
   ],
   "repository_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Orchestration frameworks: how to wire it all together",
    "### OpenAI Agents SDK",
    "**GitHub:**[openai/openai-agents-python](https://github.com/openai/openai-agents-python) \u2014 7K+ stars"
   ],
   "stars_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Orchestration frameworks: how to wire it all together",
    "### OpenAI Agents SDK",
    "**GitHub:**[openai/openai-agents-python](https://github.com/openai/openai-agents-python) \u2014 7K+ stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://udit.co/blog/open-source-ai-agent-projects-2026",
   "title": "Open Source AI Agent Projects Worth Using in 2026: Browser Agents, Coding Agents, and Research Agents",
   "project": "E2B",
   "repository": "https://github.com/e2b-dev/e2b",
   "stars": "7000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Infrastructure layer: sandboxing, observability, tool integrations",
    "### E2B \u2014 Code Execution Sandboxing",
    "**GitHub:**[e2b-dev/e2b](https://github.com/e2b-dev/e2b) \u2014 7K+ stars **Website:**[e2b.dev](https://e2b.dev)",
    "E2B is the production standard for sandboxed code execution in agent systems."
   ],
   "repository_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Infrastructure layer: sandboxing, observability, tool integrations",
    "### E2B \u2014 Code Execution Sandboxing",
    "**GitHub:**[e2b-dev/e2b](https://github.com/e2b-dev/e2b) \u2014 7K+ stars **Website:**[e2b.dev](https://e2b.dev)"
   ],
   "stars_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Infrastructure layer: sandboxing, observability, tool integrations",
    "### E2B \u2014 Code Execution Sandboxing",
    "**GitHub:**[e2b-dev/e2b](https://github.com/e2b-dev/e2b) \u2014 7K+ stars **Website:**[e2b.dev](https://e2b.dev)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://udit.co/blog/open-source-ai-agent-projects-2026",
   "title": "Open Source AI Agent Projects Worth Using in 2026: Browser Agents, Coding Agents, and Research Agents",
   "project": "Composio",
   "repository": "https://github.com/ComposioHQ/composio",
   "stars": "12000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Infrastructure layer: sandboxing, observability, tool integrations",
    "### Composio \u2014 Tool Integration Platform",
    "**GitHub:**[ComposioHQ/composio](https://github.com/ComposioHQ/composio) \u2014 12K+ stars **Website:**[composio.dev](https://composio.dev)",
    "Composio addresses the integration problem: your agent needs to call 30 different external services (GitHub, Slack, Linear, Salesforce, Google Workspace, etc.) and each one has different authentication, rate limits, and API shape."
   ],
   "repository_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Infrastructure layer: sandboxing, observability, tool integrations",
    "### Composio \u2014 Tool Integration Platform",
    "**GitHub:**[ComposioHQ/composio](https://github.com/ComposioHQ/composio) \u2014 12K+ stars **Website:**[composio.dev](https://composio.dev)"
   ],
   "stars_evidence": [
    "Open Source AI Agent Projects Worth Using in 2026: Browser \u2026",
    "## Infrastructure layer: sandboxing, observability, tool integrations",
    "### Composio \u2014 Tool Integration Platform",
    "**GitHub:**[ComposioHQ/composio](https://github.com/ComposioHQ/composio) \u2014 12K+ stars **Website:**[composio.dev](https://composio.dev)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://digitalapplied.com/blog/best-open-source-ai-agent-projects-github-2026",
   "title": "The Best Open-Source AI Agent Projects on GitHub, Mapped",
   "project": "Microsoft AutoGen",
   "repository": null,
   "stars": "60284",
   "description": null,
   "license": null,
   "project_evidence": [
    "## 03 \u2014 FrameworksFive frameworks, one *maintenance* outlier.",
    "The outlier is **Microsoft AutoGen**, the highest-starred framework in this survey at 60,284 \u2014 and the only one whose last push, 2026-04-15, is measured in months rather than days at the time of writing.",
    "| Microsoft AutoGen | 60,284 | MIT (code) / CC-BY-4.0 (content) | 2026-04-15 \u00b7 stale | Multi-agent framework. Highest-starred framework here and the only one with a months-old last push. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## 03 \u2014 FrameworksFive frameworks, one *maintenance* outlier.",
    "The outlier is **Microsoft AutoGen**, the highest-starred framework in this survey at 60,284 \u2014 and the only one whose last push, 2026-04-15, is measured in months rather than days at the time of writing.",
    "| Microsoft AutoGen | 60,284 | MIT (code) / CC-BY-4.0 (content) | 2026-04-15 \u00b7 stale | Multi-agent framework. Highest-starred framework here and the only one with a months-old last push. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://digitalapplied.com/blog/best-open-source-ai-agent-projects-github-2026",
   "title": "The Best Open-Source AI Agent Projects on GitHub, Mapped",
   "project": "CrewAI",
   "repository": null,
   "stars": "56723",
   "description": null,
   "license": null,
   "project_evidence": [
    "## 08 \u2014 Proprietary AnalysisThe full lane *leaderboard*, eight lanes deep.",
    "| Lane 2 \u00b7 Frameworks \u2014 213,257 stars | | | | |",
    "| CrewAI | 56,723 | MIT | Active | Role-based multi-agent orchestration, permissive and on same-week commits. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## 08 \u2014 Proprietary AnalysisThe full lane *leaderboard*, eight lanes deep.",
    "| Lane 2 \u00b7 Frameworks \u2014 213,257 stars | | | | |",
    "| CrewAI | 56,723 | MIT | Active | Role-based multi-agent orchestration, permissive and on same-week commits. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://digitalapplied.com/blog/best-open-source-ai-agent-projects-github-2026",
   "title": "The Best Open-Source AI Agent Projects on GitHub, Mapped",
   "project": "LangGraph",
   "repository": null,
   "stars": "39083",
   "description": null,
   "license": null,
   "project_evidence": [
    "## 08 \u2014 Proprietary AnalysisThe full lane *leaderboard*, eight lanes deep.",
    "| Lane 2 \u00b7 Frameworks \u2014 213,257 stars | | | | |",
    "| LangGraph | 39,083 | MIT | Active | Graph-structured orchestration from the LangChain team; daily development at the time of writing. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## 08 \u2014 Proprietary AnalysisThe full lane *leaderboard*, eight lanes deep.",
    "| Lane 2 \u00b7 Frameworks \u2014 213,257 stars | | | | |",
    "| LangGraph | 39,083 | MIT | Active | Graph-structured orchestration from the LangChain team; daily development at the time of writing. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://digitalapplied.com/blog/best-open-source-ai-agent-projects-github-2026",
   "title": "The Best Open-Source AI Agent Projects on GitHub, Mapped",
   "project": "smolagents",
   "repository": null,
   "stars": "28707",
   "description": null,
   "license": null,
   "project_evidence": [
    "## 08 \u2014 Proprietary AnalysisThe full lane *leaderboard*, eight lanes deep.",
    "| Lane 2 \u00b7 Frameworks \u2014 213,257 stars | | | | |",
    "| smolagents | 28,707 | Apache-2.0 | 2026-07-21 | Hugging Face\u2019s barebones library for agents that think in code. Minimal surface area by design. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## 08 \u2014 Proprietary AnalysisThe full lane *leaderboard*, eight lanes deep.",
    "| Lane 2 \u00b7 Frameworks \u2014 213,257 stars | | | | |",
    "| smolagents | 28,707 | Apache-2.0 | 2026-07-21 | Hugging Face\u2019s barebones library for agents that think in code. Minimal surface area by design. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://digitalapplied.com/blog/best-open-source-ai-agent-projects-github-2026",
   "title": "The Best Open-Source AI Agent Projects on GitHub, Mapped",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "28460",
   "description": null,
   "license": null,
   "project_evidence": [
    "## 03 \u2014 FrameworksFive frameworks, one *maintenance* outlier.",
    "the **OpenAI Agents SDK** sits at 28,460 stars under MIT \u2014 close enough to smolagents that the choice between them is about ergonomics and provider affinity rather than momentum.",
    "| Lane 2 \u00b7 Frameworks \u2014 213,257 stars | | | | |",
    "| OpenAI Agents SDK | 28,460 | MIT | Active | OpenAI\u2019s Python agent SDK; the provider-affine alternative to smolagents. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## 03 \u2014 FrameworksFive frameworks, one *maintenance* outlier.",
    "the **OpenAI Agents SDK** sits at 28,460 stars under MIT \u2014 close enough to smolagents that the choice between them is about ergonomics and provider affinity rather than momentum.",
    "| Lane 2 \u00b7 Frameworks \u2014 213,257 stars | | | | |",
    "| OpenAI Agents SDK | 28,460 | MIT | Active | OpenAI\u2019s Python agent SDK; the provider-affine alternative to smolagents. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "title": "Comparing Open-Source AI Agent Frameworks - Langfuse",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": 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",
    "[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?",
    "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",
    "[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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "title": "Comparing Open-Source AI Agent Frameworks - Langfuse",
   "project": "LangChain DeepAgents",
   "repository": "https://github.com/langchain-ai/deepagents",
   "stars": 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**.",
    "## LangChain DeepAgents",
    "[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?",
    "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**.",
    "## LangChain DeepAgents",
    "[DeepAgents](https://github.com/langchain-ai/deepagents) is LangChain's opinionated agent harness built on top of LangGraph."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "title": "Comparing Open-Source AI Agent Frameworks - Langfuse",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": 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.",
    "## OpenAI Agents SDK",
    "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?",
    "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.",
    "## OpenAI Agents SDK",
    "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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "title": "Comparing Open-Source AI Agent Frameworks - Langfuse",
   "project": "Claude Agent SDK",
   "repository": "https://github.com/anthropics/claude-agent-sdk-python",
   "stars": 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.",
    "## Claude Agent SDK",
    "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?",
    "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.",
    "## Claude Agent SDK",
    "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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "title": "Comparing Open-Source AI Agent Frameworks - Langfuse",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": 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 Agent Development Kit (ADK)",
    "[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?",
    "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 Agent Development Kit (ADK)",
    "[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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "title": "Comparing Open-Source AI Agent Frameworks - Langfuse",
   "project": "Pydantic AI",
   "repository": "https://ai.pydantic.dev/",
   "stars": 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",
    "[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?",
    "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",
    "[Pydantic AI](https://ai.pydantic.dev/) brings Pydantic's type safety and ergonomic developer experience to agent development."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "title": "Comparing Open-Source AI Agent Frameworks - Langfuse",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": 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",
    "[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?",
    "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",
    "[CrewAI](https://github.com/crewAIInc/crewAI) is all about role-based collaboration among multiple agents."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "title": "Comparing Open-Source AI Agent Frameworks - Langfuse",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": 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",
    "[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?",
    "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",
    "[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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "title": "Comparing Open-Source AI Agent Frameworks - Langfuse",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": 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",
    "[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?",
    "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",
    "[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."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "title": "Comparing Open-Source AI Agent Frameworks - Langfuse",
   "project": "Vercel AI SDK",
   "repository": "https://github.com/vercel/ai",
   "stars": 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.",
    "## Vercel AI SDK",
    "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?",
    "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.",
    "## Vercel AI SDK",
    "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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "title": "Comparing Open-Source AI Agent Frameworks - Langfuse",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": 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.",
    "## 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?",
    "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.",
    "## 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."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "title": "Comparing Open-Source AI Agent Frameworks - Langfuse",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": 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",
    "[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",
    "[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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "title": "Comparing Open-Source AI Agent Frameworks - Langfuse",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": 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**.",
    "## 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?",
    "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**.",
    "## 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."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://buttondown.com/ultradune/archive/eval-004-ai-agent-frameworks-langgraph-vs-crewai",
   "title": "EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
   "project": "AutoGen",
   "repository": null,
   "stars": "55600",
   "description": null,
   "license": null,
   "project_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "This issue breaks down LangGraph, CrewAI, AutoGen, Smolagents, and the OpenAI Agents SDK.",
    "| 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 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "This issue breaks down LangGraph, CrewAI, AutoGen, Smolagents, and the OpenAI Agents SDK.",
    "| 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 |"
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   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://buttondown.com/ultradune/archive/eval-004-ai-agent-frameworks-langgraph-vs-crewai",
   "title": "EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
   "project": "CrewAI",
   "repository": null,
   "stars": "46000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "This issue breaks down LangGraph, CrewAI, AutoGen, Smolagents, and the OpenAI Agents SDK.",
    "| 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 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "This issue breaks down LangGraph, CrewAI, AutoGen, Smolagents, and the OpenAI Agents SDK.",
    "| 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 |"
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   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://buttondown.com/ultradune/archive/eval-004-ai-agent-frameworks-langgraph-vs-crewai",
   "title": "EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
   "project": "LangGraph",
   "repository": null,
   "stars": "26300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "This issue breaks down LangGraph, CrewAI, AutoGen, Smolagents, and the OpenAI Agents SDK.",
    "| 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 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "This issue breaks down LangGraph, CrewAI, AutoGen, Smolagents, and the OpenAI Agents SDK.",
    "| 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 |"
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buttondown.com/ultradune/archive/eval-004-ai-agent-frameworks-langgraph-vs-crewai",
   "title": "EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
   "project": "Smolagents",
   "repository": null,
   "stars": "26000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "This issue breaks down LangGraph, CrewAI, AutoGen, Smolagents, and the OpenAI Agents SDK.",
    "| 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 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "This issue breaks down LangGraph, CrewAI, AutoGen, Smolagents, and the OpenAI Agents SDK.",
    "| 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buttondown.com/ultradune/archive/eval-004-ai-agent-frameworks-langgraph-vs-crewai",
   "title": "EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "20000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "This issue breaks down LangGraph, CrewAI, AutoGen, Smolagents, and the OpenAI Agents SDK.",
    "| 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 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "This issue breaks down LangGraph, CrewAI, AutoGen, Smolagents, and the OpenAI Agents SDK.",
    "| 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dimthink/awesome-stars/blob/master/README_EN.md",
   "title": "awesome-stars/README_EN.md at master \u00b7 dimthink/awesome-stars",
   "project": "openclaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": "382800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Stars",
    "## AI Agent Frameworks & Orchestration",
    "*Core agent platforms, SDKs, multi-agent systems and orchestration runtimes*",
    "| Repository | Description | Language | Stars |",
    "| [openclaw/openclaw](https://github.com/openclaw/openclaw) | Your own personal AI assistant. Any OS. Any Platform. The lobster way. \ud83e\udd9e | `TypeScript` | 382.8k |"
   ],
   "repository_evidence": [
    "# Awesome Stars",
    "## AI Agent Frameworks & Orchestration",
    "*Core agent platforms, SDKs, multi-agent systems and orchestration runtimes*",
    "| Repository | Description | Language | Stars |",
    "| [openclaw/openclaw](https://github.com/openclaw/openclaw) | Your own personal AI assistant. Any OS. Any Platform. The lobster way. \ud83e\udd9e | `TypeScript` | 382.8k |"
   ],
   "stars_evidence": [
    "# Awesome Stars",
    "## AI Agent Frameworks & Orchestration",
    "*Core agent platforms, SDKs, multi-agent systems and orchestration runtimes*",
    "| Repository | Description | Language | Stars |",
    "| [openclaw/openclaw](https://github.com/openclaw/openclaw) | Your own personal AI assistant. Any OS. Any Platform. The lobster way. \ud83e\udd9e | `TypeScript` | 382.8k |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dimthink/awesome-stars/blob/master/README_EN.md",
   "title": "awesome-stars/README_EN.md at master \u00b7 dimthink/awesome-stars",
   "project": "superpowers",
   "repository": "https://github.com/obra/superpowers",
   "stars": "253500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Stars",
    "## AI Agent Frameworks & Orchestration",
    "*Core agent platforms, SDKs, multi-agent systems and orchestration runtimes*",
    "| Repository | Description | Language | Stars |",
    "| [obra/superpowers](https://github.com/obra/superpowers) | An agentic skills framework & software development methodology that works. | `Shell` | 253.5k |"
   ],
   "repository_evidence": [
    "# Awesome Stars",
    "## AI Agent Frameworks & Orchestration",
    "*Core agent platforms, SDKs, multi-agent systems and orchestration runtimes*",
    "| Repository | Description | Language | Stars |",
    "| [obra/superpowers](https://github.com/obra/superpowers) | An agentic skills framework & software development methodology that works. | `Shell` | 253.5k |"
   ],
   "stars_evidence": [
    "# Awesome Stars",
    "## AI Agent Frameworks & Orchestration",
    "*Core agent platforms, SDKs, multi-agent systems and orchestration runtimes*",
    "| Repository | Description | Language | Stars |",
    "| [obra/superpowers](https://github.com/obra/superpowers) | An agentic skills framework & software development methodology that works. | `Shell` | 253.5k |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dimthink/awesome-stars/blob/master/README_EN.md",
   "title": "awesome-stars/README_EN.md at master \u00b7 dimthink/awesome-stars",
   "project": "hermes-agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "214000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Stars",
    "## AI Agent Frameworks & Orchestration",
    "*Core agent platforms, SDKs, multi-agent systems and orchestration runtimes*",
    "| Repository | Description | Language | Stars |",
    "| [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) | The agent that grows with you | `Python` | 214.0k |"
   ],
   "repository_evidence": [
    "# Awesome Stars",
    "## AI Agent Frameworks & Orchestration",
    "*Core agent platforms, SDKs, multi-agent systems and orchestration runtimes*",
    "| Repository | Description | Language | Stars |",
    "| [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) | The agent that grows with you | `Python` | 214.0k |"
   ],
   "stars_evidence": [
    "# Awesome Stars",
    "## AI Agent Frameworks & Orchestration",
    "*Core agent platforms, SDKs, multi-agent systems and orchestration runtimes*",
    "| Repository | Description | Language | Stars |",
    "| [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) | The agent that grows with you | `Python` | 214.0k |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dimthink/awesome-stars/blob/master/README_EN.md",
   "title": "awesome-stars/README_EN.md at master \u00b7 dimthink/awesome-stars",
   "project": "agency-agents",
   "repository": "https://github.com/msitarzewski/agency-agents",
   "stars": "131000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Stars",
    "## AI Agent Frameworks & Orchestration",
    "*Core agent platforms, SDKs, multi-agent systems and orchestration runtimes*",
    "| Repository | Description | Language | Stars |",
    "| [msitarzewski/agency-agents](https://github.com/msitarzewski/agency-agents) | A complete AI agency at your fingertips - From frontend wizards to Reddit community ninjas, from whimsy injectors to reality checkers. Each agent is a specialized expert with personality, processes, a | `Shell` | 131.0k |"
   ],
   "repository_evidence": [
    "# Awesome Stars",
    "## AI Agent Frameworks & Orchestration",
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   "title": "EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
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   "title": "EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
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    "This issue breaks down LangGraph, CrewAI, AutoGen, Smolagents, and the OpenAI Agents SDK.",
    "| CrewAI | 46K | v1.10.1 | Mar 2026 | Role-based agent teams | Business workflows, rapid prototyping |"
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   "repository_evidence": null,
   "stars_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "| CrewAI | 46K | v1.10.1 | Mar 2026 | Role-based agent teams | Business workflows, rapid prototyping |"
   ],
   "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",
   "title": "EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
   "project": "LangGraph",
   "repository": null,
   "stars": "26300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "This issue breaks down LangGraph, CrewAI, AutoGen, Smolagents, and the OpenAI Agents SDK.",
    "| 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",
    "| LangGraph | 26.3K | v1.1.2 | Mar 2026 | Stateful agent graphs | Production systems, complex control flow |"
   ],
   "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",
   "title": "EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
   "project": "Smolagents",
   "repository": null,
   "stars": "26000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "This issue breaks down LangGraph, CrewAI, AutoGen, Smolagents, and the OpenAI Agents SDK.",
    "| 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",
    "| Smolagents (HF) | 26K | v1.24.0 | Jan 2026 | Code-first, minimal | HF ecosystem, code agents |"
   ],
   "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",
   "title": "EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "20000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "This issue breaks down LangGraph, CrewAI, AutoGen, Smolagents, and the OpenAI Agents SDK.",
    "| 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",
    "| OpenAI Agents SDK | 20K | v0.12.1 | Mar 2026 | Lightweight, opinionated | OpenAI-native apps, fast shipping |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://eesel.ai/blog/best-open-source-ai-agents",
   "title": "The 9 best open-source AI agents in 2026",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "37700",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "| Tool | Best for | Category | License | GitHub stars | Managed option |\n|---|---|---|---|---|---|\n| [LangGraph](https://www.langchain.com/langgraph) | Developers who want low-level control | Orchestration framework | MIT | ~37.7k | LangSmith (paid) |",
    "## 1. LangGraph, best for developers who want low-level control"
   ],
   "repository_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "Built by [LangChain](https://github.com/langchain-ai/langgraph), it models an agent as a graph: you define nodes (steps), edges (control flow), and a shared state object that moves between them.",
    "## 1. LangGraph, best for developers who want low-level control"
   ],
   "stars_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "| Tool | Best for | Category | License | GitHub stars | Managed option |\n|---|---|---|---|---|---|\n| [LangGraph](https://www.langchain.com/langgraph) | Developers who want low-level control | Orchestration framework | MIT | ~37.7k | LangSmith (paid) |",
    "## 1. LangGraph, best for developers who want low-level control"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://eesel.ai/blog/best-open-source-ai-agents",
   "title": "The 9 best open-source AI agents in 2026",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "| [CrewAI](https://github.com/crewAIInc/crewAI) | Role-based multi-agent teams | Orchestration framework | MIT | AMP / Enterprise | |",
    "## 2. CrewAI, best for role-based multi-agent teams"
   ],
   "repository_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "| [CrewAI](https://github.com/crewAIInc/crewAI) | Role-based multi-agent teams | Orchestration framework | MIT | AMP / Enterprise | |",
    "## 2. CrewAI, best for role-based multi-agent teams"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://eesel.ai/blog/best-open-source-ai-agents",
   "title": "The 9 best open-source AI agents in 2026",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "| [AutoGen](https://github.com/microsoft/autogen) | Multi-agent research (now superseded) | Orchestration framework | MIT (code) | Agent Framework | |",
    "## 3. Microsoft AutoGen, best for multi-agent research (but read the status note)"
   ],
   "repository_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "| [AutoGen](https://github.com/microsoft/autogen) | Multi-agent research (now superseded) | Orchestration framework | MIT (code) | Agent Framework | |",
    "## 3. Microsoft AutoGen, best for multi-agent research (but read the status note)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://eesel.ai/blog/best-open-source-ai-agents",
   "title": "The 9 best open-source AI agents in 2026",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "186000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "| [AutoGPT](https://agpt.co) | No-code autonomous task automation | Autonomous task-runner | Polyform + MIT | Hosted platform | |",
    "## 4. AutoGPT, best for no-code autonomous task automation"
   ],
   "repository_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "There is also a [visual block builder](https://agpt.co), an agents dashboard that tracks spend per run, a [marketplace](https://github.com/Significant-Gravitas/AutoGPT) of community agents, and [45+ integrations](https://github.com/Significant-Gravitas/AutoGPT) including Gmail, Slack, Notion, and HubSpot.",
    "## 4. AutoGPT, best for no-code autonomous task automation"
   ],
   "stars_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "With 186k GitHub stars, it is one of the most-starred AI repos anywhere.",
    "## 4. AutoGPT, best for no-code autonomous task automation"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://eesel.ai/blog/best-open-source-ai-agents",
   "title": "The 9 best open-source AI agents in 2026",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": "81400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "| [OpenHands](https://github.com/All-Hands-AI/OpenHands) | Autonomous coding tasks | Autonomous task-runner | MIT (core) | OpenHands Cloud | |",
    "## 5. OpenHands, best for autonomous coding tasks"
   ],
   "repository_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "| [OpenHands](https://github.com/All-Hands-AI/OpenHands) | Autonomous coding tasks | Autonomous task-runner | MIT (core) | OpenHands Cloud | |",
    "## 5. OpenHands, best for autonomous coding tasks"
   ],
   "stars_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "At 81.4k stars it is one of the most active coding-agent projects going.",
    "## 5. OpenHands, best for autonomous coding tasks"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://eesel.ai/blog/best-open-source-ai-agents",
   "title": "The 9 best open-source AI agents in 2026",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "149500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "| [Dify](https://dify.ai) | Building a support/RAG bot visually | Visual app builder | Source-available | Dify Cloud | |",
    "## 6. Dify, best for building a support or RAG bot visually"
   ],
   "repository_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "It ships under the [Dify Open Source License](https://github.com/langgenius/dify/blob/main/LICENSE), a modified Apache-2.0 with a multi-tenant restriction (you cannot resell it as your own multi-tenant SaaS without a commercial license) and a logo restriction.",
    "## 6. Dify, best for building a support or RAG bot visually"
   ],
   "stars_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "It is one of the most-starred AI repos on GitHub at ~149.5k stars, with enterprise logos like Maersk, Adobe, and PayPal.",
    "## 6. Dify, best for building a support or RAG bot visually"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://eesel.ai/blog/best-open-source-ai-agents",
   "title": "The 9 best open-source AI agents in 2026",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": "54800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "| [Flowise](https://flowiseai.com) | Low-code drag-and-drop agents | Visual app builder | Apache-2.0 | Flowise Cloud | |",
    "## 7. Flowise, best for low-code drag-and-drop agents"
   ],
   "repository_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "## 7. Flowise, best for low-code drag-and-drop agents"
   ],
   "stars_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "## 7. Flowise, best for low-code drag-and-drop agents"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://eesel.ai/blog/best-open-source-ai-agents",
   "title": "The 9 best open-source AI agents in 2026",
   "project": "n8n",
   "repository": null,
   "stars": "196600",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "| [n8n](https://n8n.io) | Wiring agents into your stack | Visual app builder | Fair-code | n8n Cloud | |",
    "## 8. n8n, best for wiring agents into your stack"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "At ~196.6k stars and [4.7/5 on G2](https://www.g2.com/products/n8n/reviews), it is one of the most popular automation tools period.",
    "## 8. n8n, best for wiring agents into your stack"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://eesel.ai/blog/best-open-source-ai-agents",
   "title": "The 9 best open-source AI agents in 2026",
   "project": "Rasa",
   "repository": "https://github.com/RasaHQ/rasa",
   "stars": "21300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "| [Rasa](https://rasa.com) | Enterprise, on-prem conversational AI | Enterprise conversational | Apache-2.0 + commercial | Rasa Pro | |",
    "## 9. Rasa, best for enterprise, on-prem conversational AI"
   ],
   "repository_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "The classic [RasaHQ/rasa](https://github.com/RasaHQ/rasa) SDK is Apache-2.0 (21.3k stars) but effectively legacy.",
    "## 9. Rasa, best for enterprise, on-prem conversational AI"
   ],
   "stars_evidence": [
    "# The 9 best open-source AI agents in 2026",
    "## The best open-source AI agents in 2026 at a glance",
    "The classic [RasaHQ/rasa](https://github.com/RasaHQ/rasa) SDK is Apache-2.0 (21.3k stars) but effectively legacy.",
    "## 9. Rasa, best for enterprise, on-prem conversational AI"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ugliai/your-agent-framework-cant-un-send-that-email-54h0",
   "title": "Your Agent Framework Can't Un-Send That Email",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Your Agent Framework Can't Un-Send That Email",
    "AutoGen, CrewAI, LangGraph, and Flowise will all let it happen, because none of them can reach into your mail provider and pull the message back.",
    "| [AutoGen](https://ugliai.com/en/ai-tools/autogen) | The collaboration protocol | A conversation transcript \u2014 replayable only if you built in schemas and bounded rounds | Termination, context growth, cost ceilings, tool authority |",
    "Tool profiles: [AutoGen](https://ugliai.com/en/ai-tools/autogen) \u00b7 [CrewAI](https://ugliai.com/en/ai-tools/crewai) \u00b7 [LangGraph](https://ugliai.com/en/ai-tools/langgraph) \u00b7 [Flowise](https://ugliai.com/en/ai-tools/flowise) \u00b7 [Dify](https://ugliai.com/en/ai-tools/dify) \u00b7 [E2B](https://ugliai.com/en/ai-tools/e2b)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ugliai/your-agent-framework-cant-un-send-that-email-54h0",
   "title": "Your Agent Framework Can't Un-Send That Email",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Your Agent Framework Can't Un-Send That Email",
    "AutoGen, CrewAI, LangGraph, and Flowise will all let it happen, because none of them can reach into your mail provider and pull the message back.",
    "| [CrewAI](https://ugliai.com/en/ai-tools/crewai) | Roles, tasks, expected outputs | Which task produced which deliverable; Flows add state and persistence | Business recovery semantics; machine-checkable output schemas |",
    "Tool profiles: [AutoGen](https://ugliai.com/en/ai-tools/autogen) \u00b7 [CrewAI](https://ugliai.com/en/ai-tools/crewai) \u00b7 [LangGraph](https://ugliai.com/en/ai-tools/langgraph) \u00b7 [Flowise](https://ugliai.com/en/ai-tools/flowise) \u00b7 [Dify](https://ugliai.com/en/ai-tools/dify) \u00b7 [E2B](https://ugliai.com/en/ai-tools/e2b)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ugliai/your-agent-framework-cant-un-send-that-email-54h0",
   "title": "Your Agent Framework Can't Un-Send That Email",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Your Agent Framework Can't Un-Send That Email",
    "AutoGen, CrewAI, LangGraph, and Flowise will all let it happen, because none of them can reach into your mail provider and pull the message back.",
    "| [LangGraph](https://ugliai.com/en/ai-tools/langgraph) | State schema and graph | Node-level state at each checkpoint \u2014 where it stopped, with what | Which fields are durable vs. transient; whether a replayed node is safe |",
    "Tool profiles: [AutoGen](https://ugliai.com/en/ai-tools/autogen) \u00b7 [CrewAI](https://ugliai.com/en/ai-tools/crewai) \u00b7 [LangGraph](https://ugliai.com/en/ai-tools/langgraph) \u00b7 [Flowise](https://ugliai.com/en/ai-tools/flowise) \u00b7 [Dify](https://ugliai.com/en/ai-tools/dify) \u00b7 [E2B](https://ugliai.com/en/ai-tools/e2b)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ugliai/your-agent-framework-cant-un-send-that-email-54h0",
   "title": "Your Agent Framework Can't Un-Send That Email",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Your Agent Framework Can't Un-Send That Email",
    "AutoGen, CrewAI, LangGraph, and Flowise will all let it happen, because none of them can reach into your mail provider and pull the message back.",
    "| [Flowise](https://ugliai.com/en/ai-tools/flowise) | The canvas | Execution records plus human-input checkpoints | Restart and concurrent-resume behavior on *your* database and topology |",
    "Tool profiles: [AutoGen](https://ugliai.com/en/ai-tools/autogen) \u00b7 [CrewAI](https://ugliai.com/en/ai-tools/crewai) \u00b7 [LangGraph](https://ugliai.com/en/ai-tools/langgraph) \u00b7 [Flowise](https://ugliai.com/en/ai-tools/flowise) \u00b7 [Dify](https://ugliai.com/en/ai-tools/dify) \u00b7 [E2B](https://ugliai.com/en/ai-tools/e2b)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ugliai/your-agent-framework-cant-un-send-that-email-54h0",
   "title": "Your Agent Framework Can't Un-Send That Email",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Your Agent Framework Can't Un-Send That Email",
    "If you need a broader application platform rather than a canvas, put [Dify](https://ugliai.com/en/ai-tools/dify) in the evaluation too.",
    "Tool profiles: [AutoGen](https://ugliai.com/en/ai-tools/autogen) \u00b7 [CrewAI](https://ugliai.com/en/ai-tools/crewai) \u00b7 [LangGraph](https://ugliai.com/en/ai-tools/langgraph) \u00b7 [Flowise](https://ugliai.com/en/ai-tools/flowise) \u00b7 [Dify](https://ugliai.com/en/ai-tools/dify) \u00b7 [E2B](https://ugliai.com/en/ai-tools/e2b)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ugliai/your-agent-framework-cant-un-send-that-email-54h0",
   "title": "Your Agent Framework Can't Un-Send That Email",
   "project": "E2B",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Your Agent Framework Can't Un-Send That Email",
    "And generated code should run in a constrained sandbox such as [E2B](https://ugliai.com/en/ai-tools/e2b) with narrow network, resource, and credential permissions \u2014 never with the orchestrator's own host access.",
    "Tool profiles: [AutoGen](https://ugliai.com/en/ai-tools/autogen) \u00b7 [CrewAI](https://ugliai.com/en/ai-tools/crewai) \u00b7 [LangGraph](https://ugliai.com/en/ai-tools/langgraph) \u00b7 [Flowise](https://ugliai.com/en/ai-tools/flowise) \u00b7 [Dify](https://ugliai.com/en/ai-tools/dify) \u00b7 [E2B](https://ugliai.com/en/ai-tools/e2b)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/kaushikb11/awesome-llm-agents",
   "title": "GitHub - kaushikb11/awesome-llm-agents: A curated list of awesome LLM agents frameworks.",
   "project": "OpenClaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": "386192",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome LLM Agent Frameworks [![Awesome](https://camo.githubusercontent.com/2727609d8bfde9ba1a95be1449eb878bfafa4d76789ba05661857e2c8ac70fa1/68747470733a2f2f63646e2e7261776769742e636f6d2f73696e647265736f726875732f617765736f6d652f643733303566333864323966656437386661383536353265336136336531353464643865383832392f6d656469612f62616467652e737667)](https://github.com/sindresorhus/awesome)",
    "## 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": [
    "# Awesome LLM Agent Frameworks [![Awesome](https://camo.githubusercontent.com/2727609d8bfde9ba1a95be1449eb878bfafa4d76789ba05661857e2c8ac70fa1/68747470733a2f2f63646e2e7261776769742e636f6d2f73696e647265736f726875732f617765736f6d652f643733303566333864323966656437386661383536353265336136336531353464643865383832392f6d656469612f62616467652e737667)](https://github.com/sindresorhus/awesome)",
    "## 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": [
    "# Awesome LLM Agent Frameworks [![Awesome](https://camo.githubusercontent.com/2727609d8bfde9ba1a95be1449eb878bfafa4d76789ba05661857e2c8ac70fa1/68747470733a2f2f63646e2e7261776769742e636f6d2f73696e647265736f726875732f617765736f6d652f643733303566333864323966656437386661383536353265336136336531353464643865383832392f6d656469612f62616467652e737667)](https://github.com/sindresorhus/awesome)",
    "## 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://autolearningagents.com/open-source-ai-agents/github-stars-ranking.php",
   "title": "Open Source AI Agents Ranked by GitHub Stars",
   "project": "AutoGen",
   "repository": null,
   "stars": "40000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agents Ranked by GitHub Stars",
    "## Most Starred AI Agent Projects",
    "AutoGen from Microsoft Research has accumulated over 40,000 GitHub stars, making it one of the most starred multi-agent frameworks."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open Source AI Agents Ranked by GitHub Stars",
    "## Most Starred AI Agent Projects",
    "AutoGen from Microsoft Research has accumulated over 40,000 GitHub stars, making it one of the most starred multi-agent frameworks."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://autolearningagents.com/open-source-ai-agents/github-stars-ranking.php",
   "title": "Open Source AI Agents Ranked by GitHub Stars",
   "project": "OpenHands",
   "repository": null,
   "stars": "70000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agents Ranked by GitHub Stars",
    "## Most Starred AI Agent Projects",
    "OpenHands (formerly OpenDevin) has surpassed 70,000 stars with its ambitious vision of fully autonomous software engineering."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open Source AI Agents Ranked by GitHub Stars",
    "## Most Starred AI Agent Projects",
    "OpenHands (formerly OpenDevin) has surpassed 70,000 stars with its ambitious vision of fully autonomous software engineering."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://autolearningagents.com/open-source-ai-agents/github-stars-ranking.php",
   "title": "Open Source AI Agents Ranked by GitHub Stars",
   "project": "Dify",
   "repository": null,
   "stars": "80000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agents Ranked by GitHub Stars",
    "## Most Starred AI Agent Projects",
    "Dify has crossed 80,000 stars as a low-code platform for building AI applications."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open Source AI Agents Ranked by GitHub Stars",
    "## Most Starred AI Agent Projects",
    "Dify has crossed 80,000 stars as a low-code platform for building AI applications."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://autolearningagents.com/open-source-ai-agents/github-stars-ranking.php",
   "title": "Open Source AI Agents Ranked by GitHub Stars",
   "project": "LangChain and LangGraph",
   "repository": null,
   "stars": "100000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agents Ranked by GitHub Stars",
    "## Most Starred AI Agent Projects",
    "LangChain and LangGraph together represent the most-starred framework ecosystem with combined stars exceeding 100,000."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open Source AI Agents Ranked by GitHub Stars",
    "## Most Starred AI Agent Projects",
    "LangChain and LangGraph together represent the most-starred framework ecosystem with combined stars exceeding 100,000."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://autolearningagents.com/open-source-ai-agents/github-stars-ranking.php",
   "title": "Open Source AI Agents Ranked by GitHub Stars",
   "project": "Hermes Agent",
   "repository": null,
   "stars": "60000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agents Ranked by GitHub Stars",
    "## Most Starred AI Agent Projects",
    "Hermes Agent reached 60,000 stars within two months of launch, demonstrating the fastest growth trajectory in the AI agent ecosystem."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open Source AI Agents Ranked by GitHub Stars",
    "## Most Starred AI Agent Projects",
    "Hermes Agent reached 60,000 stars within two months of launch, demonstrating the fastest growth trajectory in the AI agent ecosystem."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/agent-gigmole/awesome-ai-agent-tools",
   "title": "GitHub - agent-gigmole/awesome-ai-agent-tools: Curated dataset of 461 AI agent tools ranked by GitHub activity. Updated daily.",
   "project": "langchain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "131299",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agent Tools",
    "## Top 20 by Activity Score",
    "| Tool | Stars | Velocity | Pricing | Category |",
    "| [langchain](https://agentoolrank.com/tool/langchain) | 131,299 | +10,943/mo | open-source | Agent Frameworks |"
   ],
   "repository_evidence": [
    "# Awesome AI Agent Tools",
    "## Data Format",
    "### tools.json",
    " { \"id\" : \" langchain \" , \"name\" : \" langchain \" , \"tagline\" : \" Build context-aware reasoning applications \" , \"website\" : \" https://langchain.com \" , \"github\" : \" https://github.com/langchain-ai/langchain \" , \"categories\" : [ \" agent-frameworks \" , \" memory-knowledge \" ], \"stars\" : 131299 , \"star_velocity_30d\" : 10943 , \"last_commit\" : \" 2026-03-28T10:00:00Z \" , \"releases_6m\" : 42 , \"pricing\" : \" open-source \" , \"score\" : 0.824 , \"rank_percentile\" : 99 }"
   ],
   "stars_evidence": [
    "# Awesome AI Agent Tools",
    "## Top 20 by Activity Score",
    "| Tool | Stars | Velocity | Pricing | Category |",
    "| [langchain](https://agentoolrank.com/tool/langchain) | 131,299 | +10,943/mo | open-source | Agent Frameworks |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://crewai.com/open-source",
   "title": "CrewAI",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CrewAI Open Source",
    "CrewAI is built in the open to make multi-agent systems available to all.",
    "Get CrewAI OSS",
    "An open-source agent framework with high-level abstractions and low-level APIs for building complex, agent-driven workflows."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.06392",
   "title": "Qualixar OS: A Universal Operating System for AI Agent Orchestration",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "1\nIntroduction",
    "Unlike prior work that addresses kernel-level resource\nscheduling (AIOS) or single-framework pipelines (AutoGen, CrewAI), Qualixar OS provides\na complete runtime for heterogeneous multi-agent systems spanning 10 LLM providers, 8+\nagent frameworks, and 7 communication transports.",
    "AutoGen [23] introduced conversational multi-agent programming but supports only sequen-\ntial and group-chat topologies."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.06392",
   "title": "Qualixar OS: A Universal Operating System for AI Agent Orchestration",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "1\nIntroduction",
    "Unlike prior work that addresses kernel-level resource\nscheduling (AIOS) or single-framework pipelines (AutoGen, CrewAI), Qualixar OS provides\na complete runtime for heterogeneous multi-agent systems spanning 10 LLM providers, 8+\nagent frameworks, and 7 communication transports.",
    "CrewAI [18] provides role-based agent teams with sequential\nand hierarchical execution but lacks cost routing or quality assurance."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.06392",
   "title": "Qualixar OS: A Universal Operating System for AI Agent Orchestration",
   "project": "MetaGPT",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "2.1\nMulti-Agent Frameworks",
    "MetaGPT [12] encodes\nStandard Operating Procedures (SOPs) into agent pipelines but is not framework-agnostic."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.06392",
   "title": "Qualixar OS: A Universal Operating System for AI Agent Orchestration",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "2.1\nMulti-Agent Frameworks",
    "LangGraph [14] offers DAG-based execution with state machines but no automatic\nteam design or dashboard."
   ],
   "repository_evidence": [
    "2.1\nMulti-Agent Frameworks"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.06392",
   "title": "Qualixar OS: A Universal Operating System for AI Agent Orchestration",
   "project": "CAMEL",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "2.1\nMulti-Agent Frameworks",
    "CAMEL [15] pioneered role-playing communication but implements only a single two-agent\ntopology."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.06392",
   "title": "Qualixar OS: A Universal Operating System for AI Agent Orchestration",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[18] Jo\u00e3o Moura. CrewAI: Framework for orchestrating role-playing autonomous AI agents."
   ],
   "repository_evidence": [
    "[18] Jo\u00e3o Moura. CrewAI: Framework for orchestrating role-playing autonomous AI agents.\n\nhttps://github.com/crewAIInc/crewAI, 2024."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://zarifautomates.com/blog/best-open-source-ai-agent-tools",
   "title": "Best Open Source AI Agent Tools",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source AI Agent Tools",
    "Open source AI agent frameworks are MIT/Apache-licensed libraries for building autonomous AI systems that plan, call tools, manage state, and chain reasoning steps.",
    "The serious 2026 frameworks are LangGraph, CrewAI, AutoGen (now in maintenance), Microsoft Agent Framework, OpenAI Agents SDK, Dify, Mastra, and Google ADK.",
    "LangGraph is the agent framework that came out of LangChain and grew up."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://zarifautomates.com/blog/best-open-source-ai-agent-tools",
   "title": "Best Open Source AI Agent Tools",
   "project": "CrewAI",
   "repository": null,
   "stars": "47800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source AI Agent Tools",
    "Open source AI agent frameworks are MIT/Apache-licensed libraries for building autonomous AI systems that plan, call tools, manage state, and chain reasoning steps.",
    "The serious 2026 frameworks are LangGraph, CrewAI, AutoGen (now in maintenance), Microsoft Agent Framework, OpenAI Agents SDK, Dify, Mastra, and Google ADK.",
    "CrewAI's pitch: define agents with roles (\"researcher,\" \"writer,\" \"QA reviewer\"), give them tasks, let them collaborate."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Open Source AI Agent Tools",
    "The serious 2026 frameworks are LangGraph, CrewAI, AutoGen (now in maintenance), Microsoft Agent Framework, OpenAI Agents SDK, Dify, Mastra, and Google ADK.",
    "- **CrewAI** dominates GitHub stars (47.8K+) and quick multi-agent prototyping; 5.2M monthly downloads"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://zarifautomates.com/blog/best-open-source-ai-agent-tools",
   "title": "Best Open Source AI Agent Tools",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source AI Agent Tools",
    "Open source AI agent frameworks are MIT/Apache-licensed libraries for building autonomous AI systems that plan, call tools, manage state, and chain reasoning steps.",
    "The serious 2026 frameworks are LangGraph, CrewAI, AutoGen (now in maintenance), Microsoft Agent Framework, OpenAI Agents SDK, Dify, Mastra, and Google ADK.",
    "AutoGen was Microsoft Research's contribution \u2014 an asynchronous conversational agent framework where agents pass messages back and forth."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://zarifautomates.com/blog/best-open-source-ai-agent-tools",
   "title": "Best Open Source AI Agent Tools",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source AI Agent Tools",
    "Open source AI agent frameworks are MIT/Apache-licensed libraries for building autonomous AI systems that plan, call tools, manage state, and chain reasoning steps.",
    "The serious 2026 frameworks are LangGraph, CrewAI, AutoGen (now in maintenance), Microsoft Agent Framework, OpenAI Agents SDK, Dify, Mastra, and Google ADK.",
    "Released April 2026 as the production successor to AutoGen and Semantic Kernel."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://zarifautomates.com/blog/best-open-source-ai-agent-tools",
   "title": "Best Open Source AI Agent Tools",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source AI Agent Tools",
    "Open source AI agent frameworks are MIT/Apache-licensed libraries for building autonomous AI systems that plan, call tools, manage state, and chain reasoning steps.",
    "The serious 2026 frameworks are LangGraph, CrewAI, AutoGen (now in maintenance), Microsoft Agent Framework, OpenAI Agents SDK, Dify, Mastra, and Google ADK.",
    "OpenAI shipped their own Agents SDK in 2024 and matured it through 2025-2026."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://zarifautomates.com/blog/best-open-source-ai-agent-tools",
   "title": "Best Open Source AI Agent Tools",
   "project": "Dify",
   "repository": null,
   "stars": "129800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source AI Agent Tools",
    "Open source AI agent frameworks are MIT/Apache-licensed libraries for building autonomous AI systems that plan, call tools, manage state, and chain reasoning steps.",
    "The serious 2026 frameworks are LangGraph, CrewAI, AutoGen (now in maintenance), Microsoft Agent Framework, OpenAI Agents SDK, Dify, Mastra, and Google ADK.",
    "Dify has 129.8K GitHub stars \u2014 the most in the field \u2014 but calling it a framework is a stretch."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Open Source AI Agent Tools",
    "The serious 2026 frameworks are LangGraph, CrewAI, AutoGen (now in maintenance), Microsoft Agent Framework, OpenAI Agents SDK, Dify, Mastra, and Google ADK.",
    "- **Dify** leads pure GitHub stars (129.8K) but is more low-code platform than dev framework"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://zarifautomates.com/blog/best-open-source-ai-agent-tools",
   "title": "Best Open Source AI Agent Tools",
   "project": "Mastra",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source AI Agent Tools",
    "Open source AI agent frameworks are MIT/Apache-licensed libraries for building autonomous AI systems that plan, call tools, manage state, and chain reasoning steps.",
    "The serious 2026 frameworks are LangGraph, CrewAI, AutoGen (now in maintenance), Microsoft Agent Framework, OpenAI Agents SDK, Dify, Mastra, and Google ADK.",
    "Mastra emerged in 2024-2025 as the answer for JavaScript/TypeScript shops who didn't want to wrap Python LangGraph code."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://zarifautomates.com/blog/best-open-source-ai-agent-tools",
   "title": "Best Open Source AI Agent Tools",
   "project": "Google ADK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source AI Agent Tools",
    "Open source AI agent frameworks are MIT/Apache-licensed libraries for building autonomous AI systems that plan, call tools, manage state, and chain reasoning steps.",
    "The serious 2026 frameworks are LangGraph, CrewAI, AutoGen (now in maintenance), Microsoft Agent Framework, OpenAI Agents SDK, Dify, Mastra, and Google ADK.",
    "Google's Agent Development Kit is the underdog with serious resources."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.bytebytego.com/p/top-ai-github-repositories-in-2026",
   "title": "Top AI GitHub Repositories in 2026",
   "project": "OpenClaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": "210000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top AI GitHub Repositories in 2026",
    "Let\u2019s look at the most impactful AI repositories trending on GitHub right now, covering what they do, why they matter, and how they fit into the broader AI landscape.",
    "OpenClaw",
    "OpenClaw is the breakout star of 2026 and arguably the fastest-growing open-source project in GitHub history."
   ],
   "repository_evidence": [
    "# Top AI GitHub Repositories in 2026",
    "**References:**",
    "- OpenClaw -[ github.com/openclaw/openclaw](https://github.com/openclaw/openclaw)"
   ],
   "stars_evidence": [
    "# Top AI GitHub Repositories in 2026",
    "Let\u2019s look at the most impactful AI repositories trending on GitHub right now, covering what they do, why they matter, and how they fit into the broader AI landscape.",
    "OpenClaw",
    "Created by PSPDFKit founder Peter Steinberger, it surged from 9,000 to over 60,000 stars in just a few days after going viral in late January 2026, and has since blown past 210,000 stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.bytebytego.com/p/top-ai-github-repositories-in-2026",
   "title": "Top AI GitHub Repositories in 2026",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top AI GitHub Repositories in 2026",
    "Let\u2019s look at the most impactful AI repositories trending on GitHub right now, covering what they do, why they matter, and how they fit into the broader AI landscape.",
    "n8n",
    "n8n is an open-source workflow automation platform that combines a visual, no-code interface with the flexibility of custom code, now enhanced with native AI capabilities."
   ],
   "repository_evidence": [
    "# Top AI GitHub Repositories in 2026",
    "**References:**",
    "- n8n -[ github.com/n8n-io/n8n](https://github.com/n8n-io/n8n)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.bytebytego.com/p/top-ai-github-repositories-in-2026",
   "title": "Top AI GitHub Repositories in 2026",
   "project": "Ollama",
   "repository": "https://github.com/ollama/ollama",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top AI GitHub Repositories in 2026",
    "Let\u2019s look at the most impactful AI repositories trending on GitHub right now, covering what they do, why they matter, and how they fit into the broader AI landscape.",
    "Ollama",
    "It is a lightweight framework written in Go for running and managing large language models entirely on your own hardware."
   ],
   "repository_evidence": [
    "# Top AI GitHub Repositories in 2026",
    "**References:**",
    "- Ollama -[ github.com/ollama/ollama](https://github.com/ollama/ollama)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.bytebytego.com/p/top-ai-github-repositories-in-2026",
   "title": "Top AI GitHub Repositories in 2026",
   "project": "Langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top AI GitHub Repositories in 2026",
    "Let\u2019s look at the most impactful AI repositories trending on GitHub right now, covering what they do, why they matter, and how they fit into the broader AI landscape.",
    "Langflow",
    "Langflow is a low-code platform for designing and deploying AI-powered agents and retrieval-augmented generation (RAG) workflows, built on top of the LangChain framework."
   ],
   "repository_evidence": [
    "# Top AI GitHub Repositories in 2026",
    "**References:**",
    "- Langflow -[ github.com/langflow-ai/langflow](https://github.com/langflow-ai/langflow)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.bytebytego.com/p/top-ai-github-repositories-in-2026",
   "title": "Top AI GitHub Repositories in 2026",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top AI GitHub Repositories in 2026",
    "Let\u2019s look at the most impactful AI repositories trending on GitHub right now, covering what they do, why they matter, and how they fit into the broader AI landscape.",
    "Dify",
    "Dify is a production-ready platform for agentic workflow development, offering an all-in-one toolchain to build, deploy, and manage AI applications."
   ],
   "repository_evidence": [
    "# Top AI GitHub Repositories in 2026",
    "**References:**",
    "- Dify -[ github.com/langgenius/dify](https://github.com/langgenius/dify)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.bytebytego.com/p/top-ai-github-repositories-in-2026",
   "title": "Top AI GitHub Repositories in 2026",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
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    "### 1. LangGraph (LangChain) \u2014 \ud83c\udfc6 Production king #",
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    "### 1. LangGraph (LangChain) \u2014 \ud83c\udfc6 Production king #",
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   "license_evidence": null
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   "title": "Open Source AI Agent Framework Top 10 (2026)",
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    "### 2. CrewAI \u2014 Multi-agent role play #",
    "**Stack**: Python. **Best for**: tasks naturally decomposing into specialist agents. **Why**: Best-in-class for \u201cmanager + researcher + writer\u201d patterns. Clean role/task/crew abstractions. **Gotcha**: roleplay framing makes simple workflows over-engineered."
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   "repository_evidence": null,
   "stars_evidence": null,
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    "# Open Source AI Agent Framework Top 10 (2026)",
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    "### 2. CrewAI \u2014 Multi-agent role play #",
    "**Stack**: Python. **Best for**: tasks naturally decomposing into specialist agents. **Why**: Best-in-class for \u201cmanager + researcher + writer\u201d patterns. Clean role/task/crew abstractions. **Gotcha**: roleplay framing makes simple workflows over-engineered."
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   "license_evidence": null
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   "stars": null,
   "description": "academic experimentation, Microsoft-stack integration",
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    "### 3. AutoGen (Microsoft) \u2014 Research + enterprise MS #",
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": [
    "# Open Source AI Agent Framework Top 10 (2026)",
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    "### 3. AutoGen (Microsoft) \u2014 Research + enterprise MS #",
    "**Stack**: Python. **Best for**: academic experimentation, Microsoft-stack integration. **Why**: Microsoft backing, broad model support, good for complex multi-agent conversations. **Gotcha**: less production polish, more conceptual heavy."
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   "license_evidence": null
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   "title": "Open Source AI Agent Framework Top 10 (2026)",
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   "stars": null,
   "description": "TS/Node.js production teams",
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    "# 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 #",
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": [
    "# Open Source AI Agent Framework Top 10 (2026)",
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    "### 4. Mastra \u2014 TypeScript first #",
    "**Stack**: TypeScript. **Best for**: TS/Node.js production teams. **Why**: First-class TypeScript types, integrates with Vercel, modern JS ecosystem. **Gotcha**: smaller community than Python options."
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   "license_evidence": null
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   "title": "Open Source AI Agent Framework Top 10 (2026)",
   "project": "Agno",
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   "stars": null,
   "description": "simple production agents without LangChain heaviness",
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   "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 #",
    "**Stack**: Python. **Best for**: simple production agents without LangChain heaviness. **Why**: Lighter than LangGraph, focused on tool use + memory. **Gotcha**: less mature ecosystem."
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": [
    "# Open Source AI Agent Framework Top 10 (2026)",
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    "### 5. Agno (formerly PhiData) \u2014 Pragmatic Python #",
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   "license_evidence": null
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   "title": "Open Source AI Agent Framework Top 10 (2026)",
   "project": "Superagent",
   "repository": null,
   "stars": "67000",
   "description": "teams wanting agent platform with UI, not just library",
   "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 #",
    "**Stack**: Python + UI. **Best for**: teams wanting agent platform with UI, not just library. **Why**: Self-hosted agent management UI. Multi-tenancy support. **Gotcha**: more infra to operate."
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   "repository_evidence": null,
   "stars_evidence": [
    "# Open Source AI Agent Framework Top 10 (2026)",
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    "### 7. OpenHands (All-Hands-AI) \u2014 Autonomous coding agents #",
    "**Stack**: Python + Docker. **Best for**: autonomous multi-step coding tasks. **Why**: 67K stars, academic citations, designed for \u201cgive task, walk away\u201d loops. **Gotcha**: heavyweight setup, mainly coding-focused."
   ],
   "description_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 #",
    "**Stack**: Python + UI. **Best for**: teams wanting agent platform with UI, not just library. **Why**: Self-hosted agent management UI. Multi-tenancy support. **Gotcha**: more infra to operate."
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   "license_evidence": null
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   "title": "Open Source AI Agent Framework Top 10 (2026)",
   "project": "OpenHands",
   "repository": null,
   "stars": "67000",
   "description": "autonomous multi-step coding tasks",
   "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 #",
    "**Stack**: Python + Docker. **Best for**: autonomous multi-step coding tasks. **Why**: 67K stars, academic citations, designed for \u201cgive task, walk away\u201d loops. **Gotcha**: heavyweight setup, mainly coding-focused."
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   "repository_evidence": null,
   "stars_evidence": [
    "# Open Source AI Agent Framework Top 10 (2026)",
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    "### 7. OpenHands (All-Hands-AI) \u2014 Autonomous coding agents #",
    "**Stack**: Python + Docker. **Best for**: autonomous multi-step coding tasks. **Why**: 67K stars, academic citations, designed for \u201cgive task, walk away\u201d loops. **Gotcha**: heavyweight setup, mainly coding-focused."
   ],
   "description_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 #",
    "**Stack**: Python + Docker. **Best for**: autonomous multi-step coding tasks. **Why**: 67K stars, academic citations, designed for \u201cgive task, walk away\u201d loops. **Gotcha**: heavyweight setup, mainly coding-focused."
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   "license_evidence": null
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   "title": "Open Source AI Agent Framework Top 10 (2026)",
   "project": "Smol Agents",
   "repository": null,
   "stars": null,
   "description": "small focused agents without framework overhead",
   "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 #",
    "**Stack**: Python. **Best for**: small focused agents without framework overhead. **Why**: Hugging Face backing, \u201csmall is beautiful\u201d philosophy. **Gotcha**: small means missing features at scale."
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": [
    "# Open Source AI Agent Framework Top 10 (2026)",
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    "### 8. Smol Agents (Hugging Face) \u2014 Minimal Python #",
    "**Stack**: Python. **Best for**: small focused agents without framework overhead. **Why**: Hugging Face backing, \u201csmall is beautiful\u201d philosophy. **Gotcha**: small means missing features at scale."
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   "license_evidence": null
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   "title": "Open Source AI Agent Framework Top 10 (2026)",
   "project": "OpenAI Swarm",
   "repository": null,
   "stars": null,
   "description": "lightweight agent handoffs without state",
   "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 #",
    "**Stack**: Python. **Best for**: lightweight agent handoffs without state. **Why**: OpenAI-supported (experimental), minimalist design. **Gotcha**: explicitly experimental, no SLA."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": [
    "# Open Source AI Agent Framework Top 10 (2026)",
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    "### 10. OpenAI Swarm \u2014 Lightweight handoffs #",
    "**Stack**: Python. **Best for**: lightweight agent handoffs without state. **Why**: OpenAI-supported (experimental), minimalist design. **Gotcha**: explicitly experimental, no SLA."
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   "license_evidence": null
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   "url": "https://agentlist.top/en/best/workflow",
   "title": "Best Workflow Open Source Projects Top 20 | AgentList",
   "project": "n8n",
   "repository": "/en/projects/n8n-io-n8n/",
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    "## n8n"
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   "repository": "/en/projects/langflow-ai-langflow/",
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   "title": "Best Workflow Open Source Projects Top 20 | AgentList",
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   "repository": "/en/projects/github-spec-kit/",
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    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
    "## Spec Kit"
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    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
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   "stars_evidence": [
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    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
    "## Get Shit Done"
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    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
    "codingagenttoolsjavascript ](/en/projects/gsd-build-get-shit-done/)"
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   "stars_evidence": [
    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
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   "url": "https://agentlist.top/en/best/workflow",
   "title": "Best Workflow Open Source Projects Top 20 | AgentList",
   "project": "TrendRadar",
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   "stars": "60600",
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   "project_evidence": [
    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
    "## TrendRadar"
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    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
    "automationllmpythontools ](/en/projects/sansan0-trendradar/)"
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   "stars_evidence": [
    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
    "60.6k Stars"
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   "description_evidence": null,
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  {
   "url": "https://agentlist.top/en/best/workflow",
   "title": "Best Workflow Open Source Projects Top 20 | AgentList",
   "project": "Flowise",
   "repository": "/en/projects/flowiseai-flowise/",
   "stars": "54700",
   "description": null,
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   "project_evidence": [
    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
    "## Flowise"
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    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
    "low-codeworkflowragtypescript ](/en/projects/flowiseai-flowise/)"
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   "stars_evidence": [
    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
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  {
   "url": "https://agentlist.top/en/best/workflow",
   "title": "Best Workflow Open Source Projects Top 20 | AgentList",
   "project": "LiteLLM",
   "repository": "/en/projects/berriai-litellm/",
   "stars": "53700",
   "description": null,
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   "project_evidence": [
    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
    "## LiteLLM"
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    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
    "llmgatewayproxyobservability ](/en/projects/berriai-litellm/)"
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   "stars_evidence": [
    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
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   "description": null,
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   "project_evidence": [
    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
    "## JeecgBoot"
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   "repository_evidence": [
    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
    "workflowjavaagentautomation ](/en/projects/jeecgboot/)"
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   "stars_evidence": [
    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
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   "description_evidence": null,
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  {
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   "title": "Best Workflow Open Source Projects Top 20 | AgentList",
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   "project_evidence": [
    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
    "## Airflow"
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    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
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   "stars_evidence": [
    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
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   "url": "https://agentlist.top/en/best/workflow",
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    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
    "## gRPC"
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    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
    "rpcprotocol-buffershttp2microservices ](/en/projects/grpc-grpc/)"
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    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
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   "description": null,
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   "project_evidence": [
    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
    "## OpenMontage"
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    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
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   "project_evidence": [
    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
    "## ToolJet"
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    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
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    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
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    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
    "## 1Panel"
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    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
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    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
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    "# Best Workflow Top 20",
    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
    "## DSPy"
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    "## Hyperframes"
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    "Top 20 most popular open-source Workflow projects, ranked by GitHub Stars.",
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    "## Conductor"
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    "## FastGPT"
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    "- [AG2](https://github.com/ag2ai/ag2) [![GitHub Repo stars](https://camo.githubusercontent.com/55b1d832dd2f69986a528dfb52bb54f037e90af1b94121d69953e15a0aa1cff7/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f61673261692f6167323f7374796c653d736f6369616c)](https://camo.githubusercontent.com/55b1d832dd2f69986a528dfb52bb54f037e90af1b94121d69953e15a0aa1cff7/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f61673261692f6167323f7374796c653d736f6369616c) - Community continuation of Microsoft's AutoGen multi-agent framework."
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    "## Agent SDK / framework",
    "Code-first libraries and frameworks for defining agents, tools, prompts, model calls, and shared state in custom agent applications.",
    "- [AG2](https://github.com/ag2ai/ag2) [![GitHub Repo stars](https://camo.githubusercontent.com/55b1d832dd2f69986a528dfb52bb54f037e90af1b94121d69953e15a0aa1cff7/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f61673261692f6167323f7374796c653d736f6369616c)](https://camo.githubusercontent.com/55b1d832dd2f69986a528dfb52bb54f037e90af1b94121d69953e15a0aa1cff7/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f61673261692f6167323f7374796c653d736f6369616c) - Community continuation of Microsoft's AutoGen multi-agent framework."
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   "project": "Agency Swarm",
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    "## Agent SDK / framework",
    "Code-first libraries and frameworks for defining agents, tools, prompts, model calls, and shared state in custom agent applications.",
    "- [Agency Swarm](https://github.com/VRSEN/agency-swarm) [![GitHub Repo stars](https://camo.githubusercontent.com/f87fd91f079cfd659001dc729c8ebec18b87160a0bdb51518973401836249744/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f565253454e2f6167656e63792d737761726d3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/f87fd91f079cfd659001dc729c8ebec18b87160a0bdb51518973401836249744/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f565253454e2f6167656e63792d737761726d3f7374796c653d736f6369616c) - Open-source framework for building structured, reliable AI agent networks where each agent has clearly defined roles and communication channels."
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    "## Agent SDK / framework",
    "Code-first libraries and frameworks for defining agents, tools, prompts, model calls, and shared state in custom agent applications.",
    "- [Agency Swarm](https://github.com/VRSEN/agency-swarm) [![GitHub Repo stars](https://camo.githubusercontent.com/f87fd91f079cfd659001dc729c8ebec18b87160a0bdb51518973401836249744/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f565253454e2f6167656e63792d737761726d3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/f87fd91f079cfd659001dc729c8ebec18b87160a0bdb51518973401836249744/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f565253454e2f6167656e63792d737761726d3f7374796c653d736f6369616c) - Open-source framework for building structured, reliable AI agent networks where each agent has clearly defined roles and communication channels."
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   "title": "Python AI Agent Frameworks: August 2026 Release Rundown",
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   "title": "Python AI Agent Frameworks: August 2026 Release Rundown",
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    "Four major Python AI agent frameworks shipped notable releases in August 2026, and at least one of them requires action on your part today.",
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    "## OpenAI Agents SDK v0.21.1: Check Your Model Pin"
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    "Four major Python AI agent frameworks shipped notable releases in August 2026, and at least one of them requires action on your part today.",
    "v0.21.1 (August 16) also ships [sandboxed execution](https://openai.github.io/openai-agents-python/ref/sandbox/), which is genuinely useful.",
    "## OpenAI Agents SDK v0.21.1: Check Your Model Pin"
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    "Pydantic AI had to ship an emergency compatibility fix the same morning [anthropic 1.0.0](https://pypi.org/project/anthropic/) dropped.",
    "## Pydantic AI v2.33.0: The anthropic 1.0.0 Compatibility Fix"
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    "If you are using Pydantic AI with Anthropic models, upgrade both packages together: `pip install \"pydantic-ai>=2.33.0\" \"anthropic>=1.0.0\"`. Do not upgrade one without the other on a prior version. [Full release notes on GitHub](https://github.com/pydantic/pydantic-ai/releases).",
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    "If your stack is not Vertex AI or Gemini, that gap is real and worth benchmarking before you commit. [Full ADK changelog on GitHub](https://github.com/google/adk-python/blob/main/CHANGELOG.md).",
    "## Google ADK 2.7: Correctness and Go Workflows"
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   "url": "https://byteiota.com/python-ai-agent-frameworks-august-2026-release-rundown",
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   "url": "https://byteiota.com/python-ai-agent-frameworks-august-2026-release-rundown",
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   "title": "Python AI Agent Frameworks: August 2026 Release Rundown",
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   "url": "https://tinycommand.com/ai-agents/open-source-ai-agent-frameworks",
   "title": "Best Open Source AI Agent Frameworks in 2026 (Compared)",
   "project": "LangGraph",
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   "stars": "34000",
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    "| 5 | AutoGPT | Experimental automation | ~165K | Limited | Low |"
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    "References",
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   "repository_evidence": [
    "References",
    "- [19] (2023) LangGraph. Note: [https://www.langchain.com/langgraph](https://www.langchain.com/langgraph) Cited by: \u00a72.1, \u00a72.1, Table 2."
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   "repository_evidence": null,
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  },
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   "url": "https://nicklaunches.com/blog/open-source-ai-agent-frameworks-2026",
   "title": "7 Open-Source AI Agent Frameworks Worth Testing in 2026",
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    "| **Agent Zero** | 17.2k | General-purpose autonomous assistant | Python |",
    "## 1. Agent Zero: An organic, general-purpose agent"
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    "## 1. Agent Zero: An organic, general-purpose agent",
    "\u2192 agent0ai/agent-zero",
    "https://github.com/agent0ai/agent-zero"
   ],
   "stars_evidence": [
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    "| **Agent Zero** | 17.2k | General-purpose autonomous assistant | Python |",
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   "url": "https://nicklaunches.com/blog/open-source-ai-agent-frameworks-2026",
   "title": "7 Open-Source AI Agent Frameworks Worth Testing in 2026",
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    "| **OpenClaw** | 363k | Multi-channel personal assistant | TypeScript |",
    "## 2. OpenClaw: The lobster multi-channel assistant"
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    "| Framework | Stars | Primary use | Language |",
    "| **OpenClaw** | 363k | Multi-channel personal assistant | TypeScript |",
    "## 2. OpenClaw: The lobster multi-channel assistant"
   ],
   "description_evidence": null,
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   "url": "https://nicklaunches.com/blog/open-source-ai-agent-frameworks-2026",
   "title": "7 Open-Source AI Agent Frameworks Worth Testing in 2026",
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    "A hands-on tour of 7 open-source AI agent frameworks: Agent Zero, OpenClaw, Hermes Agent, ZeroClaw, NanoClaw, Evolver, EvoAgentX.",
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    "## 3. Hermes Agent: A self-improving agent with a learning loop"
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    "## 3. Hermes Agent: A self-improving agent with a learning loop",
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    "A hands-on tour of 7 open-source AI agent frameworks: Agent Zero, OpenClaw, Hermes Agent, ZeroClaw, NanoClaw, Evolver, EvoAgentX.",
    "| Framework | Stars | Primary use | Language |",
    "| **Hermes Agent** | 113k | Self-improving learning-loop agent | Python |",
    "## 3. Hermes Agent: A self-improving agent with a learning loop"
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  },
  {
   "url": "https://nicklaunches.com/blog/open-source-ai-agent-frameworks-2026",
   "title": "7 Open-Source AI Agent Frameworks Worth Testing in 2026",
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    "## 4. ZeroClaw: A Rust personal assistant for $10 hardware"
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    "## 4. ZeroClaw: A Rust personal assistant for $10 hardware",
    "\u2192 zeroclaw-labs/zeroclaw",
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    "A hands-on tour of 7 open-source AI agent frameworks: Agent Zero, OpenClaw, Hermes Agent, ZeroClaw, NanoClaw, Evolver, EvoAgentX.",
    "| Framework | Stars | Primary use | Language |",
    "| **ZeroClaw** | 30.5k | Lean, hardware-friendly personal assistant | Rust |",
    "## 4. ZeroClaw: A Rust personal assistant for $10 hardware"
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   "url": "https://nicklaunches.com/blog/open-source-ai-agent-frameworks-2026",
   "title": "7 Open-Source AI Agent Frameworks Worth Testing in 2026",
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    "| **NanoClaw** | 27.8k | Container-isolated Claude assistant | TypeScript |",
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    "## 5. NanoClaw: Container-isolated Claude in your messaging apps",
    "\u2192 qwibitai/nanoclaw",
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   ],
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    "A hands-on tour of 7 open-source AI agent frameworks: Agent Zero, OpenClaw, Hermes Agent, ZeroClaw, NanoClaw, Evolver, EvoAgentX.",
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    "| **NanoClaw** | 27.8k | Container-isolated Claude assistant | TypeScript |",
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   "url": "https://nicklaunches.com/blog/open-source-ai-agent-frameworks-2026",
   "title": "7 Open-Source AI Agent Frameworks Worth Testing in 2026",
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   "project_evidence": [
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    "| **Evolver** | 6.7k | Auditable agent self-evolution engine | Node.js |",
    "## 6. Evolver: Auditable self-evolution for any agent"
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   "repository_evidence": [
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    "## 6. Evolver: Auditable self-evolution for any agent",
    "\u2192 EvoMap/evolver",
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   ],
   "stars_evidence": [
    "A hands-on tour of 7 open-source AI agent frameworks: Agent Zero, OpenClaw, Hermes Agent, ZeroClaw, NanoClaw, Evolver, EvoAgentX.",
    "| Framework | Stars | Primary use | Language |",
    "| **Evolver** | 6.7k | Auditable agent self-evolution engine | Node.js |",
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    "## 7. EvoAgentX: Auto-built, self-evolving workflows",
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    "A hands-on tour of 7 open-source AI agent frameworks: Agent Zero, OpenClaw, Hermes Agent, ZeroClaw, NanoClaw, Evolver, EvoAgentX.",
    "| Framework | Stars | Primary use | Language |",
    "| **EvoAgentX** | 2.9k | Self-evolving multi-agent workflows | Python |",
    "## 7. EvoAgentX: Auto-built, self-evolving workflows"
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   "url": "https://everydev.ai/tools/munder-difflin",
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   "license": null,
   "project_evidence": [
    "# Munder Difflin",
    "Munder Difflin is a free, MIT-licensed desktop application built by Chaitanya Giri that turns terminal-based AI coding agents into a self-coordinating team of \"clones\" running locally on your machine."
   ],
   "repository_evidence": [
    "[Docs](https://github.com/chaitanyagiri/munder-difflin?utm_source=everydev.ai)[GitHub](https://github.com/chaitanyagiri/munder-difflin?utm_source=everydev.ai)[llms.txt](/tools/munder-difflin/llms.txt)",
    "# Munder Difflin"
   ],
   "stars_evidence": [
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    "# Munder Difflin"
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  },
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   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
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   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [OpenCode](/opencode) | 188,976 (2026-07-20) | 191,820 | +2,844 | 12 | ~237 |"
   ],
   "repository_evidence": [
    "Research reportai-agents",
    "## Methodology",
    "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": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [OpenCode](/opencode) | 188,976 (2026-07-20) | 191,820 | +2,844 | 12 | ~237 |"
   ],
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  },
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   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
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   "stars": "103012",
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   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [OpenAI Codex CLI](/codex-cli) | 100,940 (2026-07-23) | 103,012 | +2,072 | 9 | ~230 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [OpenAI Codex CLI](/codex-cli) | 100,940 (2026-07-23) | 103,012 | +2,072 | 9 | ~230 |"
   ],
   "description_evidence": null,
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  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
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   "stars": "143147",
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   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [LangChain](/langchain) | 142,424 (2026-07-23) | 143,147 | +723 | 9 | ~80 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [LangChain](/langchain) | 142,424 (2026-07-23) | 143,147 | +723 | 9 | ~80 |"
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  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
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   "stars": "56450",
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   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [CrewAI](/crewai) | 55,908 (2026-07-21) | 56,450 | +542 | 11 | ~49 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [CrewAI](/crewai) | 55,908 (2026-07-21) | 56,450 | +542 | 11 | ~49 |"
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  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
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   "project_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [Warp](/warp) (terminal client) | 63,600 (2026-07-25) | 63,844 | +244 | 7 | ~35 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [Warp](/warp) (terminal client) | 63,600 (2026-07-25) | 63,844 | +244 | 7 | ~35 |"
   ],
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  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
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   "stars": "26804",
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   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [Mastra](/mastra) | 26,500 (2026-07-23) | 26,804 | +304 | 9 | ~34 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [Mastra](/mastra) | 26,500 (2026-07-23) | 26,804 | +304 | 9 | ~34 |"
   ],
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  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
   "project": "LlamaIndex",
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   "stars": "51267",
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   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [LlamaIndex](/llamaindex) | 50,962 (2026-07-20) | 51,267 | +305 | 12 | ~25 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [LlamaIndex](/llamaindex) | 50,962 (2026-07-20) | 51,267 | +305 | 12 | ~25 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
   "project": "Microsoft AutoGen",
   "repository": null,
   "stars": "60142",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [Microsoft AutoGen](/microsoft-autogen) | 59,867 (2026-07-21) | 60,142 | +275 | 11 | ~25 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [Microsoft AutoGen](/microsoft-autogen) | 59,867 (2026-07-21) | 60,142 | +275 | 11 | ~25 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "28325",
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   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [OpenAI Agents SDK](/openai-agents-sdk) | 28,119 (2026-07-23) | 28,325 | +206 | 9 | ~23 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [OpenAI Agents SDK](/openai-agents-sdk) | 28,119 (2026-07-23) | 28,325 | +206 | 9 | ~23 |"
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "18939",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [Pydantic AI](/pydantic-ai) | 18,708 (2026-07-21) | 18,939 | +231 | 11 | ~21 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [Pydantic AI](/pydantic-ai) | 18,708 (2026-07-21) | 18,939 | +231 | 11 | ~21 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
   "project": "Letta",
   "repository": null,
   "stars": "24046",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [Letta](/letta) | ~23,900 (2026-07-24, rounded) | 24,046 | ~+146 | 8 | ~18* |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [Letta](/letta) | ~23,900 (2026-07-24, rounded) | 24,046 | ~+146 | 8 | ~18* |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": "12527",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [Microsoft Agent Framework](/microsoft-agent-framework) | 12,400 (2026-07-25, rounded) | 12,527 | ~+127 | 7 | ~18* |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [Microsoft Agent Framework](/microsoft-agent-framework) | 12,400 (2026-07-25, rounded) | 12,527 | ~+127 | 7 | ~18* |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
   "project": "Google Agent Development Kit",
   "repository": null,
   "stars": "20962",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [Google Agent Development Kit](/google-adk) (Python SDK) | 20,929 (2026-07-29) | 20,962 | +33 | 3 | ~11 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Research reportai-agents",
    "## The velocity leaderboard",
    "| [Google Agent Development Kit](/google-adk) (Python SDK) | 20,929 (2026-07-29) | 20,962 | +33 | 3 | ~11 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
   "project": "n8n",
   "repository": null,
   "stars": "198915",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [n8n](/n8n) | Agent platforms | 198,915 | 59,823 | 2026-08-01 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [n8n](/n8n) | Agent platforms | 198,915 | 59,823 | 2026-08-01 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
   "project": "Dify",
   "repository": null,
   "stars": "150967",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [Dify](/dify) | Agent platforms | 150,967 | 23,810 | 2026-08-01 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [Dify](/dify) | Agent platforms | 150,967 | 23,810 | 2026-08-01 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
   "project": "Botpress",
   "repository": "botpress/botpress",
   "stars": "14841",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [Botpress](/botpress) | Agent platforms | 14,841 | 2,286 | 2026-07-31 |"
   ],
   "repository_evidence": [
    "Research reportai-agents",
    "## Methodology",
    "and **`botpress/botpress`**, confirmed as the canonical repository via the same API call."
   ],
   "stars_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [Botpress](/botpress) | Agent platforms | 14,841 | 2,286 | 2026-07-31 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
   "project": "Zed",
   "repository": null,
   "stars": "87860",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [Zed](/zed) | Coding agents | 87,860 | 9,820 | 2026-08-01 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [Zed](/zed) | Coding agents | 87,860 | 9,820 | 2026-08-01 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
   "project": "OpenHands",
   "repository": "OpenHands/OpenHands",
   "stars": "82753",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [OpenHands](/openhands) | Coding agents | 82,753 | 10,648 | 2026-08-01 |"
   ],
   "repository_evidence": [
    "Research reportai-agents",
    "## Methodology",
    "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 **`botpress/botpress`**, confirmed as the canonical repository via the same API call."
   ],
   "stars_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [OpenHands](/openhands) | Coding agents | 82,753 | 10,648 | 2026-08-01 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
   "project": "Cline",
   "repository": null,
   "stars": "65368",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [Cline](/cline) | Coding agents | 65,368 | 7,023 | 2026-08-01 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [Cline](/cline) | Coding agents | 65,368 | 7,023 | 2026-08-01 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
   "project": "Aider",
   "repository": null,
   "stars": "47848",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [Aider](/aider) | Coding agents | 47,848 | 4,797 | 2026-05-22 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [Aider](/aider) | Coding agents | 47,848 | 4,797 | 2026-05-22 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
   "project": "GPT Researcher",
   "repository": null,
   "stars": "28756",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [GPT Researcher](/gpt-researcher) | Research agents | 28,756 | 3,882 | 2026-07-18 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [GPT Researcher](/gpt-researcher) | Research agents | 28,756 | 3,882 | 2026-07-18 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
   "project": "LiveKit Agents",
   "repository": null,
   "stars": "11586",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [LiveKit Agents](/livekit-agents) | Voice agents | 11,586 | 3,422 | 2026-08-01 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [LiveKit Agents](/livekit-agents) | Voice agents | 11,586 | 3,422 | 2026-08-01 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
   "project": "Juggler",
   "repository": null,
   "stars": "544",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [Juggler](/juggler) | Coding agents | 544 | 41 | 2026-08-01 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [Juggler](/juggler) | Coding agents | 544 | 41 | 2026-08-01 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "title": "GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
   "project": "Zot",
   "repository": null,
   "stars": "299",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [Zot](/zot) | Coding agents | 299 | 27 | 2026-07-31 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Research reportai-agents",
    "## The full snapshot \u2014 all 23, live 2026-08-01",
    "| [Zot](/zot) | Coding agents | 299 | 27 | 2026-07-31 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/en/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "110000",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.1: Dify"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.1: Dify",
    "- GitHub: [https://github.com/langgenius/dify](https://github.com/langgenius/dify)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.1: Dify",
    "- GitHub Star: 110k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/en/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Lobe Chat",
   "repository": "https://github.com/lobehub/lobe-chat",
   "stars": "64300",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.2: Lobe Chat"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.2: Lobe Chat",
    "- GitHub: [https://github.com/lobehub/lobe-chat](https://github.com/lobehub/lobe-chat)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.2: Lobe Chat",
    "- GitHub Star: 64.3k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/en/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "RAGFlow",
   "repository": "https://github.com/infiniflow/ragflow",
   "stars": "62100",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.3: RAGFlow"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.3: RAGFlow",
    "- GitHub: [https://github.com/infiniflow/ragflow](https://github.com/infiniflow/ragflow)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.3: RAGFlow",
    "- GitHub Star: 62.1k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/en/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": "62000",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.4: OpenHands"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.4: OpenHands",
    "- GitHub: [https://github.com/All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.4: OpenHands",
    "- GitHub Star: 62k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/en/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "MetaGPT",
   "repository": "https://github.com/FoundationAgents/MetaGPT",
   "stars": "57800",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.5: MetaGPT"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.5: MetaGPT",
    "- GitHub: [https://github.com/FoundationAgents/MetaGPT](https://github.com/FoundationAgents/MetaGPT)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.5: MetaGPT",
    "- GitHub Star: 57.8k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/en/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "LLMs-from-scratch",
   "repository": "https://github.com/rasbt/LLMs-from-scratch",
   "stars": "56000",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.6: LLMs-from-scratch"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.6: LLMs-from-scratch",
    "- GitHub: [https://github.com/rasbt/LLMs-from-scratch](https://github.com/rasbt/LLMs-from-scratch)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.6: LLMs-from-scratch",
    "- GitHub Star: 56k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/en/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Huginn",
   "repository": "https://github.com/huginn/huginn",
   "stars": "47000",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.7: Huginn"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.7: Huginn",
    "- GitHub: [https://github.com/huginn/huginn](https://github.com/huginn/huginn)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.7: Huginn",
    "- GitHub Star: 47k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/en/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Unsloth",
   "repository": "https://github.com/unslothai/unsloth",
   "stars": "43800",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.8: Unsloth"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.8: Unsloth",
    "- GitHub: [https://github.com/unslothai/unsloth](https://github.com/unslothai/unsloth)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.8: Unsloth",
    "- GitHub Star: 43.8k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/en/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": "38100",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.9: Mem0"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.9: Mem0",
    "- GitHub: [https://github.com/mem0ai/mem0](https://github.com/mem0ai/mem0)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.9: Mem0",
    "- GitHub Star: 38.1k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/en/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "ChatTTS",
   "repository": "https://github.com/2noise/ChatTTS",
   "stars": "37500",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.10: ChatTTS"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.10: ChatTTS",
    "- GitHub: [https://github.com/2noise/ChatTTS](https://github.com/2noise/ChatTTS)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.10: ChatTTS",
    "- GitHub Star: 37.5k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/en/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Arthas",
   "repository": "https://github.com/alibaba/arthas",
   "stars": "36600",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.11: Arthas"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.11: Arthas",
    "- GitHub: [https://github.com/alibaba/arthas](https://github.com/alibaba/arthas)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.11: Arthas",
    "- GitHub Star: 36.6k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/en/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": "34700",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.12: AgentGPT"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.12: AgentGPT",
    "- GitHub: [https://github.com/reworkd/AgentGPT](https://github.com/reworkd/AgentGPT)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.12: AgentGPT",
    "- GitHub Star: 34.7k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/en/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Cherry Studio",
   "repository": "https://github.com/CherryHQ/cherry-studio",
   "stars": "31300",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.13: Cherry Studio"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.13: Cherry Studio",
    "- GitHub: [https://github.com/CherryHQ/cherry-studio](https://github.com/CherryHQ/cherry-studio)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.13: Cherry Studio",
    "- GitHub Star: 31.3k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/en/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Khoj",
   "repository": "https://github.com/khoj-ai/khoj",
   "stars": "31300",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.14: Khoj"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.14: Khoj",
    "- GitHub: [https://github.com/khoj-ai/khoj](https://github.com/khoj-ai/khoj)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.14: Khoj",
    "- GitHub Star: 31.3k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/en/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "AIHawk",
   "repository": "https://github.com/feder-cr/Jobs\\_Applier\\_AI\\_Agent\\_AIHawk",
   "stars": "28600",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.15: AIHawk"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.15: AIHawk",
    "- GitHub: [https://github.com/feder-cr/Jobs\\_Applier\\_AI\\_Agent\\_AIHawk](https://github.com/feder-cr/Jobs%5C_Applier%5C_AI%5C_Agent%5C_AIHawk)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.15: AIHawk",
    "- GitHub Star: 28.6k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/en/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "FastGPT",
   "repository": "https://github.com/labring/FastGPT",
   "stars": "25500",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.16: FastGPT"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.16: FastGPT",
    "- GitHub: [https://github.com/labring/FastGPT](https://github.com/labring/FastGPT)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.16: FastGPT",
    "- GitHub Star: 25.5k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/en/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": "22900",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.17: GPT Researcher"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.17: GPT Researcher",
    "- GitHub: [https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.17: GPT Researcher",
    "- GitHub Star: 22.9k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/en/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "CopilotKit",
   "repository": "https://github.com/CopilotKit/CopilotKit",
   "stars": "22400",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.18: CopilotKit"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.18: CopilotKit",
    "- GitHub: [https://github.com/CopilotKit/CopilotKit](https://github.com/CopilotKit/CopilotKit)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.18: CopilotKit",
    "- GitHub Star: 22.4k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dolthub.com/blog/2026-08-17-top-5-agent-engineered-open-source-projects",
   "title": "The Top 5 Agent-Engineered Open Source Projects",
   "project": "Symphony",
   "repository": "https://github.com/openai/symphony",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Top 5 Agent-Engineered Open Source Projects",
    "# The Top Five",
    "## 4. [Symphony](https://github.com/openai/symphony)",
    "[Symphony](https://openai.com/index/open-source-codex-orchestration-symphony/) turns an issue tracker into a control plane for coding agents."
   ],
   "repository_evidence": [
    "# The Top 5 Agent-Engineered Open Source Projects",
    "# The Top Five",
    "## 4. [Symphony](https://github.com/openai/symphony)",
    "- **GitHub** [https://github.com/openai/symphony](https://github.com/openai/symphony)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dolthub.com/blog/2026-08-17-top-5-agent-engineered-open-source-projects",
   "title": "The Top 5 Agent-Engineered Open Source Projects",
   "project": "Loom",
   "repository": "https://github.com/mikayla-maki/loom",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Top 5 Agent-Engineered Open Source Projects",
    "# The Top Five",
    "## 3. [Loom](https://github.com/mikayla-maki/loom)",
    "Loom is a package and runtime manager for building agents out of reusable parts."
   ],
   "repository_evidence": [
    "# The Top 5 Agent-Engineered Open Source Projects",
    "# The Top Five",
    "## 3. [Loom](https://github.com/mikayla-maki/loom)",
    "- **GitHub** [https://github.com/mikayla-maki/loom](https://github.com/mikayla-maki/loom)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "title": "Best AI Agent Frameworks \u2014 Ranked by Trust Score | HVTracker",
   "project": "Vercel AI SDK",
   "repository": null,
   "stars": "25700",
   "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "title": "Best AI Agent Frameworks \u2014 Ranked by Trust Score | HVTracker",
   "project": "Haystack",
   "repository": null,
   "stars": "26000",
   "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "title": "Best AI Agent Frameworks \u2014 Ranked by Trust Score | HVTracker",
   "project": "Strands Agents",
   "repository": null,
   "stars": "6700",
   "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "title": "Best AI Agent Frameworks \u2014 Ranked by Trust Score | HVTracker",
   "project": "OpenAI Agents SDK (JS)",
   "repository": null,
   "stars": "3400",
   "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "title": "Best AI Agent Frameworks \u2014 Ranked by Trust Score | HVTracker",
   "project": "Cloudflare Agents",
   "repository": null,
   "stars": "5300",
   "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "title": "Best AI Agent Frameworks \u2014 Ranked by Trust Score | HVTracker",
   "project": "PydanticAI",
   "repository": null,
   "stars": "18700",
   "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "title": "Best AI Agent Frameworks \u2014 Ranked by Trust Score | HVTracker",
   "project": "DawnAI",
   "repository": null,
   "stars": "512",
   "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 |"
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    "(2) Microsoft Agent Framework 1.0 (MIT; GA Apr 3 2026 \u2014 Semantic Kernel + AutoGen merged; native MCP + A2A; Python + .NET parity) \u2014 best for enterprise Microsoft/.NET stacks;",
    "2. #2",
    "## Microsoft Agent Framework 1.0 (successor to Semantic Kernel + AutoGen)"
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    "Best AI Agent Frameworks 2026: The Complete Comparison (Last verified: August 2026)",
    "2. #2",
    "## Microsoft Agent Framework 1.0 (successor to Semantic Kernel + AutoGen)",
    "[learn.microsoft.com/agent-framework](https://learn.microsoft.com/en-us/agent-framework/overview/)"
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   "url": "https://alicelabs.ai/en/insights/best-ai-agent-frameworks-2026",
   "title": "Alice Labs Top 10 Ranked",
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    "Best AI Agent Frameworks 2026: The Complete Comparison (Last verified: August 2026)",
    "(3) Claude Agent SDK (MIT SDK; hierarchical subagents 5 levels deep, deepest MCP integration, hooks + @tool decorator) \u2014 best for Anthropic-native coding, research, and back-office agents;",
    "3. #3",
    "## Claude Agent SDK (2026 line)"
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    "3. #3",
    "## Claude Agent SDK (2026 line)",
    "[code.claude.com/docs/en/agent-sdk/overview](https://code.claude.com/docs/en/agent-sdk/overview)"
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  {
   "url": "https://alicelabs.ai/en/insights/best-ai-agent-frameworks-2026",
   "title": "Alice Labs Top 10 Ranked",
   "project": "OpenAI Agents SDK",
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   "stars": null,
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    "Best AI Agent Frameworks 2026: The Complete Comparison (Last verified: August 2026)",
    "(4) OpenAI Agents SDK (MIT; GA Mar 2026, sandbox harness across 7 providers, TypeScript now shipping) \u2014 best for OpenAI-first shops with computer-use workloads;",
    "4. #4",
    "## OpenAI Agents SDK"
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   "repository_evidence": [
    "Best AI Agent Frameworks 2026: The Complete Comparison (Last verified: August 2026)",
    "4. #4",
    "## OpenAI Agents SDK",
    "[openai.github.io/openai-agents-python](https://openai.github.io/openai-agents-python/)"
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   "stars_evidence": null,
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  {
   "url": "https://alicelabs.ai/en/insights/best-ai-agent-frameworks-2026",
   "title": "Alice Labs Top 10 Ranked",
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    "(5) Google ADK 2.0 (Apache 2.0; Python + TypeScript + Java 1.0 + Go 2.0; native A2A) \u2014 best for Google Cloud, Java, or Go teams;",
    "5. #5",
    "## Google ADK 2.0 (Agent Development Kit)"
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   "repository_evidence": [
    "Best AI Agent Frameworks 2026: The Complete Comparison (Last verified: August 2026)",
    "5. #5",
    "## Google ADK 2.0 (Agent Development Kit)",
    "[google.github.io/adk-docs](https://google.github.io/adk-docs/)"
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   "url": "https://alicelabs.ai/en/insights/best-ai-agent-frameworks-2026",
   "title": "Alice Labs Top 10 Ranked",
   "project": "CrewAI",
   "repository": "github.com/crewAIInc/crewAI",
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    "Best AI Agent Frameworks 2026: The Complete Comparison (Last verified: August 2026)",
    "(6) CrewAI 1.14.7 (MIT; Jun 11 2026 pluggable memory/knowledge/RAG/flow backends, Snowflake Cortex, Chat API) \u2014 fastest path to role-based multi-agent prototypes;",
    "6. #6",
    "## CrewAI 1.14.7"
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   "repository_evidence": [
    "Best AI Agent Frameworks 2026: The Complete Comparison (Last verified: August 2026)",
    "6. #6",
    "## CrewAI 1.14.7",
    "[github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)"
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   "stars_evidence": null,
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  {
   "url": "https://alicelabs.ai/en/insights/best-ai-agent-frameworks-2026",
   "title": "Alice Labs Top 10 Ranked",
   "project": "LlamaIndex Workflows",
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   "stars": null,
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    "(7) LlamaIndex Workflows 1.0 (MIT; Jun 22 2026 event-driven, Python + TypeScript parity) \u2014 best for RAG-grounded agents;",
    "7. #7",
    "## LlamaIndex Workflows 1.0"
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   "repository_evidence": [
    "Best AI Agent Frameworks 2026: The Complete Comparison (Last verified: August 2026)",
    "7. #7",
    "## LlamaIndex Workflows 1.0",
    "[github.com/run-llama/llama_index](https://github.com/run-llama/llama_index)"
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   "stars_evidence": null,
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  {
   "url": "https://alicelabs.ai/en/insights/best-ai-agent-frameworks-2026",
   "title": "Alice Labs Top 10 Ranked",
   "project": "Pydantic AI",
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    "(8) Pydantic AI 2.0 (MIT; Jun 23 2026 single 'capability' primitive, separately versioned Harness) \u2014 best for type-safe Python;",
    "8. #8",
    "## Pydantic AI 2.0"
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    "Best AI Agent Frameworks 2026: The Complete Comparison (Last verified: August 2026)",
    "8. #8",
    "## Pydantic AI 2.0",
    "[github.com/pydantic/pydantic-ai](https://github.com/pydantic/pydantic-ai)"
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   "url": "https://alicelabs.ai/en/insights/best-ai-agent-frameworks-2026",
   "title": "Alice Labs Top 10 Ranked",
   "project": "Mastra",
   "repository": "github.com/mastra-ai/mastra",
   "stars": "24000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Best AI Agent Frameworks 2026: The Complete Comparison (Last verified: August 2026)",
    "(9) Mastra @mastra/core 1.35 (MIT; ~300K weekly npm downloads) \u2014 de-facto TypeScript-first default;",
    "9. #9",
    "## Mastra (@mastra/core 1.35)"
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   "repository_evidence": [
    "Best AI Agent Frameworks 2026: The Complete Comparison (Last verified: August 2026)",
    "9. #9",
    "## Mastra (@mastra/core 1.35)",
    "[github.com/mastra-ai/mastra](https://github.com/mastra-ai/mastra)"
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   "stars_evidence": [
    "Best AI Agent Frameworks 2026: The Complete Comparison (Last verified: August 2026)",
    "9. #9",
    "## Mastra (@mastra/core 1.35)",
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   "description_evidence": null,
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   "url": "https://alicelabs.ai/en/insights/best-ai-agent-frameworks-2026",
   "title": "Alice Labs Top 10 Ranked",
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    "Best AI Agent Frameworks 2026: The Complete Comparison (Last verified: August 2026)",
    "(10) AG2 0.12.2 (Apache 2.0; community AutoGen fork, pre-1.0) \u2014 legacy option for teams that started on AutoGen 0.4/0.5.",
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    "## AG2 0.12.2 (community AutoGen fork)"
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    "10. #10",
    "## AG2 0.12.2 (community AutoGen fork)",
    "[github.com/ag2ai/ag2](https://github.com/ag2ai/ag2)"
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   "stars_evidence": null,
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   "url": "https://alicelabs.ai/en/insights/best-ai-agent-frameworks-2026",
   "title": "Alice Labs Top 10 Ranked",
   "project": "Hermes Agent",
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   "stars": "220000",
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    "## Emerging AI Agent Frameworks 2026: New Entrants and Ones to Watch",
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    "## Emerging AI Agent Frameworks 2026: New Entrants and Ones to Watch",
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   "title": "Nine Agent Frameworks, Compared with Data and Code",
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   "stars": "55400",
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    "# 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.",
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    "| AutoGen | 55.4K | 31 | +1,982 | MIT + CC-BY-4.0 | Microsoft |"
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   "title": "Nine Agent Frameworks, Compared with Data and Code",
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    "# Nine Agent Frameworks, Compared with Data and Code",
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    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| CrewAI | 45.7K | 28 | +2,540 | MIT | CrewAI Inc |"
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    "# 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.",
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   "title": "Nine Agent Frameworks, Compared with Data and Code",
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    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| LangGraph | 26.1K | 31 | +2,351 | MIT | LangChain |"
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   "title": "Nine Agent Frameworks, Compared with Data and Code",
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    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| LlamaIndex | 47.6K | 40 | +1,183 | MIT | LlamaIndex Inc |"
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   "title": "Nine Agent Frameworks, Compared with Data and Code",
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   "title": "Nine Agent Frameworks, Compared with Data and Code",
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    "| Pydantic AI | 15.4K | 21 | +996 | MIT | Pydantic |"
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   "title": "Nine Agent Frameworks, Compared with Data and Code",
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    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Smolagents | 25.9K | 15 | +1,018 | Apache-2.0 | Hugging Face |"
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    "| Smolagents | 25.9K | 15 | +1,018 | Apache-2.0 | Hugging Face |"
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   "title": "Nine Agent Frameworks, Compared with Data and Code",
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    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Strands Agents | 5.3K | 10 | +618 | Apache-2.0 | AWS |"
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    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Strands Agents | 5.3K | 10 | +618 | Apache-2.0 | AWS |"
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   "title": "Top 10 Best Open-Source AI Projects Trending on GitHub This Month",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "139000",
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    "OpenClaw blew past 300,000 GitHub stars. n8n crossed 180,000. Ollama kept climbing. Dify, Open WebUI, Browser Use, and the official MCP repos all kept moving too.",
    "### Dify",
    "**[Dify](https://github.com/langgenius/dify)** | ~139k stars | Apache 2.0 | Python/TypeScript"
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    "# Top 10 Best Open-Source AI Projects Trending on GitHub This Month",
    "### Dify",
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   "stars_evidence": [
    "# Top 10 Best Open-Source AI Projects Trending on GitHub This Month",
    "### Dify",
    "**[Dify](https://github.com/langgenius/dify)** | ~139k stars | Apache 2.0 | Python/TypeScript"
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   "url": "https://buildmvpfast.com/blog/best-open-source-ai-projects-github-2026",
   "title": "Top 10 Best Open-Source AI Projects Trending on GitHub This Month",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": "184000",
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   "project_evidence": [
    "# Top 10 Best Open-Source AI Projects Trending on GitHub This Month",
    "OpenClaw blew past 300,000 GitHub stars. n8n crossed 180,000. Ollama kept climbing. Dify, Open WebUI, Browser Use, and the official MCP repos all kept moving too.",
    "### n8n",
    "**[n8n](https://github.com/n8n-io/n8n)** | ~184k stars | Fair-code | TypeScript"
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   "repository_evidence": [
    "# Top 10 Best Open-Source AI Projects Trending on GitHub This Month",
    "### n8n",
    "**[n8n](https://github.com/n8n-io/n8n)** | ~184k stars | Fair-code | TypeScript"
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   "stars_evidence": [
    "# Top 10 Best Open-Source AI Projects Trending on GitHub This Month",
    "### n8n",
    "**[n8n](https://github.com/n8n-io/n8n)** | ~184k stars | Fair-code | TypeScript"
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   "description_evidence": null,
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   "title": "Top 10 Best Open-Source AI Projects Trending on GitHub This Month",
   "project": "Browser Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "88000",
   "description": null,
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   "project_evidence": [
    "# Top 10 Best Open-Source AI Projects Trending on GitHub This Month",
    "OpenClaw blew past 300,000 GitHub stars. n8n crossed 180,000. Ollama kept climbing. Dify, Open WebUI, Browser Use, and the official MCP repos all kept moving too.",
    "### Browser Use",
    "**[Browser Use](https://github.com/browser-use/browser-use)** | ~88k stars | MIT | Python"
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   "repository_evidence": [
    "# Top 10 Best Open-Source AI Projects Trending on GitHub This Month",
    "### Browser Use",
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    "# Top 10 Best Open-Source AI Projects Trending on GitHub This Month",
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    "# 170-member AAIF backs 10 open-source AI agent frameworks",
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    "# 170-member AAIF backs 10 open-source AI agent frameworks",
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    "# 170-member AAIF backs 10 open-source AI agent frameworks",
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    "### 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."
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   "repository_evidence": [
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    "### 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."
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   "stars_evidence": [
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    "### 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."
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    "### Multi-Agent Collaboration Systems",
    "#### Multi-Agent Frameworks",
    "- [aiming-lab/AutoResearchClaw](https://github.com/aiming-lab/AutoResearchClaw) (12629 Python) - AutoResearchClaw is an autonomous, collaborative, and self-evolving AI agent system designed to generate scientific papers from an idea using multi-agent debate and human-in-the-loop co-piloting."
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   "repository_evidence": [
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    "## AI Agent Frameworks & SDKs",
    "### Multi-Agent Collaboration Systems",
    "#### Multi-Agent Frameworks",
    "- [aiming-lab/AutoResearchClaw](https://github.com/aiming-lab/AutoResearchClaw) (12629 Python) - AutoResearchClaw is an autonomous, collaborative, and self-evolving AI agent system designed to generate scientific papers from an idea using multi-agent debate and human-in-the-loop co-piloting."
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   "stars_evidence": [
    "# Awesome AI Agents",
    "This curated list focuses on tools and frameworks for building AI agents, including:",
    "## AI Agent Frameworks & SDKs",
    "### Multi-Agent Collaboration Systems",
    "#### Multi-Agent Frameworks",
    "- [aiming-lab/AutoResearchClaw](https://github.com/aiming-lab/AutoResearchClaw) (12629 Python) - AutoResearchClaw is an autonomous, collaborative, and self-evolving AI agent system designed to generate scientific papers from an idea using multi-agent debate and human-in-the-loop co-piloting."
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   "title": "GitHub - PurpleHaze2320/ai-agent-pulse: Daily automated tracking of 19 AI agent frameworks. Pulse Score ranks momentum via star velocity, release freshness, commit activity, and community health.",
   "project": "CrewAI",
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   "stars": "55200",
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   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "| 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` |"
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   "repository_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "| 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",
    "| 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` |"
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   "title": "GitHub - PurpleHaze2320/ai-agent-pulse: Daily automated tracking of 19 AI agent frameworks. Pulse Score ranks momentum via star velocity, release freshness, commit activity, and community health.",
   "project": "BrowserUse",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "103900",
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   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "| 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",
    "| 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",
    "| 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` |"
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   "title": "GitHub - PurpleHaze2320/ai-agent-pulse: Daily automated tracking of 19 AI agent frameworks. Pulse Score ranks momentum via star velocity, release freshness, commit activity, and community health.",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "26000",
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    "| 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",
    "| 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` |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PurpleHaze2320/ai-agent-pulse",
   "title": "GitHub - PurpleHaze2320/ai-agent-pulse: Daily automated tracking of 19 AI agent frameworks. Pulse Score ranks momentum via star velocity, release freshness, commit activity, and community health.",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "59600",
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "| 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",
    "| 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",
    "| 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` |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PurpleHaze2320/ai-agent-pulse",
   "title": "GitHub - PurpleHaze2320/ai-agent-pulse: Daily automated tracking of 19 AI agent frameworks. Pulse Score ranks momentum via star velocity, release freshness, commit activity, and community health.",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": "21800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "| 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",
    "| 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",
    "| 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` |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/vivy-yi/awesome-agent-orchestration",
   "title": "vivy-yi/awesome-agent-orchestration: \u2b50 Curated list of AI Agent frameworks: AutoGen, CrewAI, MetaGPT, LangGraph, Swarms. Multi-Agent Systems, Swarm Intelligence, A2A Protocol, MCP Protocol. LLM Agents, Agentic AI, Agent Workflows. \u00b7 GitHub",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Orchestration",
    "### Multi-Agent Orchestration Frameworks",
    "| Project | Description | Stars |",
    "| [AutoGen](https://github.com/microsoft/autogen) | Microsoft's framework for building multi-agent conversational systems | [![Stars](https://camo.githubusercontent.com/6941f3a298d4e3a848393f6fcac956362dd9ddd515b1010284c082d5128e2918/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6963726f736f66742f6175746f67656e)](https://camo.githubusercontent.com/6941f3a298d4e3a848393f6fcac956362dd9ddd515b1010284c082d5128e2918/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6963726f736f66742f6175746f67656e) |"
   ],
   "repository_evidence": [
    "# Awesome Agent Orchestration",
    "### Multi-Agent Orchestration Frameworks",
    "| Project | Description | Stars |",
    "| [AutoGen](https://github.com/microsoft/autogen) | Microsoft's framework for building multi-agent conversational systems | [![Stars](https://camo.githubusercontent.com/6941f3a298d4e3a848393f6fcac956362dd9ddd515b1010284c082d5128e2918/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6963726f736f66742f6175746f67656e)](https://camo.githubusercontent.com/6941f3a298d4e3a848393f6fcac956362dd9ddd515b1010284c082d5128e2918/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6963726f736f66742f6175746f67656e) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/vivy-yi/awesome-agent-orchestration",
   "title": "vivy-yi/awesome-agent-orchestration: \u2b50 Curated list of AI Agent frameworks: AutoGen, CrewAI, MetaGPT, LangGraph, Swarms. Multi-Agent Systems, Swarm Intelligence, A2A Protocol, MCP Protocol. LLM Agents, Agentic AI, Agent Workflows. \u00b7 GitHub",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Orchestration",
    "### Multi-Agent Orchestration Frameworks",
    "| Project | Description | Stars |",
    "| [CrewAI](https://github.com/crewAIInc/crewAI) | Role-based multi-agent framework for building AI teams | [![Stars](https://camo.githubusercontent.com/5a0bf1ea10322791dd0a49a4be7e75cb4f02fa96f679921d805fc811c9575c53/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f637265774149496e632f637265774149)](https://camo.githubusercontent.com/5a0bf1ea10322791dd0a49a4be7e75cb4f02fa96f679921d805fc811c9575c53/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f637265774149496e632f637265774149) |"
   ],
   "repository_evidence": [
    "# Awesome Agent Orchestration",
    "### Multi-Agent Orchestration Frameworks",
    "| Project | Description | Stars |",
    "| [CrewAI](https://github.com/crewAIInc/crewAI) | Role-based multi-agent framework for building AI teams | [![Stars](https://camo.githubusercontent.com/5a0bf1ea10322791dd0a49a4be7e75cb4f02fa96f679921d805fc811c9575c53/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f637265774149496e632f637265774149)](https://camo.githubusercontent.com/5a0bf1ea10322791dd0a49a4be7e75cb4f02fa96f679921d805fc811c9575c53/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f637265774149496e632f637265774149) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "title": "Agent Frameworks Compared | Ry Walker Research",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "40000",
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Agno](/research/agno)",
    "The independent leaders \u2014 LangChain/LangGraph, CrewAI, LlamaIndex, Mastra, Pydantic AI, Agno \u2014 now compete directly with first-party frameworks from the foundation labs and hyperscalers: the OpenAI Agents SDK, Google ADK, and Microsoft Agent Framework."
   ],
   "repository_evidence": [
    "- [9] [Agno GitHub](https://github.com/agno-agi/agno)"
   ],
   "stars_evidence": [
    "### [Agno](/research/agno)",
    "- **40k+ GitHub stars** (June 2026) \u2014 the most-starred framework in this comparison"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "title": "Agent Frameworks Compared | Ry Walker Research",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "58900",
   "description": null,
   "license": null,
   "project_evidence": [
    "### [AutoGen](/research/autogen)",
    "- **AutoGen is superseded** \u2014 Microsoft Agent Framework hit 1.0 GA in April 2026; AutoGen is community-maintained with no new features[6]"
   ],
   "repository_evidence": [
    "- [6] [AutoGen GitHub](https://github.com/microsoft/autogen)"
   ],
   "stars_evidence": [
    "### [AutoGen](/research/autogen)",
    "- **58.9k stars** remain, but Microsoft's own guidance points new projects to its successor"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "title": "Agent Frameworks Compared | Ry Walker Research",
   "project": "AWS Strands Agents",
   "repository": null,
   "stars": "6100",
   "description": null,
   "license": null,
   "project_evidence": [
    "### [AWS Strands Agents](/research/strands-agents)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### [AWS Strands Agents](/research/strands-agents)",
    "- **16.7M monthly PyPI downloads** against only 6.1K stars \u2014 distribution via AWS, not community"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "title": "Agent Frameworks Compared | Ry Walker Research",
   "project": "Cargo AI",
   "repository": "https://github.com/cargo-ai/cargo-ai",
   "stars": "4",
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Cargo AI](/research/cargo-ai)"
   ],
   "repository_evidence": [
    "- [10] [Cargo AI GitHub Repository](https://github.com/cargo-ai/cargo-ai)"
   ],
   "stars_evidence": [
    "### [Cargo AI](/research/cargo-ai)",
    "- **Very early** \u2014 4 stars, solo developer, bus factor of one; the cargo-ai.org registry is live but unproven"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "title": "Agent Frameworks Compared | Ry Walker Research",
   "project": "CrewAI",
   "repository": null,
   "stars": "53000",
   "description": null,
   "license": null,
   "project_evidence": [
    "### [CrewAI](/research/crewai)",
    "The independent leaders \u2014 LangChain/LangGraph, CrewAI, LlamaIndex, Mastra, Pydantic AI, Agno \u2014 now compete directly with first-party frameworks from the foundation labs and hyperscalers: the OpenAI Agents SDK, Google ADK, and Microsoft Agent Framework."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### [CrewAI](/research/crewai)",
    "- **63% Fortune 500 adoption**, 450M+ workflows monthly, 53k+ stars (June 2026)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "title": "Agent Frameworks Compared | Ry Walker Research",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": "20000",
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Google ADK](/research/google-adk)",
    "The independent leaders \u2014 LangChain/LangGraph, CrewAI, LlamaIndex, Mastra, Pydantic AI, Agno \u2014 now compete directly with first-party frameworks from the foundation labs and hyperscalers: the OpenAI Agents SDK, Google ADK, and Microsoft Agent Framework."
   ],
   "repository_evidence": [
    "- [4] [Google ADK GitHub](https://github.com/google/adk-python)"
   ],
   "stars_evidence": [
    "### [Google ADK](/research/google-adk)",
    "- **20k+ stars** (Python), with TS, Go, Java, and Kotlin SDKs"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "title": "Agent Frameworks Compared | Ry Walker Research",
   "project": "LangChain/LangGraph",
   "repository": null,
   "stars": "139000",
   "description": null,
   "license": null,
   "project_evidence": [
    "### [LangChain/LangGraph](/research/langchain)",
    "The independent leaders \u2014 LangChain/LangGraph, CrewAI, LlamaIndex, Mastra, Pydantic AI, Agno \u2014 now compete directly with first-party frameworks from the foundation labs and hyperscalers: the OpenAI Agents SDK, Google ADK, and Microsoft Agent Framework."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### [LangChain/LangGraph](/research/langchain)",
    "- **100M+ monthly downloads**, 139k+ stars, 6k+ LangSmith customers"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "title": "Agent Frameworks Compared | Ry Walker Research",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "50000",
   "description": null,
   "license": null,
   "project_evidence": [
    "### [LlamaIndex](/research/llamaindex)",
    "The independent leaders \u2014 LangChain/LangGraph, CrewAI, LlamaIndex, Mastra, Pydantic AI, Agno \u2014 now compete directly with first-party frameworks from the foundation labs and hyperscalers: the OpenAI Agents SDK, Google ADK, and Microsoft Agent Framework."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### [LlamaIndex](/research/llamaindex)",
    "- **1B+ documents processed**; 300k+ LlamaParse users; ~50k stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "title": "Agent Frameworks Compared | Ry Walker Research",
   "project": "Mastra",
   "repository": null,
   "stars": "25000",
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Mastra](/research/mastra)",
    "The independent leaders \u2014 LangChain/LangGraph, CrewAI, LlamaIndex, Mastra, Pydantic AI, Agno \u2014 now compete directly with first-party frameworks from the foundation labs and hyperscalers: the OpenAI Agents SDK, Google ADK, and Microsoft Agent Framework."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### [Mastra](/research/mastra)",
    "- **v1.0 stable** (January 2026) with API stability guarantees; ~25k stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "title": "Agent Frameworks Compared | Ry Walker Research",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": "11000",
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Microsoft Agent Framework](/research/microsoft-agent-framework)",
    "The independent leaders \u2014 LangChain/LangGraph, CrewAI, LlamaIndex, Mastra, Pydantic AI, Agno \u2014 now compete directly with first-party frameworks from the foundation labs and hyperscalers: the OpenAI Agents SDK, Google ADK, and Microsoft Agent Framework."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### [Microsoft Agent Framework](/research/microsoft-agent-framework)",
    "- **11k+ stars** and weekly releases since GA"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "title": "Agent Frameworks Compared | Ry Walker Research",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "27000",
   "description": null,
   "license": null,
   "project_evidence": [
    "### [OpenAI Agents SDK](/research/openai-agents-sdk)",
    "The independent leaders \u2014 LangChain/LangGraph, CrewAI, LlamaIndex, Mastra, Pydantic AI, Agno \u2014 now compete directly with first-party frameworks from the foundation labs and hyperscalers: the OpenAI Agents SDK, Google ADK, and Microsoft Agent Framework."
   ],
   "repository_evidence": [
    "- [3] [OpenAI Agents SDK GitHub](https://github.com/openai/openai-agents-python)"
   ],
   "stars_evidence": [
    "### [OpenAI Agents SDK](/research/openai-agents-sdk)",
    "- **27k+ stars** (Python) plus a JS/TS SDK; ~weekly releases"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "title": "Agent Frameworks Compared | Ry Walker Research",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "17700",
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Pydantic AI](/research/pydantic-ai)",
    "The independent leaders \u2014 LangChain/LangGraph, CrewAI, LlamaIndex, Mastra, Pydantic AI, Agno \u2014 now compete directly with first-party frameworks from the foundation labs and hyperscalers: the OpenAI Agents SDK, Google ADK, and Microsoft Agent Framework."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### [Pydantic AI](/research/pydantic-ai)",
    "- **17.7k stars**; v1 stable with a no-breaking-changes policy, v2 in beta; $17.2M raised (Sequoia-led Series A)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "title": "Agent Frameworks Compared | Ry Walker Research",
   "project": "Vercel AI SDK",
   "repository": null,
   "stars": "24800",
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Vercel AI SDK](/research/vercel-ai-sdk)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### [Vercel AI SDK](/research/vercel-ai-sdk)",
    "- **57M+ monthly downloads** (June 2026, up from 20M at SDK 6 launch); 24.8k stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ialijr/top-10-most-starred-ai-agent-frameworks-on-github-2026-3d4o",
   "title": "Top 10 Most Starred AI Agent Frameworks on GitHub (2026)",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "122850",
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "## 1. LangChain \u2b50 122,850"
   ],
   "repository_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "**[langchain-ai/langchain](https://github.com/langchain-ai/langchain)** | Python | MIT"
   ],
   "stars_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "## 1. LangChain \u2b50 122,850"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ialijr/top-10-most-starred-ai-agent-frameworks-on-github-2026-3d4o",
   "title": "Top 10 Most Starred AI Agent Frameworks on GitHub (2026)",
   "project": "MetaGPT",
   "repository": "https://github.com/FoundationAgents/MetaGPT",
   "stars": "61919",
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "## 2. MetaGPT \u2b50 61,919"
   ],
   "repository_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "**[FoundationAgents/MetaGPT](https://github.com/FoundationAgents/MetaGPT)** | Python | MIT"
   ],
   "stars_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "## 2. MetaGPT \u2b50 61,919"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ialijr/top-10-most-starred-ai-agent-frameworks-on-github-2026-3d4o",
   "title": "Top 10 Most Starred AI Agent Frameworks on GitHub (2026)",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "52927",
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "## 3. AutoGen \u2b50 52,927"
   ],
   "repository_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "**[microsoft/autogen](https://github.com/microsoft/autogen)** | Python | CC-BY-4.0"
   ],
   "stars_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "## 3. AutoGen \u2b50 52,927"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ialijr/top-10-most-starred-ai-agent-frameworks-on-github-2026-3d4o",
   "title": "Top 10 Most Starred AI Agent Frameworks on GitHub (2026)",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "46100",
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "## 4. LlamaIndex \u2b50 46,100"
   ],
   "repository_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "**[run-llama/llama_index](https://github.com/run-llama/llama_index)** | Python | MIT"
   ],
   "stars_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "## 4. LlamaIndex \u2b50 46,100"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ialijr/top-10-most-starred-ai-agent-frameworks-on-github-2026-3d4o",
   "title": "Top 10 Most Starred AI Agent Frameworks on GitHub (2026)",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "41871",
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "## 5. CrewAI \u2b50 41,871"
   ],
   "repository_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "**[crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)** | Python | MIT"
   ],
   "stars_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "## 5. CrewAI \u2b50 41,871"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ialijr/top-10-most-starred-ai-agent-frameworks-on-github-2026-3d4o",
   "title": "Top 10 Most Starred AI Agent Frameworks on GitHub (2026)",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "36414",
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "## 6. Agno \u2b50 36,414"
   ],
   "repository_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "**[agno-agi/agno](https://github.com/agno-agi/agno)** | Python | Apache-2.0"
   ],
   "stars_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "## 6. Agno \u2b50 36,414"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ialijr/top-10-most-starred-ai-agent-frameworks-on-github-2026-3d4o",
   "title": "Top 10 Most Starred AI Agent Frameworks on GitHub (2026)",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "23741",
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "## 7. Haystack \u2b50 23,741"
   ],
   "repository_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "**[deepset-ai/haystack](https://github.com/deepset-ai/haystack)** | Python | Apache-2.0"
   ],
   "stars_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "## 7. Haystack \u2b50 23,741"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ialijr/top-10-most-starred-ai-agent-frameworks-on-github-2026-3d4o",
   "title": "Top 10 Most Starred AI Agent Frameworks on GitHub (2026)",
   "project": "Vercel AI SDK",
   "repository": "https://github.com/vercel/ai",
   "stars": "20400",
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "## 8. Vercel AI SDK \u2b50 20,400"
   ],
   "repository_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "**[vercel/ai](https://github.com/vercel/ai)** | TypeScript | Apache-2.0"
   ],
   "stars_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "## 8. Vercel AI SDK \u2b50 20,400"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ialijr/top-10-most-starred-ai-agent-frameworks-on-github-2026-3d4o",
   "title": "Top 10 Most Starred AI Agent Frameworks on GitHub (2026)",
   "project": "Open-AutoGLM",
   "repository": "https://github.com/zai-org/Open-AutoGLM",
   "stars": "19800",
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "## 9. Open-AutoGLM \u2b50 19,800"
   ],
   "repository_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "**[zai-org/Open-AutoGLM](https://github.com/zai-org/Open-AutoGLM)** | Python | Apache-2.0"
   ],
   "stars_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "## 9. Open-AutoGLM \u2b50 19,800"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ialijr/top-10-most-starred-ai-agent-frameworks-on-github-2026-3d4o",
   "title": "Top 10 Most Starred AI Agent Frameworks on GitHub (2026)",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "19021",
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "## 10. Mastra \u2b50 19,021"
   ],
   "repository_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "**[mastra-ai/mastra](https://github.com/mastra-ai/mastra)** | TypeScript | Apache-2.0"
   ],
   "stars_evidence": [
    "Here are the top 10 most starred AI agent frameworks heading into 2026.",
    "## 10. Mastra \u2b50 19,021"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ialijr/top-10-most-starred-ai-agent-frameworks-on-github-2026-3d4o",
   "title": "Top 10 Most Starred AI Agent Frameworks on GitHub (2026)",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "18022",
   "description": null,
   "license": null,
   "project_evidence": [
    "These frameworks have fewer stars but are gaining momentum with high download counts and modern architectures.",
    "- **[OpenAI Agents SDK](https://github.com/openai/openai-agents-python)** \u2b50 18,022 \u2014 Official OpenAI framework for multi-agent workflows"
   ],
   "repository_evidence": [
    "These frameworks have fewer stars but are gaining momentum with high download counts and modern architectures.",
    "- **[OpenAI Agents SDK](https://github.com/openai/openai-agents-python)** \u2b50 18,022 \u2014 Official OpenAI framework for multi-agent workflows"
   ],
   "stars_evidence": [
    "These frameworks have fewer stars but are gaining momentum with high download counts and modern architectures.",
    "- **[OpenAI Agents SDK](https://github.com/openai/openai-agents-python)** \u2b50 18,022 \u2014 Official OpenAI framework for multi-agent workflows"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ialijr/top-10-most-starred-ai-agent-frameworks-on-github-2026-3d4o",
   "title": "Top 10 Most Starred AI Agent Frameworks on GitHub (2026)",
   "project": "Google ADK Python",
   "repository": "https://github.com/google/adk-python",
   "stars": "16800",
   "description": null,
   "license": null,
   "project_evidence": [
    "These frameworks have fewer stars but are gaining momentum with high download counts and modern architectures.",
    "- **[Google ADK Python](https://github.com/google/adk-python)** \u2b50 16,800 \u2014 Google's new agent development toolkit"
   ],
   "repository_evidence": [
    "These frameworks have fewer stars but are gaining momentum with high download counts and modern architectures.",
    "- **[Google ADK Python](https://github.com/google/adk-python)** \u2b50 16,800 \u2014 Google's new agent development toolkit"
   ],
   "stars_evidence": [
    "These frameworks have fewer stars but are gaining momentum with high download counts and modern architectures.",
    "- **[Google ADK Python](https://github.com/google/adk-python)** \u2b50 16,800 \u2014 Google's new agent development toolkit"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ialijr/top-10-most-starred-ai-agent-frameworks-on-github-2026-3d4o",
   "title": "Top 10 Most Starred AI Agent Frameworks on GitHub (2026)",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": "14000",
   "description": null,
   "license": null,
   "project_evidence": [
    "These frameworks have fewer stars but are gaining momentum with high download counts and modern architectures.",
    "- **[Pydantic AI](https://github.com/pydantic/pydantic-ai)** \u2b50 14,000 \u2014 The Pythonic way to build AI agents"
   ],
   "repository_evidence": [
    "These frameworks have fewer stars but are gaining momentum with high download counts and modern architectures.",
    "- **[Pydantic AI](https://github.com/pydantic/pydantic-ai)** \u2b50 14,000 \u2014 The Pythonic way to build AI agents"
   ],
   "stars_evidence": [
    "These frameworks have fewer stars but are gaining momentum with high download counts and modern architectures.",
    "- **[Pydantic AI](https://github.com/pydantic/pydantic-ai)** \u2b50 14,000 \u2014 The Pythonic way to build AI agents"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aimagicx.com/blog/best-open-source-ai-agent-frameworks-2026",
   "title": "The Best Open-Source AI Agent Frameworks in 2026: OpenClaw, AutoGen, CrewAI, LangGraph, and More",
   "project": "OpenClaw",
   "repository": null,
   "stars": "280000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Best Open-Source AI Agent Frameworks in 2026: OpenClaw, AutoGen, CrewAI, LangGraph, and More",
    "## 1. OpenClaw \u2014 The People's Agent",
    "1. OpenClaw \u2014 The People's Agent"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The Best Open-Source AI Agent Frameworks in 2026: OpenClaw, AutoGen, CrewAI, LangGraph, and More",
    "Compare OpenClaw (280K stars), AutoGen, CrewAI, LangGraph, Mastra, and n8n \u2014 with stats, architecture breakdowns, and honest assessments of each.",
    "OpenClaw leads with 280,000+ GitHub stars \u2014 overtaking React to become one of the most starred repositories in history.",
    "## 1. OpenClaw \u2014 The People's Agent",
    "| **GitHub Stars** | 280,000+ |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aimagicx.com/blog/best-open-source-ai-agent-frameworks-2026",
   "title": "The Best Open-Source AI Agent Frameworks in 2026: OpenClaw, AutoGen, CrewAI, LangGraph, and More",
   "project": "AutoGen",
   "repository": null,
   "stars": "54600",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Best Open-Source AI Agent Frameworks in 2026: OpenClaw, AutoGen, CrewAI, LangGraph, and More",
    "Compare OpenClaw (280K stars), AutoGen, CrewAI, LangGraph, Mastra, and n8n \u2014 with stats, architecture breakdowns, and honest assessments of each.",
    "## 2. AutoGen by Microsoft \u2014 Enterprise Multi-Agent Conversations",
    "2. AutoGen by Microsoft \u2014 Enterprise Multi-Agent Conversations"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## 2. AutoGen by Microsoft \u2014 Enterprise Multi-Agent Conversations",
    "2. AutoGen by Microsoft \u2014 Enterprise Multi-Agent Conversations",
    "| **GitHub Stars** | 54,600+ |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aimagicx.com/blog/best-open-source-ai-agent-frameworks-2026",
   "title": "The Best Open-Source AI Agent Frameworks in 2026: OpenClaw, AutoGen, CrewAI, LangGraph, and More",
   "project": "CrewAI",
   "repository": null,
   "stars": "44300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Best Open-Source AI Agent Frameworks in 2026: OpenClaw, AutoGen, CrewAI, LangGraph, and More",
    "Compare OpenClaw (280K stars), AutoGen, CrewAI, LangGraph, Mastra, and n8n \u2014 with stats, architecture breakdowns, and honest assessments of each.",
    "## 3. CrewAI \u2014 Role-Playing Agents Made Simple",
    "3. CrewAI \u2014 Role-Playing Agents Made Simple"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## 3. CrewAI \u2014 Role-Playing Agents Made Simple",
    "3. CrewAI \u2014 Role-Playing Agents Made Simple",
    "| **GitHub Stars** | 44,300+ |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aimagicx.com/blog/best-open-source-ai-agent-frameworks-2026",
   "title": "The Best Open-Source AI Agent Frameworks in 2026: OpenClaw, AutoGen, CrewAI, LangGraph, and More",
   "project": "LangGraph",
   "repository": null,
   "stars": "24800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Best Open-Source AI Agent Frameworks in 2026: OpenClaw, AutoGen, CrewAI, LangGraph, and More",
    "Compare OpenClaw (280K stars), AutoGen, CrewAI, LangGraph, Mastra, and n8n \u2014 with stats, architecture breakdowns, and honest assessments of each.",
    "## 4. LangGraph \u2014 Stateful Agent Graphs with Full Control"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## 4. LangGraph \u2014 Stateful Agent Graphs with Full Control",
    "| **GitHub Stars** | 24,800+ |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aimagicx.com/blog/best-open-source-ai-agent-frameworks-2026",
   "title": "The Best Open-Source AI Agent Frameworks in 2026: OpenClaw, AutoGen, CrewAI, LangGraph, and More",
   "project": "Mastra",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Best Open-Source AI Agent Frameworks in 2026: OpenClaw, AutoGen, CrewAI, LangGraph, and More",
    "Compare OpenClaw (280K stars), AutoGen, CrewAI, LangGraph, Mastra, and n8n \u2014 with stats, architecture breakdowns, and honest assessments of each.",
    "## 5. Mastra \u2014 TypeScript-Native with Observational Memory",
    "5. Mastra \u2014 TypeScript-Native with Observational Memory"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aimagicx.com/blog/best-open-source-ai-agent-frameworks-2026",
   "title": "The Best Open-Source AI Agent Frameworks in 2026: OpenClaw, AutoGen, CrewAI, LangGraph, and More",
   "project": "n8n",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Best Open-Source AI Agent Frameworks in 2026: OpenClaw, AutoGen, CrewAI, LangGraph, and More",
    "Compare OpenClaw (280K stars), AutoGen, CrewAI, LangGraph, Mastra, and n8n \u2014 with stats, architecture breakdowns, and honest assessments of each.",
    "## 6. n8n \u2014 Visual Workflow Automation",
    "6. n8n \u2014 Visual Workflow Automation"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trendingbots.ai/agents",
   "title": "AI Agent Frameworks \u2014 Compare & Rank 200+ Open-Source Agents | TrendingBots",
   "project": "LangChain",
   "repository": null,
   "stars": "139719",
   "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trendingbots.ai/agents",
   "title": "AI Agent Frameworks \u2014 Compare & Rank 200+ Open-Source Agents | TrendingBots",
   "project": "CrewAI",
   "repository": null,
   "stars": "54429",
   "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trendingbots.ai/agents",
   "title": "AI Agent Frameworks \u2014 Compare & Rank 200+ Open-Source Agents | TrendingBots",
   "project": "AutoGPT",
   "repository": null,
   "stars": "185202",
   "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://clawdbytes.com/article/2026-06-03-top-6-open-source-ai-tools-by-github-stars-for-stronger-ai-agents.html",
   "title": "GitHub Stars Don't Lie: The Top 6 Open Source AI Tools Powering Next-Gen Agents",
   "project": "browser-use",
   "repository": null,
   "stars": "96800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# > GitHub Stars Don't Lie: The Top 6 Open Source AI Tools Powering Next-Gen Agents",
    "## browser-use: The 96.8k-Star Browser Automation Powerhouse"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# > GitHub Stars Don't Lie: The Top 6 Open Source AI Tools Powering Next-Gen Agents",
    "## browser-use: The 96.8k-Star Browser Automation Powerhouse",
    "Leading the pack with an eye-watering 96.8k stars, browser-use lets AI agents operate webpages like a human\u2014clicking buttons, filling forms, navigating multi-step workflows, and extracting structured data from sites designed for humans, not bots."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://clawdbytes.com/article/2026-06-03-top-6-open-source-ai-tools-by-github-stars-for-stronger-ai-agents.html",
   "title": "GitHub Stars Don't Lie: The Top 6 Open Source AI Tools Powering Next-Gen Agents",
   "project": "cc-switch",
   "repository": null,
   "stars": "90000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# > GitHub Stars Don't Lie: The Top 6 Open Source AI Tools Powering Next-Gen Agents",
    "## cc-switch: Centralized Config Management at 90k Stars"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# > GitHub Stars Don't Lie: The Top 6 Open Source AI Tools Powering Next-Gen Agents",
    "## cc-switch: Centralized Config Management at 90k Stars",
    "Sitting comfortably at #2 with 90k stars, cc-switch tackles a problem every serious AI coding user eventually faces: configuration sprawl."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://clawdbytes.com/article/2026-06-03-top-6-open-source-ai-tools-by-github-stars-for-stronger-ai-agents.html",
   "title": "GitHub Stars Don't Lie: The Top 6 Open Source AI Tools Powering Next-Gen Agents",
   "project": "prompt-optimizer",
   "repository": null,
   "stars": "30300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# > GitHub Stars Don't Lie: The Top 6 Open Source AI Tools Powering Next-Gen Agents",
    "## prompt-optimizer: The 30.3k-Star Prompt Engineering Workhorse"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# > GitHub Stars Don't Lie: The Top 6 Open Source AI Tools Powering Next-Gen Agents",
    "## prompt-optimizer: The 30.3k-Star Prompt Engineering Workhorse",
    "At #3 with 30.3k stars, prompt-optimizer addresses the unglamorous but critical work of making prompts clearer, more stable, and reusable."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://clawdbytes.com/article/2026-06-03-top-6-open-source-ai-tools-by-github-stars-for-stronger-ai-agents.html",
   "title": "GitHub Stars Don't Lie: The Top 6 Open Source AI Tools Powering Next-Gen Agents",
   "project": "OpenClaude",
   "repository": null,
   "stars": "28300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# > GitHub Stars Don't Lie: The Top 6 Open Source AI Tools Powering Next-Gen Agents",
    "## OpenClaude and OpenCLI: Terminal-First Agent Tools"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# > GitHub Stars Don't Lie: The Top 6 Open Source AI Tools Powering Next-Gen Agents",
    "## OpenClaude and OpenCLI: Terminal-First Agent Tools",
    "OpenClaude (28.3k stars) gives developers a multi-model AI coding agent CLI that isn't locked into a single provider or closed ecosystem\u2014it supports OpenAI-compatible APIs, Gemini, GitHub Models, Codex, Ollama, Atomic Chat, and more."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://clawdbytes.com/article/2026-06-03-top-6-open-source-ai-tools-by-github-stars-for-stronger-ai-agents.html",
   "title": "GitHub Stars Don't Lie: The Top 6 Open Source AI Tools Powering Next-Gen Agents",
   "project": "OpenCLI",
   "repository": null,
   "stars": "23400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# > GitHub Stars Don't Lie: The Top 6 Open Source AI Tools Powering Next-Gen Agents",
    "## OpenClaude and OpenCLI: Terminal-First Agent Tools"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# > GitHub Stars Don't Lie: The Top 6 Open Source AI Tools Powering Next-Gen Agents",
    "## OpenClaude and OpenCLI: Terminal-First Agent Tools",
    "Meanwhile, OpenCLI (23.4k stars) converts websites, browser sessions, Electron apps, and local tools into command-line interfaces, letting agents interact with GUI-based systems through predictable commands like `opencli hackernews top --limit 5`."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://clawdbytes.com/article/2026-06-03-top-6-open-source-ai-tools-by-github-stars-for-stronger-ai-agents.html",
   "title": "GitHub Stars Don't Lie: The Top 6 Open Source AI Tools Powering Next-Gen Agents",
   "project": "NocoBase",
   "repository": null,
   "stars": "22600",
   "description": null,
   "license": null,
   "project_evidence": [
    "# > GitHub Stars Don't Lie: The Top 6 Open Source AI Tools Powering Next-Gen Agents",
    "## NocoBase: AI-Powered Business Systems at 22.6k Stars"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# > GitHub Stars Don't Lie: The Top 6 Open Source AI Tools Powering Next-Gen Agents",
    "## NocoBase: AI-Powered Business Systems at 22.6k Stars",
    "Rounding out the list at #6, NocoBase takes a different approach\u2014instead of boosting agent capabilities, it provides the structured business system foundation where AI can actually operate."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alicelabs.ai/en/insights/open-source-ai-agent-frameworks-comparison-2026",
   "title": "Open Source AI Agent Frameworks Comparison 2026",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "16000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Frameworks Comparison 2026",
    "## LangGraph",
    "- **LangGraph** \u2014 graph-based state machines. 16K+ GitHub stars. MIT license. Built by the LangChain team."
   ],
   "repository_evidence": [
    "# Open Source AI Agent Frameworks Comparison 2026",
    "1. [LangGraph (langchain-ai/langgraph) \u2014 official repository](https://github.com/langchain-ai/langgraph)(accessed 2026-04-28)"
   ],
   "stars_evidence": [
    "# Open Source AI Agent Frameworks Comparison 2026",
    "## LangGraph",
    "> In 2026, LangGraph (16K+ stars, MIT) and CrewAI (28K+ stars, MIT) lead the open source agent framework category."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alicelabs.ai/en/insights/open-source-ai-agent-frameworks-comparison-2026",
   "title": "Open Source AI Agent Frameworks Comparison 2026",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "28000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Frameworks Comparison 2026",
    "## CrewAI",
    "- **CrewAI** \u2014 role-based multi-agent collaboration. 28K+ GitHub stars. MIT license. Independent of LangChain."
   ],
   "repository_evidence": [
    "# Open Source AI Agent Frameworks Comparison 2026",
    "3. [CrewAI (crewAIInc/crewAI) \u2014 official repository](https://github.com/crewAIInc/crewAI)(accessed 2026-04-28)"
   ],
   "stars_evidence": [
    "# Open Source AI Agent Frameworks Comparison 2026",
    "## CrewAI",
    "> In 2026, LangGraph (16K+ stars, MIT) and CrewAI (28K+ stars, MIT) lead the open source agent framework category."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alicelabs.ai/en/insights/open-source-ai-agent-frameworks-comparison-2026",
   "title": "Open Source AI Agent Frameworks Comparison 2026",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Frameworks Comparison 2026",
    "### AutoGen / AG2",
    "Microsoft Research's multi-agent conversation framework. In late 2024 it split: Microsoft continued an AutoGen v0.4+ rewrite, while the community forked the proven v0.2 lineage as AG2 (ag2.ai)."
   ],
   "repository_evidence": [
    "# Open Source AI Agent Frameworks Comparison 2026",
    "6. [Microsoft AutoGen (microsoft/autogen) \u2014 v0.4+ rewrite](https://github.com/microsoft/autogen)(accessed 2026-04-28)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alicelabs.ai/en/insights/open-source-ai-agent-frameworks-comparison-2026",
   "title": "Open Source AI Agent Frameworks Comparison 2026",
   "project": "AG2",
   "repository": "https://github.com/ag2ai/ag2",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Frameworks Comparison 2026",
    "### AutoGen / AG2",
    "Microsoft Research's multi-agent conversation framework. In late 2024 it split: Microsoft continued an AutoGen v0.4+ rewrite, while the community forked the proven v0.2 lineage as AG2 (ag2.ai)."
   ],
   "repository_evidence": [
    "# Open Source AI Agent Frameworks Comparison 2026",
    "5. [AG2 (ag2ai/ag2) \u2014 community continuation of AutoGen v0.2 lineage](https://github.com/ag2ai/ag2)(accessed 2026-04-28)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alicelabs.ai/en/insights/open-source-ai-agent-frameworks-comparison-2026",
   "title": "Open Source AI Agent Frameworks Comparison 2026",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Frameworks Comparison 2026",
    "### LlamaIndex (agents)",
    "LlamaIndex started as a data framework for LLMs and now ships first-class agent primitives. The strongest pick when the agent's primary value is reasoning over indexed private data."
   ],
   "repository_evidence": [
    "# Open Source AI Agent Frameworks Comparison 2026",
    "7. [LlamaIndex (run-llama/llama_index) \u2014 official repository](https://github.com/run-llama/llama_index)(accessed 2026-04-28)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alicelabs.ai/en/insights/open-source-ai-agent-frameworks-comparison-2026",
   "title": "Open Source AI Agent Frameworks Comparison 2026",
   "project": "Semantic Kernel",
   "repository": "https://learn.microsoft.com/semantic-kernel",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Frameworks Comparison 2026",
    "### Microsoft Semantic Kernel",
    "Microsoft's enterprise AI orchestration SDK with C#, Python, and Java parity. The best fit when your enterprise lives on .NET / Azure infrastructure."
   ],
   "repository_evidence": [
    "# Open Source AI Agent Frameworks Comparison 2026",
    "- [Semantic Kernel documentation](https://learn.microsoft.com/semantic-kernel)\u00b7 learn.microsoft.com"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alicelabs.ai/en/insights/open-source-ai-agent-frameworks-comparison-2026",
   "title": "Open Source AI Agent Frameworks Comparison 2026",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Frameworks Comparison 2026",
    "### Pydantic AI",
    "Type-safe agent framework from the Pydantic team. Released late 2024, it brings FastAPI-style ergonomics \u2014 strict types, dependency injection, structured responses \u2014 to agent code."
   ],
   "repository_evidence": [
    "# Open Source AI Agent Frameworks Comparison 2026",
    "9. [Pydantic AI (pydantic/pydantic-ai) \u2014 official repository](https://github.com/pydantic/pydantic-ai)(accessed 2026-04-28)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "title": "GitHub - brandonhimpfen/awesome-ai-agents: A curated list of frameworks, tools, platforms, and resources for building AI agents.",
   "project": "AG2",
   "repository": "https://github.com/ag2ai/ag2",
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "title": "GitHub - brandonhimpfen/awesome-ai-agents: A curated list of frameworks, tools, platforms, and resources for building AI agents.",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "title": "GitHub - brandonhimpfen/awesome-ai-agents: A curated list of frameworks, tools, platforms, and resources for building AI agents.",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "title": "GitHub - brandonhimpfen/awesome-ai-agents: A curated list of frameworks, tools, platforms, and resources for building AI agents.",
   "project": "LlamaIndex Agents",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "title": "GitHub - brandonhimpfen/awesome-ai-agents: A curated list of frameworks, tools, platforms, and resources for building AI agents.",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "title": "GitHub - brandonhimpfen/awesome-ai-agents: A curated list of frameworks, tools, platforms, and resources for building AI agents.",
   "project": "CrewAI",
   "repository": "https://github.com/crewai-inc/crewai",
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "title": "GitHub - brandonhimpfen/awesome-ai-agents: A curated list of frameworks, tools, platforms, and resources for building AI agents.",
   "project": "SmolAgents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "title": "GitHub - brandonhimpfen/awesome-ai-agents: A curated list of frameworks, tools, platforms, and resources for building AI agents.",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "title": "GitHub - brandonhimpfen/awesome-ai-agents: A curated list of frameworks, tools, platforms, and resources for building AI agents.",
   "project": "Phidata",
   "repository": "https://github.com/phidatahq/phidata",
   "stars": null,
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   "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,
   "description_evidence": null,
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  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "title": "GitHub - brandonhimpfen/awesome-ai-agents: A curated list of frameworks, tools, platforms, and resources for building AI agents.",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "title": "GitHub - brandonhimpfen/awesome-ai-agents: A curated list of frameworks, tools, platforms, and resources for building AI agents.",
   "project": "Rasa",
   "repository": "https://github.com/RasaHQ/rasa",
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "title": "GitHub - brandonhimpfen/awesome-ai-agents: A curated list of frameworks, tools, platforms, and resources for building AI agents.",
   "project": "Botpress",
   "repository": "https://github.com/botpress/botpress",
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "title": "GitHub - brandonhimpfen/awesome-ai-agents: A curated list of frameworks, tools, platforms, and resources for building AI agents.",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "title": "GitHub - brandonhimpfen/awesome-ai-agents: A curated list of frameworks, tools, platforms, and resources for building AI agents.",
   "project": "Kitaru",
   "repository": "https://github.com/zenml-io/kitaru",
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "title": "GitHub - brandonhimpfen/awesome-ai-agents: A curated list of frameworks, tools, platforms, and resources for building AI agents.",
   "project": "LangFlow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "title": "GitHub - brandonhimpfen/awesome-ai-agents: A curated list of frameworks, tools, platforms, and resources for building AI agents.",
   "project": "OpenAI Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "title": "GitHub - brandonhimpfen/awesome-ai-agents: A curated list of frameworks, tools, platforms, and resources for building AI agents.",
   "project": "DeerFlow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "title": "GitHub - brandonhimpfen/awesome-ai-agents: A curated list of frameworks, tools, platforms, and resources for building AI agents.",
   "project": "Bosun",
   "repository": "https://github.com/virtengine/bosun",
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "title": "GitHub - brandonhimpfen/awesome-ai-agents: A curated list of frameworks, tools, platforms, and resources for building AI agents.",
   "project": "OpenAgents",
   "repository": "https://github.com/openagents-org/openagents",
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md",
   "title": "Github-Ranking-AI/Top100/AI Agents.md at main \u00b7 yuxiaopeng/Github-Ranking-AI",
   "project": "MetaGPT",
   "repository": "https://github.com/FoundationAgents/MetaGPT",
   "stars": "69858",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top 100 Stars in AI_Agents",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 24 | [MetaGPT](https://github.com/FoundationAgents/MetaGPT) | 69858 | 8882 | Python | 16 | \ud83c\udf1f The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming | 2026-01-21T10:12:33Z |"
   ],
   "repository_evidence": [
    "## Top 100 Stars in AI_Agents",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 24 | [MetaGPT](https://github.com/FoundationAgents/MetaGPT) | 69858 | 8882 | Python | 16 | \ud83c\udf1f The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming | 2026-01-21T10:12:33Z |"
   ],
   "stars_evidence": [
    "## Top 100 Stars in AI_Agents",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 24 | [MetaGPT](https://github.com/FoundationAgents/MetaGPT) | 69858 | 8882 | Python | 16 | \ud83c\udf1f The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming | 2026-01-21T10:12:33Z |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md",
   "title": "Github-Ranking-AI/Top100/AI Agents.md at main \u00b7 yuxiaopeng/Github-Ranking-AI",
   "project": "autogen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "60457",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top 100 Stars in AI_Agents",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 30 | [autogen](https://github.com/microsoft/autogen) | 60457 | 9114 | Python | 558 | A programming framework for agentic AI | 2026-04-15T11:59:09Z |"
   ],
   "repository_evidence": [
    "## Top 100 Stars in AI_Agents",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 30 | [autogen](https://github.com/microsoft/autogen) | 60457 | 9114 | Python | 558 | A programming framework for agentic AI | 2026-04-15T11:59:09Z |"
   ],
   "stars_evidence": [
    "## Top 100 Stars in AI_Agents",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 30 | [autogen](https://github.com/microsoft/autogen) | 60457 | 9114 | Python | 558 | A programming framework for agentic AI | 2026-04-15T11:59:09Z |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md",
   "title": "Github-Ranking-AI/Top100/AI Agents.md at main \u00b7 yuxiaopeng/Github-Ranking-AI",
   "project": "crewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "57181",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top 100 Stars in AI_Agents",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 32 | [crewAI](https://github.com/crewAIInc/crewAI) | 57181 | 8160 | Python | 110 | Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. | 2026-08-16T10:40:05Z |"
   ],
   "repository_evidence": [
    "## Top 100 Stars in AI_Agents",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 32 | [crewAI](https://github.com/crewAIInc/crewAI) | 57181 | 8160 | Python | 110 | Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. | 2026-08-16T10:40:05Z |"
   ],
   "stars_evidence": [
    "## Top 100 Stars in AI_Agents",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 32 | [crewAI](https://github.com/crewAIInc/crewAI) | 57181 | 8160 | Python | 110 | Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. | 2026-08-16T10:40:05Z |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md",
   "title": "Github-Ranking-AI/Top100/AI Agents.md at main \u00b7 yuxiaopeng/Github-Ranking-AI",
   "project": "nanobot",
   "repository": "https://github.com/HKUDS/nanobot",
   "stars": "47072",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top 100 Stars in AI_Agents",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 40 | [nanobot](https://github.com/HKUDS/nanobot) | 47072 | 8318 | Python | 194 | Ultra-lightweight, open-source, self-hosted personal AI agent framework in Python with WebUI, tools, memory, MCP, multi-agent workflows, automation, and chat apps | 2026-08-17T03:53:38Z |"
   ],
   "repository_evidence": [
    "## Top 100 Stars in AI_Agents",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 40 | [nanobot](https://github.com/HKUDS/nanobot) | 47072 | 8318 | Python | 194 | Ultra-lightweight, open-source, self-hosted personal AI agent framework in Python with WebUI, tools, memory, MCP, multi-agent workflows, automation, and chat apps | 2026-08-17T03:53:38Z |"
   ],
   "stars_evidence": [
    "## Top 100 Stars in AI_Agents",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 40 | [nanobot](https://github.com/HKUDS/nanobot) | 47072 | 8318 | Python | 194 | Ultra-lightweight, open-source, self-hosted personal AI agent framework in Python with WebUI, tools, memory, MCP, multi-agent workflows, automation, and chat apps | 2026-08-17T03:53:38Z |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md",
   "title": "Github-Ranking-AI/Top100/AI Agents.md at main \u00b7 yuxiaopeng/Github-Ranking-AI",
   "project": "AstrBot",
   "repository": "https://github.com/AstrBotDevs/AstrBot",
   "stars": "39266",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top 100 Stars in AI_Agents",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 55 | [AstrBot](https://github.com/AstrBotDevs/AstrBot) | 39266 | 2800 | Python | 1029 | AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. \u2728 | 2026-08-16T09:02:32Z |"
   ],
   "repository_evidence": [
    "## Top 100 Stars in AI_Agents",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 55 | [AstrBot](https://github.com/AstrBotDevs/AstrBot) | 39266 | 2800 | Python | 1029 | AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. \u2728 | 2026-08-16T09:02:32Z |"
   ],
   "stars_evidence": [
    "## Top 100 Stars in AI_Agents",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
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    "| 48 | **Ragpi** | OSI-approved OSS | MIT | 33 | 4 | 255 | 35 | \ud83d\udd34 Needs Attention |"
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    "| 48 | **Ragpi** | OSI-approved OSS | MIT | 33 | 4 | 255 | 35 | \ud83d\udd34 Needs Attention |"
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    "| 49 | **VoidMuse** | OSI-approved OSS | Apache-2.0 | 30 | 0 | 111 | 33 | \ud83d\udd34 Needs Attention |"
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    "| 49 | **VoidMuse** | OSI-approved OSS | Apache-2.0 | 30 | 0 | 111 | 33 | \ud83d\udd34 Needs Attention |"
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    "| 50 | **Submarine** | OSI-approved OSS | AGPL-3.0 | 20 | 7 | 51 | 30 | \ud83d\udd34 Needs Attention |"
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   "url": "https://scored.tools/blog/best-ai-frameworks-multi-agent-systems-2026",
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    "## 1. LangGraph \u2014 Score: 9.4/10",
    "After synthesizing the strongest developer-focused research from early 2026 \u2014 production case studies, ecosystem data, protocol analyses, and TCO breakdowns \u2014 LangGraph is the best overall AI agent framework for serious developers right now."
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   "title": "Best AI Frameworks for Multi-Agent Systems in 2026",
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    "## 2. CrewAI \u2014 Score: 8.8/10",
    "Adoption is real \u2014 CrewAI is one of the fastest-growing multi-agent frameworks in production today, with over 52,000 GitHub stars and 2 billion agent executions in the past 12 months."
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    "## 2. CrewAI \u2014 Score: 8.8/10",
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    "## 3. OpenAI Agents SDK \u2014 Score: 8.5/10",
    "The OpenAI Agents SDK offers the thinnest possible abstraction with four primitives and zero ceremony."
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   "title": "Best AI Frameworks for Multi-Agent Systems in 2026",
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    "## 4. Claude Agent SDK \u2014 Score: 8.3/10",
    "Anthropic's SDK takes a tool-use-first approach where agents are Claude models equipped with tools, including the ability to invoke other agents as tools."
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    "## 5. Microsoft Agent Framework \u2014 Score: 8.0/10",
    "Microsoft Agent Framework is the unification play."
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   "url": "https://scored.tools/blog/best-ai-frameworks-multi-agent-systems-2026",
   "title": "Best AI Frameworks for Multi-Agent Systems in 2026",
   "project": "AutoGen",
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   "stars": null,
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    "Best AI Frameworks for Multi-Agent Systems in 2026",
    "## 6. AutoGen \u2014 Score: 7.6/10",
    "Autogen remains the research-forward option, and it's still worth using \u2014 especially now that a lot of its DNA has been absorbed into Microsoft Agent Framework."
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    "## 7. Google ADK \u2014 Score: 7.4/10",
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   "title": "Best Multi-Agent Frameworks 2026: 7 Platforms Ranked for Production",
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   "stars": "31400",
   "description": null,
   "license": null,
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    "LangGraph, CrewAI, Microsoft Agent Framework, AutoGen, Mastra, OpenAI Agents SDK, and Google ADK ranked for 2026 by debug, eval, and production readiness.",
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    "[LangGraph](https://github.com/langchain-ai/langgraph) is a low-level orchestration framework and runtime."
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   "repository_evidence": [
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    "# Best Multi-Agent Frameworks in 2026: 7 Platforms Ranked for Production",
    "LangGraph, CrewAI, Microsoft Agent Framework, AutoGen, Mastra, OpenAI Agents SDK, and Google ADK ranked for 2026 by debug, eval, and production readiness.",
    "LangGraph",
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    "LangGraph, CrewAI, Microsoft Agent Framework, AutoGen, Mastra, OpenAI Agents SDK, and Google ADK ranked for 2026 by debug, eval, and production readiness.",
    "## TL;DR: Best multi-agent framework per use case",
    "TL;DR: Best multi-agent framework per use case",
    "| Use case | Best pick | Why (one phrase) | License | Stars |",
    "| Stateful agents with checkpoints and time-travel debug | LangGraph | StateGraph plus persistence plus durable execution | MIT | 31.4k |",
    "### 1. LangGraph: Best for stateful agents with checkpoints",
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    "LangGraph, CrewAI, Microsoft Agent Framework, AutoGen, Mastra, OpenAI Agents SDK, and Google ADK ranked for 2026 by debug, eval, and production readiness.",
    "## TL;DR: Best multi-agent framework per use case",
    "TL;DR: Best multi-agent framework per use case",
    "| Use case | Best pick | Why (one phrase) | License | Stars |",
    "| Role-based crews with sequential or hierarchical processes | CrewAI | Crew-of-agents abstraction independent of LangChain | MIT | 50.8k |",
    "### 2. CrewAI: Best for role-based crews",
    "*MIT. Python only. 50.8k stars. Latest v1.14.4, April 2026.*"
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    "LangGraph, CrewAI, Microsoft Agent Framework, AutoGen, Mastra, OpenAI Agents SDK, and Google ADK ranked for 2026 by debug, eval, and production readiness.",
    "## TL;DR: Best multi-agent framework per use case",
    "TL;DR: Best multi-agent framework per use case",
    "| Use case | Best pick | Why (one phrase) | License | Stars |",
    "| AutoGen migration or Python plus .NET parity | Microsoft Agent Framework | Recommended AutoGen successor with workflow runtime | MIT | 10.2k |",
    "### 3. Microsoft Agent Framework: Best AutoGen successor",
    "*MIT. Python and C# parity. 10.2k stars and growing.*"
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    "AutoGen",
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    "AutoGen",
    "[AutoGen](https://github.com/microsoft/autogen) shaped the multi-agent conversation in 2024 and 2025 with the AssistantAgent, GroupChat, and Magentic-One patterns."
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    "## TL;DR: Best multi-agent framework per use case",
    "TL;DR: Best multi-agent framework per use case",
    "| Use case | Best pick | Why (one phrase) | License | Stars |",
    "| Existing AutoGen codebases on maintenance | AutoGen | Last release v0.7.5 Sep 2025; in maintenance mode | MIT + CC-BY-4.0 | 57.8k |",
    "### 4. AutoGen: Use for existing codebases only",
    "*MIT + CC-BY-4.0. Python primary, .NET, TypeScript. 57.8k stars. Last v0.7.5, September 2025. Maintenance mode.*"
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    "[Mastra](https://github.com/mastra-ai/mastra) ships TypeScript-native agents with workflows, memory, evals, and OTel-compatible tracing as first-class features."
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    "Mastra",
    "[Mastra](https://github.com/mastra-ai/mastra) ships TypeScript-native agents with workflows, memory, evals, and OTel-compatible tracing as first-class features."
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   "title": "Best Multi-Agent Frameworks 2026: 7 Platforms Ranked for Production",
   "project": "OpenAI Agents SDK",
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    "OpenAI Agents SDK",
    "[OpenAI Agents SDK](https://github.com/openai/openai-agents-python) is the provider-native agent SDK."
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    "OpenAI Agents SDK",
    "[OpenAI Agents SDK](https://github.com/openai/openai-agents-python) is the provider-native agent SDK."
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   "title": "Best Multi-Agent Frameworks 2026: 7 Platforms Ranked for Production",
   "project": "Google ADK",
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    "Google ADK",
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    "Google ADK",
    "[Google ADK (Agent Development Kit)](https://github.com/google/adk-python) is Google\u2019s production-ready agent framework with native Vertex AI integration."
   ],
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  {
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   "title": "OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
   "project": "OpenClaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": "373616",
   "description": null,
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   "project_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "Two projects at the core of the [self-hosted AI systems](https://www.glukhov.org/ai-systems/) ecosystem \u2014 **OpenClaw** and **Hermes Agent** \u2014 have pulled so far ahead that the rest of the field is fighting for a distant third place.",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 1 | OpenClaw | [`openclaw/openclaw`](https://github.com/openclaw/openclaw) | TypeScript | 373,616 | **62** |"
   ],
   "repository_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 1 | OpenClaw | [`openclaw/openclaw`](https://github.com/openclaw/openclaw) | TypeScript | 373,616 | **62** |"
   ],
   "stars_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "Star counts are live data fetched from the GitHub API on **May 21, 2026**. Repos are sorted by current stars, descending.",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 1 | OpenClaw | [`openclaw/openclaw`](https://github.com/openclaw/openclaw) | TypeScript | 373,616 | **62** |"
   ],
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   "url": "https://dev.to/rosgluk/openclaw-vs-hermes-agent-stars-downloads-usage-2026-b07",
   "title": "OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
   "project": "Hermes Agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "160175",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "Two projects at the core of the [self-hosted AI systems](https://www.glukhov.org/ai-systems/) ecosystem \u2014 **OpenClaw** and **Hermes Agent** \u2014 have pulled so far ahead that the rest of the field is fighting for a distant third place.",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 2 | Hermes Agent | [`NousResearch/hermes-agent`](https://github.com/NousResearch/hermes-agent) | Python | 160,175 | **5** |"
   ],
   "repository_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 2 | Hermes Agent | [`NousResearch/hermes-agent`](https://github.com/NousResearch/hermes-agent) | Python | 160,175 | **5** |"
   ],
   "stars_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "Star counts are live data fetched from the GitHub API on **May 21, 2026**. Repos are sorted by current stars, descending.",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 2 | Hermes Agent | [`NousResearch/hermes-agent`](https://github.com/NousResearch/hermes-agent) | Python | 160,175 | **5** |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/rosgluk/openclaw-vs-hermes-agent-stars-downloads-usage-2026-b07",
   "title": "OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
   "project": "Nanobot",
   "repository": "https://github.com/HKUDS/nanobot",
   "stars": "42873",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 3 | Nanobot | [`HKUDS/nanobot`](https://github.com/HKUDS/nanobot) | Python | 42,873 | **2** |"
   ],
   "repository_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 3 | Nanobot | [`HKUDS/nanobot`](https://github.com/HKUDS/nanobot) | Python | 42,873 | **2** |"
   ],
   "stars_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "Star counts are live data fetched from the GitHub API on **May 21, 2026**. Repos are sorted by current stars, descending.",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 3 | Nanobot | [`HKUDS/nanobot`](https://github.com/HKUDS/nanobot) | Python | 42,873 | **2** |"
   ],
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  },
  {
   "url": "https://dev.to/rosgluk/openclaw-vs-hermes-agent-stars-downloads-usage-2026-b07",
   "title": "OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
   "project": "AstrBot",
   "repository": "https://github.com/AstrBotDevs/AstrBot",
   "stars": "32709",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 4 | AstrBot | [`AstrBotDevs/AstrBot`](https://github.com/AstrBotDevs/AstrBot) | Python | 32,709 | **11** |"
   ],
   "repository_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 4 | AstrBot | [`AstrBotDevs/AstrBot`](https://github.com/AstrBotDevs/AstrBot) | Python | 32,709 | **11** |"
   ],
   "stars_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "Star counts are live data fetched from the GitHub API on **May 21, 2026**. Repos are sorted by current stars, descending.",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 4 | AstrBot | [`AstrBotDevs/AstrBot`](https://github.com/AstrBotDevs/AstrBot) | Python | 32,709 | **11** |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/rosgluk/openclaw-vs-hermes-agent-stars-downloads-usage-2026-b07",
   "title": "OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
   "project": "ZeroClaw",
   "repository": "https://github.com/zeroclaw-labs/zeroclaw",
   "stars": "31500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 5 | ZeroClaw | [`zeroclaw-labs/zeroclaw`](https://github.com/zeroclaw-labs/zeroclaw) | Rust | 31,500 | **\u22651** |"
   ],
   "repository_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 5 | ZeroClaw | [`zeroclaw-labs/zeroclaw`](https://github.com/zeroclaw-labs/zeroclaw) | Rust | 31,500 | **\u22651** |"
   ],
   "stars_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "Star counts are live data fetched from the GitHub API on **May 21, 2026**. Repos are sorted by current stars, descending.",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 5 | ZeroClaw | [`zeroclaw-labs/zeroclaw`](https://github.com/zeroclaw-labs/zeroclaw) | Rust | 31,500 | **\u22651** |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/rosgluk/openclaw-vs-hermes-agent-stars-downloads-usage-2026-b07",
   "title": "OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
   "project": "NanoClaw",
   "repository": "https://github.com/nanocoai/nanoclaw",
   "stars": "29143",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 6 | NanoClaw | [`nanocoai/nanoclaw`](https://github.com/nanocoai/nanoclaw) | TypeScript | 29,143 | **\u22651** |"
   ],
   "repository_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 6 | NanoClaw | [`nanocoai/nanoclaw`](https://github.com/nanocoai/nanoclaw) | TypeScript | 29,143 | **\u22651** |"
   ],
   "stars_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "Star counts are live data fetched from the GitHub API on **May 21, 2026**. Repos are sorted by current stars, descending.",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 6 | NanoClaw | [`nanocoai/nanoclaw`](https://github.com/nanocoai/nanoclaw) | TypeScript | 29,143 | **\u22651** |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/rosgluk/openclaw-vs-hermes-agent-stars-downloads-usage-2026-b07",
   "title": "OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
   "project": "PicoClaw",
   "repository": "https://github.com/sipeed/picoclaw",
   "stars": "29121",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 7 | PicoClaw | [`sipeed/picoclaw`](https://github.com/sipeed/picoclaw) | Go | 29,121 | **3** |"
   ],
   "repository_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 7 | PicoClaw | [`sipeed/picoclaw`](https://github.com/sipeed/picoclaw) | Go | 29,121 | **3** |"
   ],
   "stars_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "Star counts are live data fetched from the GitHub API on **May 21, 2026**. Repos are sorted by current stars, descending.",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 7 | PicoClaw | [`sipeed/picoclaw`](https://github.com/sipeed/picoclaw) | Go | 29,121 | **3** |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/rosgluk/openclaw-vs-hermes-agent-stars-downloads-usage-2026-b07",
   "title": "OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
   "project": "AionUi",
   "repository": "https://github.com/iOfficeAI/AionUi",
   "stars": "26025",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 8 | AionUi | [`iOfficeAI/AionUi`](https://github.com/iOfficeAI/AionUi) | TypeScript | 26,025 | **\u22653** |"
   ],
   "repository_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 8 | AionUi | [`iOfficeAI/AionUi`](https://github.com/iOfficeAI/AionUi) | TypeScript | 26,025 | **\u22653** |"
   ],
   "stars_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "Star counts are live data fetched from the GitHub API on **May 21, 2026**. Repos are sorted by current stars, descending.",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 8 | AionUi | [`iOfficeAI/AionUi`](https://github.com/iOfficeAI/AionUi) | TypeScript | 26,025 | **\u22653** |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/rosgluk/openclaw-vs-hermes-agent-stars-downloads-usage-2026-b07",
   "title": "OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
   "project": "NemoClaw",
   "repository": "https://github.com/NVIDIA/NemoClaw",
   "stars": "20571",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 9 | NemoClaw | [`NVIDIA/NemoClaw`](https://github.com/NVIDIA/NemoClaw) | TypeScript | 20,571 | **0** |"
   ],
   "repository_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 9 | NemoClaw | [`NVIDIA/NemoClaw`](https://github.com/NVIDIA/NemoClaw) | TypeScript | 20,571 | **0** |"
   ],
   "stars_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "Star counts are live data fetched from the GitHub API on **May 21, 2026**. Repos are sorted by current stars, descending.",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 9 | NemoClaw | [`NVIDIA/NemoClaw`](https://github.com/NVIDIA/NemoClaw) | TypeScript | 20,571 | **0** |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/rosgluk/openclaw-vs-hermes-agent-stars-downloads-usage-2026-b07",
   "title": "OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
   "project": "OpenFang",
   "repository": "https://github.com/RightNow-AI/openfang",
   "stars": "17599",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 10 | OpenFang | [`RightNow-AI/openfang`](https://github.com/RightNow-AI/openfang) | Rust | 17,599 | **\u22655** |"
   ],
   "repository_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 10 | OpenFang | [`RightNow-AI/openfang`](https://github.com/RightNow-AI/openfang) | Rust | 17,599 | **\u22655** |"
   ],
   "stars_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "Star counts are live data fetched from the GitHub API on **May 21, 2026**. Repos are sorted by current stars, descending.",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 10 | OpenFang | [`RightNow-AI/openfang`](https://github.com/RightNow-AI/openfang) | Rust | 17,599 | **\u22655** |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/rosgluk/openclaw-vs-hermes-agent-stars-downloads-usage-2026-b07",
   "title": "OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
   "project": "LangBot",
   "repository": "https://github.com/langbot-app/LangBot",
   "stars": "16084",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 11 | LangBot | [`langbot-app/LangBot`](https://github.com/langbot-app/LangBot) | Python | 16,084 | **1** |"
   ],
   "repository_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 11 | LangBot | [`langbot-app/LangBot`](https://github.com/langbot-app/LangBot) | Python | 16,084 | **1** |"
   ],
   "stars_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "Star counts are live data fetched from the GitHub API on **May 21, 2026**. Repos are sorted by current stars, descending.",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 11 | LangBot | [`langbot-app/LangBot`](https://github.com/langbot-app/LangBot) | Python | 16,084 | **1** |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/rosgluk/openclaw-vs-hermes-agent-stars-downloads-usage-2026-b07",
   "title": "OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
   "project": "memU",
   "repository": "https://github.com/NevaMind-AI/memU",
   "stars": "13672",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 12 | memU | [`NevaMind-AI/memU`](https://github.com/NevaMind-AI/memU) | Python | 13,672 | **0** |"
   ],
   "repository_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 12 | memU | [`NevaMind-AI/memU`](https://github.com/NevaMind-AI/memU) | Python | 13,672 | **0** |"
   ],
   "stars_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "Star counts are live data fetched from the GitHub API on **May 21, 2026**. Repos are sorted by current stars, descending.",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 12 | memU | [`NevaMind-AI/memU`](https://github.com/NevaMind-AI/memU) | Python | 13,672 | **0** |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/rosgluk/openclaw-vs-hermes-agent-stars-downloads-usage-2026-b07",
   "title": "OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
   "project": "IronClaw",
   "repository": "https://github.com/nearai/ironclaw",
   "stars": "12305",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 13 | IronClaw | [`nearai/ironclaw`](https://github.com/nearai/ironclaw) | Rust | 12,305 | **4** |"
   ],
   "repository_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 13 | IronClaw | [`nearai/ironclaw`](https://github.com/nearai/ironclaw) | Rust | 12,305 | **4** |"
   ],
   "stars_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "Star counts are live data fetched from the GitHub API on **May 21, 2026**. Repos are sorted by current stars, descending.",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 13 | IronClaw | [`nearai/ironclaw`](https://github.com/nearai/ironclaw) | Rust | 12,305 | **4** |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/rosgluk/openclaw-vs-hermes-agent-stars-downloads-usage-2026-b07",
   "title": "OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
   "project": "Moltworker",
   "repository": "https://github.com/cloudflare/moltworker",
   "stars": "9899",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 14 | Moltworker | [`cloudflare/moltworker`](https://github.com/cloudflare/moltworker) | TypeScript | 9,899 | **0** |"
   ],
   "repository_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 14 | Moltworker | [`cloudflare/moltworker`](https://github.com/cloudflare/moltworker) | TypeScript | 9,899 | **0** |"
   ],
   "stars_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "Star counts are live data fetched from the GitHub API on **May 21, 2026**. Repos are sorted by current stars, descending.",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 14 | Moltworker | [`cloudflare/moltworker`](https://github.com/cloudflare/moltworker) | TypeScript | 9,899 | **0** |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/rosgluk/openclaw-vs-hermes-agent-stars-downloads-usage-2026-b07",
   "title": "OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
   "project": "MemOS",
   "repository": "https://github.com/MemTensor/MemOS",
   "stars": "9246",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 15 | MemOS | [`MemTensor/MemOS`](https://github.com/MemTensor/MemOS) | Python | 9,246 | **\u22652** |"
   ],
   "repository_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 15 | MemOS | [`MemTensor/MemOS`](https://github.com/MemTensor/MemOS) | Python | 9,246 | **\u22652** |"
   ],
   "stars_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "Star counts are live data fetched from the GitHub API on **May 21, 2026**. Repos are sorted by current stars, descending.",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 15 | MemOS | [`MemTensor/MemOS`](https://github.com/MemTensor/MemOS) | Python | 9,246 | **\u22652** |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/rosgluk/openclaw-vs-hermes-agent-stars-downloads-usage-2026-b07",
   "title": "OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
   "project": "ClawWork",
   "repository": "https://github.com/HKUDS/ClawWork",
   "stars": "8111",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 16 | ClawWork | [`HKUDS/ClawWork`](https://github.com/HKUDS/ClawWork) | Python | 8,111 | **0** |"
   ],
   "repository_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 16 | ClawWork | [`HKUDS/ClawWork`](https://github.com/HKUDS/ClawWork) | Python | 8,111 | **0** |"
   ],
   "stars_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "Star counts are live data fetched from the GitHub API on **May 21, 2026**. Repos are sorted by current stars, descending.",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 16 | ClawWork | [`HKUDS/ClawWork`](https://github.com/HKUDS/ClawWork) | Python | 8,111 | **0** |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/rosgluk/openclaw-vs-hermes-agent-stars-downloads-usage-2026-b07",
   "title": "OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
   "project": "NullClaw",
   "repository": "https://github.com/nullclaw/nullclaw",
   "stars": "7603",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 17 | NullClaw | [`nullclaw/nullclaw`](https://github.com/nullclaw/nullclaw) | Zig | 7,603 | **2** |"
   ],
   "repository_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 17 | NullClaw | [`nullclaw/nullclaw`](https://github.com/nullclaw/nullclaw) | Zig | 7,603 | **2** |"
   ],
   "stars_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "Star counts are live data fetched from the GitHub API on **May 21, 2026**. Repos are sorted by current stars, descending.",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 17 | NullClaw | [`nullclaw/nullclaw`](https://github.com/nullclaw/nullclaw) | Zig | 7,603 | **2** |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/rosgluk/openclaw-vs-hermes-agent-stars-downloads-usage-2026-b07",
   "title": "OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
   "project": "MimicLaw",
   "repository": "https://github.com/memovai/mimiclaw",
   "stars": "5422",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 18 | MimicLaw | [`memovai/mimiclaw`](https://github.com/memovai/mimiclaw) | C | 5,422 | **0** |"
   ],
   "repository_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 18 | MimicLaw | [`memovai/mimiclaw`](https://github.com/memovai/mimiclaw) | C | 5,422 | **0** |"
   ],
   "stars_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "Star counts are live data fetched from the GitHub API on **May 21, 2026**. Repos are sorted by current stars, descending.",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 18 | MimicLaw | [`memovai/mimiclaw`](https://github.com/memovai/mimiclaw) | C | 5,422 | **0** |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/rosgluk/openclaw-vs-hermes-agent-stars-downloads-usage-2026-b07",
   "title": "OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
   "project": "Moltis",
   "repository": "https://github.com/moltis-org/moltis",
   "stars": "2697",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 19 | Moltis | [`moltis-org/moltis`](https://github.com/moltis-org/moltis) | Rust | 2,697 | **\u22653** |"
   ],
   "repository_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 19 | Moltis | [`moltis-org/moltis`](https://github.com/moltis-org/moltis) | Rust | 2,697 | **\u22653** |"
   ],
   "stars_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "Star counts are live data fetched from the GitHub API on **May 21, 2026**. Repos are sorted by current stars, descending.",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 19 | Moltis | [`moltis-org/moltis`](https://github.com/moltis-org/moltis) | Rust | 2,697 | **\u22653** |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/rosgluk/openclaw-vs-hermes-agent-stars-downloads-usage-2026-b07",
   "title": "OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
   "project": "Clawra",
   "repository": "https://github.com/SumeLabs/clawra",
   "stars": "2298",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw vs Hermes Agent: Stars, Downloads & Usage 2026",
    "| Rank | Project | GitHub repo | Language | Stars | Releases last 30 days |",
    "| 20 | Clawra | [`SumeLabs/clawra`](https://github.com/SumeLabs/clawra) | TypeScript | 2,298 | **0** |"
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    "| 20 | Clawra | [`SumeLabs/clawra`](https://github.com/SumeLabs/clawra) | TypeScript | 2,298 | **0** |"
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    "[ 7\n## MiroFish\n 68.7k Stars\nMulti-agent swarm intelligence engine that extracts seed information from the real world, constructs a high-fidelity parallel digital world with thousands of agents, and predicts future trajectories through social evolution simulations.\nmulti-agentswarm-intelligenceknowledge-graphmemory ](/en/projects/666ghj-mirofish/)"
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    "[ 7\n## MiroFish\n 68.7k Stars\nMulti-agent swarm intelligence engine that extracts seed information from the real world, constructs a high-fidelity parallel digital world with thousands of agents, and predicts future trajectories through social evolution simulations.\nmulti-agentswarm-intelligenceknowledge-graphmemory ](/en/projects/666ghj-mirofish/)"
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   "url": "https://agentlist.top/en/best/multi-agent",
   "title": "Best Multi-Agent Open Source Projects Top 20 | AgentList",
   "project": "Ruflo",
   "repository": null,
   "stars": "64700",
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   "project_evidence": [
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    "Top 20 most popular open-source Multi-Agent projects, ranked by GitHub Stars.",
    "[ 8\n## Ruflo\n 64.7k Stars\nThe leading agent orchestration platform for Claude. Deploy intelligent multi-agent swarms, coordinate autonomous workflows, and build conversational AI systems. Features enterprise-grade architecture, distributed swarm intelligence, RAG integration, and native Claude Code/Codex integration.\nmulti-agentorchestrationclaude-coderag ](/en/projects/ruvnet-ruflo/)"
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   "repository_evidence": null,
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    "Top 20 most popular open-source Multi-Agent projects, ranked by GitHub Stars.",
    "[ 8\n## Ruflo\n 64.7k Stars\nThe leading agent orchestration platform for Claude. Deploy intelligent multi-agent swarms, coordinate autonomous workflows, and build conversational AI systems. Features enterprise-grade architecture, distributed swarm intelligence, RAG integration, and native Claude Code/Codex integration.\nmulti-agentorchestrationclaude-coderag ](/en/projects/ruvnet-ruflo/)"
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   "description_evidence": null,
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  },
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   "url": "https://agentlist.top/en/best/multi-agent",
   "title": "Best Multi-Agent Open Source Projects Top 20 | AgentList",
   "project": "AutoGen",
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   "stars": "59800",
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   "project_evidence": [
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    "Top 20 most popular open-source Multi-Agent projects, ranked by GitHub Stars.",
    "[ 9\n## AutoGen\n 59.8k Stars\nMicrosoft AutoGen is a multi-agent conversation framework that lets you create multiple agents to collaborate through dialogue and solve complex tasks.\nmulti-agentconversationmicrosoftpython ](/en/projects/microsoft-autogen/)"
   ],
   "repository_evidence": null,
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    "[ 9\n## AutoGen\n 59.8k Stars\nMicrosoft AutoGen is a multi-agent conversation framework that lets you create multiple agents to collaborate through dialogue and solve complex tasks.\nmulti-agentconversationmicrosoftpython ](/en/projects/microsoft-autogen/)"
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   "description_evidence": null,
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   "url": "https://agentlist.top/en/best/multi-agent",
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   "stars": "55700",
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    "Top 20 most popular open-source Multi-Agent projects, ranked by GitHub Stars.",
    "[ 10\n## CrewAI\n 55.7k Stars\nCrewAI is a multi-agent framework for orchestrating role-playing, autonomous AI agents that collaborate like a team to tackle complex tasks.\nmulti-agentagent-frameworkrole-playingorchestration ](/en/projects/crewAIInc-crewAI/)"
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   "repository_evidence": null,
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    "[ 10\n## CrewAI\n 55.7k Stars\nCrewAI is a multi-agent framework for orchestrating role-playing, autonomous AI agents that collaborate like a team to tackle complex tasks.\nmulti-agentagent-frameworkrole-playingorchestration ](/en/projects/crewAIInc-crewAI/)"
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   "description_evidence": null,
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   "stars": "46000",
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   "project_evidence": [
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    "Top 20 most popular open-source Multi-Agent projects, ranked by GitHub Stars.",
    "[ 11\n## CowAgent\n 46.0k Stars\nCowAgent (formerly chatgpt-on-wechat) is a powerful AI assistant framework built on LLMs with autonomous planning, tool use, long-term memory, multi-agent collaboration, and multi-channel integration for WeChat, Feishu, DingTalk, and more.\nagent-frameworkmulti-agentchatbotwechat ](/en/projects/zhayujie-CowAgent/)"
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   "repository_evidence": null,
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    "Top 20 most popular open-source Multi-Agent projects, ranked by GitHub Stars.",
    "[ 11\n## CowAgent\n 46.0k Stars\nCowAgent (formerly chatgpt-on-wechat) is a powerful AI assistant framework built on LLMs with autonomous planning, tool use, long-term memory, multi-agent collaboration, and multi-channel integration for WeChat, Feishu, DingTalk, and more.\nagent-frameworkmulti-agentchatbotwechat ](/en/projects/zhayujie-CowAgent/)"
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   "url": "https://agentlist.top/en/best/multi-agent",
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   "stars": "41800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Multi-Agent Top 20",
    "Top 20 most popular open-source Multi-Agent projects, ranked by GitHub Stars.",
    "[ 12\n## BettaFish\n 41.8k Stars\nAn accessible multi-agent sentiment analysis assistant that breaks filter bubbles, reveals true public opinion, and predicts trends \u2014 built from scratch without external frameworks.\nmulti-agentagentpythondata-processing ](/en/projects/bettafish/)"
   ],
   "repository_evidence": null,
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    "[ 12\n## BettaFish\n 41.8k Stars\nAn accessible multi-agent sentiment analysis assistant that breaks filter bubbles, reveals true public opinion, and predicts trends \u2014 built from scratch without external frameworks.\nmulti-agentagentpythondata-processing ](/en/projects/bettafish/)"
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   "description_evidence": null,
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   "project": "OpenMontage",
   "repository": null,
   "stars": "39200",
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   "license": null,
   "project_evidence": [
    "# Best Multi-Agent Top 20",
    "Top 20 most popular open-source Multi-Agent projects, ranked by GitHub Stars.",
    "[ 13\n## OpenMontage\n 39.2k Stars\nWorld's first open-source, agentic video production system with 12 pipelines, 52 tools, and 500+ agent skills. Turn your AI coding assistant into a full video production studio.\nmulti-agentautomationagentpython ](/en/projects/calesthio-openmontage/)"
   ],
   "repository_evidence": null,
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    "[ 13\n## OpenMontage\n 39.2k Stars\nWorld's first open-source, agentic video production system with 12 pipelines, 52 tools, and 500+ agent skills. Turn your AI coding assistant into a full video production studio.\nmulti-agentautomationagentpython ](/en/projects/calesthio-openmontage/)"
   ],
   "description_evidence": null,
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   "url": "https://agentlist.top/en/best/multi-agent",
   "title": "Best Multi-Agent Open Source Projects Top 20 | AgentList",
   "project": "Agents",
   "repository": null,
   "stars": "38000",
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   "license": null,
   "project_evidence": [
    "# Best Multi-Agent Top 20",
    "Top 20 most popular open-source Multi-Agent projects, ranked by GitHub Stars.",
    "[ 14\n## Agents\n 38.0k Stars\nIntelligent automation and multi-agent orchestration for Claude Code. Supports automated workflows, task coordination, and intelligent agent system building.\nmulti-agentautomationorchestrationclaude-code ](/en/projects/wshobson-agents/)"
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   "repository_evidence": null,
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    "[ 14\n## Agents\n 38.0k Stars\nIntelligent automation and multi-agent orchestration for Claude Code. Supports automated workflows, task coordination, and intelligent agent system building.\nmulti-agentautomationorchestrationclaude-code ](/en/projects/wshobson-agents/)"
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   "description_evidence": null,
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   "url": "https://agentlist.top/en/best/multi-agent",
   "title": "Best Multi-Agent Open Source Projects Top 20 | AgentList",
   "project": "Oh My ClaudeCode",
   "repository": null,
   "stars": "37800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Multi-Agent Top 20",
    "Top 20 most popular open-source Multi-Agent projects, ranked by GitHub Stars.",
    "[ 15\n## Oh My ClaudeCode\n 37.8k Stars\nTeams-first multi-agent orchestration for Claude Code. Designed for team collaboration with support for multi-agent coordination, task distribution, and result integration to enhance team AI development efficiency.\nmulti-agentclaude-codeteam-collaborationorchestration ](/en/projects/Yeachan-Heo-oh-my-claudecode/)"
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   "repository_evidence": null,
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    "# Best Multi-Agent Top 20",
    "Top 20 most popular open-source Multi-Agent projects, ranked by GitHub Stars.",
    "[ 15\n## Oh My ClaudeCode\n 37.8k Stars\nTeams-first multi-agent orchestration for Claude Code. Designed for team collaboration with support for multi-agent coordination, task distribution, and result integration to enhance team AI development efficiency.\nmulti-agentclaude-codeteam-collaborationorchestration ](/en/projects/Yeachan-Heo-oh-my-claudecode/)"
   ],
   "description_evidence": null,
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   "url": "https://agentlist.top/en/best/multi-agent",
   "title": "Best Multi-Agent Open Source Projects Top 20 | AgentList",
   "project": "500 AI Agents Projects",
   "repository": null,
   "stars": "34600",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Multi-Agent Top 20",
    "Top 20 most popular open-source Multi-Agent projects, ranked by GitHub Stars.",
    "[ 16\n## 500 AI Agents Projects\n 34.6k Stars\nA curated collection of 500 AI agent use cases across industries including healthcare, finance, education, and retail. Showcases practical applications with open-source project links.\nagentmulti-agenttools ](/en/projects/500-ai-agents-projects/)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Multi-Agent Top 20",
    "Top 20 most popular open-source Multi-Agent projects, ranked by GitHub Stars.",
    "[ 16\n## 500 AI Agents Projects\n 34.6k Stars\nA curated collection of 500 AI agent use cases across industries including healthcare, finance, education, and retail. Showcases practical applications with open-source project links.\nagentmulti-agenttools ](/en/projects/500-ai-agents-projects/)"
   ],
   "description_evidence": null,
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   "project": "ChatDev",
   "repository": null,
   "stars": "33700",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Multi-Agent Top 20",
    "Top 20 most popular open-source Multi-Agent projects, ranked by GitHub Stars.",
    "[ 17\n## ChatDev\n 33.7k Stars\nChatDev 2.0 enables full-lifecycle software development through LLM-powered multi-agent collaboration, simulating role-based teamwork in a virtual software company.\nmulti-agentsoftware-developmentcollaborationllm ](/en/projects/OpenBMB-ChatDev/)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Multi-Agent Top 20",
    "Top 20 most popular open-source Multi-Agent projects, ranked by GitHub Stars.",
    "[ 17\n## ChatDev\n 33.7k Stars\nChatDev 2.0 enables full-lifecycle software development through LLM-powered multi-agent collaboration, simulating role-based teamwork in a virtual software company.\nmulti-agentsoftware-developmentcollaborationllm ](/en/projects/OpenBMB-ChatDev/)"
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  },
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   "url": "https://agentlist.top/en/best/multi-agent",
   "title": "Best Multi-Agent Open Source Projects Top 20 | AgentList",
   "project": "TradingAgents-CN",
   "repository": null,
   "stars": "30300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Multi-Agent Top 20",
    "Top 20 most popular open-source Multi-Agent projects, ranked by GitHub Stars.",
    "[ 18\n## TradingAgents-CN\n 30.3k Stars\nA multi-agent LLM-powered Chinese financial trading framework, enhanced Chinese version of TradingAgents with multi-source market data, real-time news, and LLM decision-making.\nmulti-agentagentpythonllm ](/en/projects/tradingagents-cn/)"
   ],
   "repository_evidence": null,
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    "Top 20 most popular open-source Multi-Agent projects, ranked by GitHub Stars.",
    "[ 18\n## TradingAgents-CN\n 30.3k Stars\nA multi-agent LLM-powered Chinese financial trading framework, enhanced Chinese version of TradingAgents with multi-source market data, real-time news, and LLM decision-making.\nmulti-agentagentpythonllm ](/en/projects/tradingagents-cn/)"
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   "url": "https://agentlist.top/en/best/multi-agent",
   "title": "Best Multi-Agent Open Source Projects Top 20 | AgentList",
   "project": "Awesome AI Agents",
   "repository": null,
   "stars": "28800",
   "description": null,
   "license": null,
   "project_evidence": [
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    "Top 20 most popular open-source Multi-Agent projects, ranked by GitHub Stars.",
    "[ 19\n## Awesome AI Agents\n 28.8k Stars\nA curated list of AI autonomous agents. A comprehensive collection of open-source agent projects for discovering and understanding the agent ecosystem.\nagentmulti-agentllm ](/en/projects/awesome-ai-agents/)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Multi-Agent Top 20",
    "Top 20 most popular open-source Multi-Agent projects, ranked by GitHub Stars.",
    "[ 19\n## Awesome AI Agents\n 28.8k Stars\nA curated list of AI autonomous agents. A comprehensive collection of open-source agent projects for discovering and understanding the agent ecosystem.\nagentmulti-agentllm ](/en/projects/awesome-ai-agents/)"
   ],
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   "url": "https://agentlist.top/en/best/multi-agent",
   "title": "Best Multi-Agent Open Source Projects Top 20 | AgentList",
   "project": "AgentScope",
   "repository": null,
   "stars": "27900",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Multi-Agent Top 20",
    "Top 20 most popular open-source Multi-Agent projects, ranked by GitHub Stars.",
    "[ 20\n## AgentScope\n 27.9k Stars\nOpen-source multi-agent framework from Alibaba, enabling the construction of observable and interpretable agents with rich distributed capabilities.\nagent-frameworkmulti-agentdistributedalibaba ](/en/projects/agentscope-ai-agentscope/)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Multi-Agent Top 20",
    "Top 20 most popular open-source Multi-Agent projects, ranked by GitHub Stars.",
    "[ 20\n## AgentScope\n 27.9k Stars\nOpen-source multi-agent framework from Alibaba, enabling the construction of observable and interpretable agents with rich distributed capabilities.\nagent-frameworkmulti-agentdistributedalibaba ](/en/projects/agentscope-ai-agentscope/)"
   ],
   "description_evidence": null,
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  },
  {
   "url": "https://centerbit.co/en/blog/open-source-ai-agent-frameworks-2026-comparison",
   "title": "Open Source AI Agent Frameworks 2026: A Critical Comparison | centerbit",
   "project": "LangGraph",
   "repository": null,
   "stars": 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.",
    "LangGraph leads enterprise adoption with 34.5 million monthly downloads."
   ],
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   "license_evidence": null
  },
  {
   "url": "https://centerbit.co/en/blog/open-source-ai-agent-frameworks-2026-comparison",
   "title": "Open Source AI Agent Frameworks 2026: A Critical Comparison | centerbit",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "26900",
   "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."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://centerbit.co/en/blog/open-source-ai-agent-frameworks-2026-comparison",
   "title": "Open Source AI Agent Frameworks 2026: A Critical Comparison | centerbit",
   "project": "CrewAI",
   "repository": null,
   "stars": "52800",
   "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."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://centerbit.co/en/blog/open-source-ai-agent-frameworks-2026-comparison",
   "title": "Open Source AI Agent Frameworks 2026: A Critical Comparison | centerbit",
   "project": "AutoGen",
   "repository": null,
   "stars": "58700",
   "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."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://centerbit.co/en/blog/open-source-ai-agent-frameworks-2026-comparison",
   "title": "Open Source AI Agent Frameworks 2026: A Critical Comparison | centerbit",
   "project": "Google ADK",
   "repository": null,
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://centerbit.co/en/blog/open-source-ai-agent-frameworks-2026-comparison",
   "title": "Open Source AI Agent Frameworks 2026: A Critical Comparison | centerbit",
   "project": "Dify",
   "repository": null,
   "stars": "144000",
   "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."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://centerbit.co/en/blog/open-source-ai-agent-frameworks-2026-comparison",
   "title": "Open Source AI Agent Frameworks 2026: A Critical Comparison | centerbit",
   "project": "Mastra",
   "repository": null,
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://centerbit.co/en/blog/open-source-ai-agent-frameworks-2026-comparison",
   "title": "Open Source AI Agent Frameworks 2026: A Critical Comparison | centerbit",
   "project": "Smolagents",
   "repository": null,
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://centerbit.co/en/blog/open-source-ai-agent-frameworks-2026-comparison",
   "title": "Open Source AI Agent Frameworks 2026: A Critical Comparison | centerbit",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://centerbit.co/en/blog/open-source-ai-agent-frameworks-2026-comparison",
   "title": "Open Source AI Agent Frameworks 2026: A Critical Comparison | centerbit",
   "project": "Haystack",
   "repository": null,
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://firecrawl.dev/blog/best-open-source-agent-frameworks-2025",
   "title": "The best open source frameworks for building AI agents in 2026",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "24800",
   "description": null,
   "license": null,
   "project_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Here are the seven most effective open source frameworks for building AI agents in 2026, ranked by their proven success in real-world applications and developer adoption.",
    "### 1. LangGraph - \u2b50\ufe0f24.8k",
    "[LangGraph](https://github.com/langchain-ai/langgraph) is a specialized agent framework within the LangChain ecosystem."
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    "The best open source frameworks for building AI agents in 2026",
    "Here are the seven most effective open source frameworks for building AI agents in 2026, ranked by their proven success in real-world applications and developer adoption.",
    "### 1. LangGraph - \u2b50\ufe0f24.8k",
    "[LangGraph](https://github.com/langchain-ai/langgraph) is a specialized agent framework within the LangChain ecosystem."
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    "The best open source frameworks for building AI agents in 2026",
    "Here are the seven most effective open source frameworks for building AI agents in 2026, ranked by their proven success in real-world applications and developer adoption.",
    "### 1. LangGraph - \u2b50\ufe0f24.8k",
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    "### 2. OpenAI Agents SDK - \u2b50\ufe0f19k",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) is a lightweight Python framework released in March 2025 with over 19,000 GitHub stars and 10.3 million monthly downloads."
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    "The best open source frameworks for building AI agents in 2026",
    "Here are the seven most effective open source frameworks for building AI agents in 2026, ranked by their proven success in real-world applications and developer adoption.",
    "### 2. OpenAI Agents SDK - \u2b50\ufe0f19k",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) is a lightweight Python framework released in March 2025 with over 19,000 GitHub stars and 10.3 million monthly downloads."
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   "stars_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Here are the seven most effective open source frameworks for building AI agents in 2026, ranked by their proven success in real-world applications and developer adoption.",
    "### 2. OpenAI Agents SDK - \u2b50\ufe0f19k",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) is a lightweight Python framework released in March 2025 with over 19,000 GitHub stars and 10.3 million monthly downloads."
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    "The best open source frameworks for building AI agents in 2026",
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    "### 3. AutoGen - \u2b50\ufe0f54.6k",
    "[AutoGen](https://github.com/microsoft/autogen) is a multi-agent conversation framework developed by Microsoft Research."
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    "The best open source frameworks for building AI agents in 2026",
    "Here are the seven most effective open source frameworks for building AI agents in 2026, ranked by their proven success in real-world applications and developer adoption.",
    "### 3. AutoGen - \u2b50\ufe0f54.6k",
    "[AutoGen](https://github.com/microsoft/autogen) is a multi-agent conversation framework developed by Microsoft Research."
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    "The best open source frameworks for building AI agents in 2026",
    "Here are the seven most effective open source frameworks for building AI agents in 2026, ranked by their proven success in real-world applications and developer adoption.",
    "### 3. AutoGen - \u2b50\ufe0f54.6k",
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    "### 4. CrewAI - \u2b50\ufe0f44.3k",
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    "### 4. CrewAI - \u2b50\ufe0f44.3k",
    "[CrewAI](https://github.com/crewAIInc/crewAI) orchestrates role-playing AI agents for collaborative tasks."
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    "Here are the seven most effective open source frameworks for building AI agents in 2026, ranked by their proven success in real-world applications and developer adoption.",
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    "### 5. Google Agent Development Kit (ADK) - \u2b50\ufe0f17.8k",
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    "### 5. Google Agent Development Kit (ADK) - \u2b50\ufe0f17.8k",
    "The [Google Agent Dev Kit (ADK)](https://github.com/google/adk-python) was announced in April 2025 and has grown to 17,800 GitHub stars with 3.3 million monthly downloads."
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    "### 5. Google Agent Development Kit (ADK) - \u2b50\ufe0f17.8k",
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    "### 6. Dify - \u2b50\ufe0f129.8k",
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    "Here are the seven most effective open source frameworks for building AI agents in 2026, ranked by their proven success in real-world applications and developer adoption.",
    "### 6. Dify - \u2b50\ufe0f129.8k",
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    "Here are the seven most effective open source frameworks for building AI agents in 2026, ranked by their proven success in real-world applications and developer adoption.",
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    "### 7. Mastra - \u2b50\ufe0f21.2k",
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    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
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    "## Orchestration Frameworks",
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    "## Orchestration Frameworks",
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    "## Orchestration Frameworks",
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    "## Orchestration Frameworks",
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    "## Orchestration Frameworks",
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    "## Orchestration Frameworks",
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    "## Orchestration Frameworks",
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    "## Orchestration Frameworks",
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    "## Orchestration Frameworks",
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    "## Orchestration Frameworks",
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    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) `\ud83d\ude80` `[Python]` `[Multi-Agent]` - Lightweight multi-agent SDK with tracing and guardrails from OpenAI."
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    "## Orchestration Frameworks",
    "- [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) `\ud83d\ude80` `[Python]` `[Multi-Agent]` - Lightweight multi-agent SDK with tracing and guardrails from OpenAI."
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    "## Orchestration Frameworks",
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    "## Orchestration Frameworks",
    "- [OpenProgram](https://github.com/Fzkuji/OpenProgram) `\ud83d\udd2c` `[Python]` `[Multi-Agent]` - Self-programming framework whose agents create, run, and refine workflows across models, tools, memory, and context."
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    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [PraisonAI](https://github.com/MervinPraison/PraisonAI) `\ud83d\ude80` `[Python]` `[MCP]` - Production multi-agent framework with self-reflection, MCP integration, and workflow automation."
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    "## Orchestration Frameworks",
    "- [PraisonAI](https://github.com/MervinPraison/PraisonAI) `\ud83d\ude80` `[Python]` `[MCP]` - Production multi-agent framework with self-reflection, MCP integration, and workflow automation."
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    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
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   "repository_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [PydanticAI](https://github.com/pydantic/pydantic-ai) `\ud83c\udf31` `[Python]` `[Pydantic]` - Type-safe agent framework from the Pydantic team with a FastAPI-style developer experience."
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    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [Smolagents](https://github.com/huggingface/smolagents) `\ud83c\udf31` `[Python]` `[Research]` - Hugging Face code-first framework where agents write and execute Python instead of JSON tool calls."
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   "repository_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [Smolagents](https://github.com/huggingface/smolagents) `\ud83c\udf31` `[Python]` `[Research]` - Hugging Face code-first framework where agents write and execute Python instead of JSON tool calls."
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   "project_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [Strands Agents SDK](https://github.com/strands-agents/harness-sdk) `\ud83c\udf31` `[Python]` `[AWS]` - AWS model-driven agent SDK with native Bedrock integration."
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   "repository_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [Strands Agents SDK](https://github.com/strands-agents/harness-sdk) `\ud83c\udf31` `[Python]` `[AWS]` - AWS model-driven agent SDK with native Bedrock integration."
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   "project_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [Upsonic](https://github.com/Upsonic/Upsonic) `\ud83c\udf31` `[Python]` `[MCP]` - Minimalist agent framework with MCP support and rapid setup for quick prototyping."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [Upsonic](https://github.com/Upsonic/Upsonic) `\ud83c\udf31` `[Python]` `[MCP]` - Minimalist agent framework with MCP support and rapid setup for quick prototyping."
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   "stars_evidence": null,
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    "Standout GitHub Repos of 2026: AI Agents Dominate Every Category",
    "Category 3: Platforms for running agents",
    "| Repo | Stars | What problem it solves |",
    "| openclaw/openclaw | 383,082 | A personal AI assistant that runs on any operating system, avoiding lock-in to a single vendor |"
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   "repository_evidence": null,
   "stars_evidence": [
    "Standout GitHub Repos of 2026: AI Agents Dominate Every Category",
    "Category 3: Platforms for running agents",
    "| Repo | Stars | What problem it solves |",
    "| openclaw/openclaw | 383,082 | A personal AI assistant that runs on any operating system, avoiding lock-in to a single vendor |"
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   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "AgentField",
   "repository": "https://github.com/Agent-Field/agentfield",
   "stars": "2000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- AgentField \u2014 2K stars, open-source control plane with three nested failure loops",
    "## AgentField"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## AgentField"
   ],
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- AgentField \u2014 2K stars, open-source control plane with three nested failure loops",
    "## AgentField"
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  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": "62000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- Cline \u2014 62K stars, plan-then-act with explicit user approval at every step",
    "## Cline"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## Cline"
   ],
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- Cline \u2014 62K stars, plan-then-act with explicit user approval at every step",
    "## Cline"
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   "description_evidence": null,
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  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
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   "stars": null,
   "description": null,
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   "project_evidence": [
    "Approaches to Agentic Coding",
    "- Patchwork \u2014 1.6K stars, patchflows, closest open-source analog to Stripe's blueprints",
    "## Clawpatch"
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   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## Clawpatch"
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  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "ClawSweeper",
   "repository": "https://github.com/openclaw/clawsweeper",
   "stars": null,
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   "project_evidence": [
    "Approaches to Agentic Coding",
    "## ClawSweeper"
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   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## ClawSweeper"
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   "stars_evidence": null,
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   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "Claude Agent SDK",
   "repository": "https://github.com/anthropics/claude-agent-sdk-python",
   "stars": "7000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- Claude Agent SDK \u2014 7K (Python) + 1.5K (TS), Anthropic's first-party SDK \u2014 the same harness that powers Claude Code",
    "## Claude Agent SDK"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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](https://img.shields.io/github/stars/anthropics/claude-agent-sdk-typescript?style=social)](https://github.com/anthropics/claude-agent-sdk-typescript)",
    "## Claude Agent SDK"
   ],
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- Claude Agent SDK \u2014 7K (Python) + 1.5K (TS), Anthropic's first-party SDK \u2014 the same harness that powers Claude Code",
    "## Claude Agent SDK"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "Composio Agent Orchestrator",
   "repository": "https://github.com/ComposioHQ/agent-orchestrator",
   "stars": "7200",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- Composio Agent Orchestrator \u2014 7.2K stars, best multi-agent parallelization",
    "## Composio Agent Orchestrator"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## Composio Agent Orchestrator"
   ],
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- Composio Agent Orchestrator \u2014 7.2K stars, best multi-agent parallelization",
    "## Composio Agent Orchestrator"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "Crabbox",
   "repository": "https://github.com/openclaw/crabbox",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "## Crabbox"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## Crabbox"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "DeerFlow",
   "repository": null,
   "stars": "69000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- DeerFlow \u2014 69K stars, ByteDance's long-horizon SuperAgent harness, LangGraph-based"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- DeerFlow \u2014 69K stars, ByteDance's long-horizon SuperAgent harness, LangGraph-based"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "Deep Agents (LangChain)",
   "repository": "https://github.com/langchain-ai/deepagents",
   "stars": "23300",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- Deep Agents (LangChain) \u2014 23.3K stars, the LangGraph-based opinionated open harness",
    "## Deep Agents (LangChain)"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## Deep Agents (LangChain)"
   ],
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- Deep Agents (LangChain) \u2014 23.3K stars, the LangGraph-based opinionated open harness",
    "## Deep Agents (LangChain)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "DSPy + GEPA",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": "34600",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- DSPy + GEPA \u2014 34.6K stars, Stanford NLP's programmatic LLM framework + Pareto-genetic prompt/topology optimizer",
    "## DSPy + GEPA"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## DSPy + GEPA"
   ],
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- DSPy + GEPA \u2014 34.6K stars, Stanford NLP's programmatic LLM framework + Pareto-genetic prompt/topology optimizer",
    "## DSPy + GEPA"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": "20000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- Google ADK \u2014 20K stars, Google's first-party Gemini-native framework",
    "## Google ADK (Agent Development Kit)"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## Google ADK (Agent Development Kit)"
   ],
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- Google ADK \u2014 20K stars, Google's first-party Gemini-native framework",
    "## Google ADK (Agent Development Kit)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": "46000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- Goose \u2014 46K stars, MCP-native, the ancestor Stripe forked for Minions",
    "## Goose"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## Goose"
   ],
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- Goose \u2014 46K stars, MCP-native, the ancestor Stripe forked for Minions",
    "## Goose"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "Hermes Agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "165000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- Hermes Agent \u2014 165K stars, Nous Research's self-improving personal agent",
    "## Hermes Agent"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## Hermes Agent"
   ],
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- Hermes Agent \u2014 165K stars, Nous Research's self-improving personal agent",
    "## Hermes Agent"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "Letta Code",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "23000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- Letta Code \u2014 23K stars, memory-first coding agent built on the MemGPT lineage",
    "## Letta Code"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## Letta Code"
   ],
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- Letta Code \u2014 23K stars, memory-first coding agent built on the MemGPT lineage",
    "## Letta Code"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "24000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- Mastra \u2014 24K stars, TypeScript framework for building custom agent systems",
    "## Mastra"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## Mastra"
   ],
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- Mastra \u2014 24K stars, TypeScript framework for building custom agent systems",
    "## Mastra"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "OhMyOpenAgent",
   "repository": "https://github.com/code-yeongyu/oh-my-openagent",
   "stars": "59000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- OhMyOpenAgent \u2014 59K stars, named specialist agents, hash-anchored edits",
    "## OhMyOpenAgent"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## OhMyOpenAgent"
   ],
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- OhMyOpenAgent \u2014 59K stars, named specialist agents, hash-anchored edits",
    "## OhMyOpenAgent"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "OpenClaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": "374000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- OpenClaw \u2014 374K stars, self-hosted assistant with messaging integration",
    "## OpenClaw"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## OpenClaw"
   ],
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- OpenClaw \u2014 374K stars, self-hosted assistant with messaging integration",
    "## OpenClaw"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "OpenCode",
   "repository": "https://github.com/anomalyco/opencode",
   "stars": "165000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- OpenCode \u2014 165K stars, provider-agnostic with GitHub agent mode",
    "## OpenCode"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## OpenCode"
   ],
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- OpenCode \u2014 165K stars, provider-agnostic with GitHub agent mode",
    "## OpenCode"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "OpenHands",
   "repository": "https://github.com/OpenHands/OpenHands",
   "stars": "75000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- OpenHands \u2014 75K stars, most mature open-source autonomous engineer",
    "## OpenHands"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## OpenHands"
   ],
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- OpenHands \u2014 75K stars, most mature open-source autonomous engineer",
    "## OpenHands"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "Open SWE (LangChain)",
   "repository": "https://github.com/langchain-ai/open-swe",
   "stars": "9800",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- Open SWE (LangChain) \u2014 9.8K stars, multi-agent async coding agent",
    "## Open SWE (LangChain)"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## Open SWE (LangChain)"
   ],
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- Open SWE (LangChain) \u2014 9.8K stars, multi-agent async coding agent",
    "## Open SWE (LangChain)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "27000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- OpenAI Agents SDK \u2014 27K stars, first-party OpenAI framework; production successor to Swarm",
    "## OpenAI Agents SDK"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## OpenAI Agents SDK"
   ],
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- OpenAI Agents SDK \u2014 27K stars, first-party OpenAI framework; production successor to Swarm",
    "## OpenAI Agents SDK"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "Patchwork",
   "repository": "https://github.com/patched-codes/patchwork",
   "stars": "1600",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- Patchwork \u2014 1.6K stars, patchflows, closest open-source analog to Stripe's blueprints",
    "## Patchwork"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## Patchwork"
   ],
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- Patchwork \u2014 1.6K stars, patchflows, closest open-source analog to Stripe's blueprints",
    "## Patchwork"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "27500",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- Smolagents \u2014 27.5K stars, HuggingFace's ~1K-LOC hackable code-agent reference",
    "## Smolagents"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "## Smolagents"
   ],
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- Smolagents \u2014 27.5K stars, HuggingFace's ~1K-LOC hackable code-agent reference",
    "## Smolagents"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": "5900",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- Strands Agents \u2014 5.9K stars, AWS-incubated SDK with Bedrock / Lambda / Fargate deploy templates",
    "## Strands Agents"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## Strands Agents"
   ],
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- Strands Agents \u2014 5.9K stars, AWS-incubated SDK with Bedrock / Lambda / Fargate deploy templates",
    "## Strands Agents"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "title": "Dabl Club \u2014 Dabl with Us",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": "19000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Approaches to Agentic Coding",
    "- SWE-agent \u2014 19K stars, Princeton/Stanford, pioneered issue-to-PR paradigm",
    "## SWE-agent"
   ],
   "repository_evidence": [
    "Approaches to Agentic Coding",
    "- **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)",
    "## SWE-agent"
   ],
   "stars_evidence": [
    "Approaches to Agentic Coding",
    "- SWE-agent \u2014 19K stars, Princeton/Stanford, pioneered issue-to-PR paradigm",
    "## SWE-agent"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://valueaddvc.com/blog/ai-agent-frameworks-in-2026-langchain-crewai-autogen-and-openai-agents-compared",
   "title": "LangChain, CrewAI 30K Stars, OpenAI",
   "project": "LangChain",
   "repository": null,
   "stars": "110000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## AI Agent Frameworks in 2026, Compared Side by Side",
    "All four are open-source and free; LangChain is the most flexible but has the steepest learning curve, CrewAI is best for role-based multi-agent crews, AutoGen excels at conversational research agents, and the OpenAI Agents SDK is the simplest path to production.",
    "| Framework | GitHub Stars | Best For | Learning Curve | Cost |",
    "| LangChain / LangGraph | 110K+ | Complex stateful control | Steep | Free + LangSmith ~$39/seat |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## AI Agent Frameworks in 2026, Compared Side by Side",
    "| Framework | GitHub Stars | Best For | Learning Curve | Cost |",
    "| LangChain / LangGraph | 110K+ | Complex stateful control | Steep | Free + LangSmith ~$39/seat |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://valueaddvc.com/blog/ai-agent-frameworks-in-2026-langchain-crewai-autogen-and-openai-agents-compared",
   "title": "LangChain, CrewAI 30K Stars, OpenAI",
   "project": "LangGraph",
   "repository": null,
   "stars": "110000",
   "description": null,
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    "## AI Agent Frameworks in 2026, Compared Side by Side",
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    "## AI Agent Frameworks in 2026, Compared Side by Side",
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    "## AI Agent Frameworks in 2026, Compared Side by Side",
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   "stars_evidence": [
    "## AI Agent Frameworks in 2026, Compared Side by Side",
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   "stars_evidence": [
    "## AI Agent Frameworks in 2026, Compared Side by Side",
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    "## AI Agent Frameworks in 2026, Compared Side by Side",
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    "## AI Agent Frameworks in 2026, Compared Side by Side",
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    "- [Agent Office Suite](https://www.agentofficesuite.com/) ([GitHub](https://github.com/manpoai/AgentOfficeSuite), [Manpo X](https://x.com/manpoai)) - Apache-2.0 self-hosted office suite where agents collaborate with humans on docs, databases, slides, and flowcharts through MCP, contextual comments, version history, and traceable edits."
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    "- [Vibe Kanban](https://vibekanban.com/) ([GitHub](https://github.com/BloopAI/vibe-kanban)) - Apache-2.0 Kanban workspace for planning, running, reviewing, previewing, and shipping parallel coding-agent work across Claude Code, Codex, Gemini CLI, OpenCode, and related agents."
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    "- [Microsoft Agent Governance Toolkit](https://github.com/microsoft/agent-governance-toolkit) - MIT-licensed runtime governance toolkit for AI agents with deterministic policy enforcement, zero-trust identity, execution sandboxing, SRE controls, and compliance checks."
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    "- [Veto](https://veto.so/) ([GitHub](https://github.com/PlawIO/veto)) - Apache-2.0 AI agent authorization layer that intercepts tool calls before execution, evaluates policy, routes approvals, and records audit evidence. Veto Cloud is commercial."
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    "- [Veto](https://veto.so/) ([GitHub](https://github.com/PlawIO/veto)) - Apache-2.0 AI agent authorization layer that intercepts tool calls before execution, evaluates policy, routes approvals, and records audit evidence. Veto Cloud is commercial."
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    "- [Squad](https://bradygaster.github.io/squad/) ([GitHub](https://github.com/bradygaster/squad)) - Alpha GitHub Copilot-based agent team system with repo-native specialist agents, persistent memory, coordinator routing, parallel work, and CLI/SDK packages."
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    "- [Squad](https://bradygaster.github.io/squad/) ([GitHub](https://github.com/bradygaster/squad)) - Alpha GitHub Copilot-based agent team system with repo-native specialist agents, persistent memory, coordinator routing, parallel work, and CLI/SDK packages."
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    "- [SIDJUA](https://www.sidjua.com/) ([GitHub](https://github.com/GoetzKohlberg/sidjua)) - Governance-first AI agent orchestration platform with pre-action controls, budgets, approvals, classifications, and audit trails."
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    "- [Gas Town](https://github.com/gastownhall/gastown) ([GitHub](https://github.com/gastownhall/gastown)) - Multi-agent workspace manager for Claude Code, GitHub Copilot, Codex, Gemini, and other coding agents with persistent work tracking."
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    "- [Multica](https://multica.ai/) ([GitHub](https://github.com/multica-ai/multica)) - Managed agents platform where coding agents act like teammates, take issues, and reuse shared skills."
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    "- [Multica](https://multica.ai/) ([GitHub](https://github.com/multica-ai/multica)) - Managed agents platform where coding agents act like teammates, take issues, and reuse shared skills."
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    "- [Agno](https://agno.com/) ([GitHub](https://github.com/agno-agi/agno)) - Production runtime for agentic software with agents, teams, workflows, and AgentOS services."
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    "Frameworks and product surfaces for creating agents, teams, workflows, chatflows, agent apps, or production agent runtimes.",
    "- [Cabinet](https://runcabinet.com/) ([GitHub](https://github.com/hilash/cabinet)) - AI-first knowledge base where files live on disk and agents help with execution."
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    "Frameworks and product surfaces for creating agents, teams, workflows, chatflows, agent apps, or production agent runtimes.",
    "- [Cabinet](https://runcabinet.com/) ([GitHub](https://github.com/hilash/cabinet)) - AI-first knowledge base where files live on disk and agents help with execution."
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    "- [Dify](https://dify.ai/) ([GitHub](https://github.com/langgenius/dify)) - Agentic workflow builder that combines workflows, chatflows, apps, and knowledge systems."
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    "- [Dify](https://dify.ai/) ([GitHub](https://github.com/langgenius/dify)) - Agentic workflow builder that combines workflows, chatflows, apps, and knowledge systems."
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    "- [Flowise](https://flowiseai.com/) ([GitHub](https://github.com/FlowiseAI/Flowise)) - Visual builder for AI agents and orchestration flows."
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    "- [Flowise](https://flowiseai.com/) ([GitHub](https://github.com/FlowiseAI/Flowise)) - Visual builder for AI agents and orchestration flows."
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    "Frameworks and product surfaces for creating agents, teams, workflows, chatflows, agent apps, or production agent runtimes.",
    "- [OpenClaw](https://openclaw.ai/) ([GitHub](https://github.com/openclaw/openclaw)) - Open-source personal AI assistant software built around chat, persistent context, skills, and execution."
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    "Frameworks and product surfaces for creating agents, teams, workflows, chatflows, agent apps, or production agent runtimes.",
    "- [Sim](https://www.sim.ai/) ([GitHub](https://github.com/simstudioai/sim)) - Open-source AI agent platform for building agents with integrations, workflows, knowledge bases, and docs."
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    "- [Culture](https://culture.dev/) ([GitHub](https://github.com/agentculture/culture)) - Coordination-oriented system with rooms, protocol docs, agent lifecycle patterns, and multiple clients."
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    "# Awesome Agent Orchestrators [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
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    "The same parallel-sessions workflow as a desktop app or browser/mobile dashboard, with diff review and merge.",
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    "# Awesome Agent Orchestrators [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
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    "# Awesome Agent Orchestrators [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "Systems where multiple specialized agents actively coordinate, communicate, and delegate toward a shared goal.",
    "- [loki-mode](https://github.com/asklokesh/loki-mode) - PRD-to-deployed-product SDLC with 41 agents in 8 swarms, nine quality gates, and blind three-reviewer code review. Source-available under BUSL-1.1."
   ],
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    "# Awesome Agent Orchestrators [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "Systems where multiple specialized agents actively coordinate, communicate, and delegate toward a shared goal.",
    "- [loki-mode](https://github.com/asklokesh/loki-mode) - PRD-to-deployed-product SDLC with 41 agents in 8 swarms, nine quality gates, and blind three-reviewer code review. Source-available under BUSL-1.1."
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    "# Awesome Agent Orchestrators [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "Systems where multiple specialized agents actively coordinate, communicate, and delegate toward a shared goal.",
    "- [loki-mode](https://github.com/asklokesh/loki-mode) - PRD-to-deployed-product SDLC with 41 agents in 8 swarms, nine quality gates, and blind three-reviewer code review. Source-available under BUSL-1.1."
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    "Systems where multiple specialized agents actively coordinate, communicate, and delegate toward a shared goal.",
    "- [loki-mode](https://github.com/asklokesh/loki-mode) - PRD-to-deployed-product SDLC with 41 agents in 8 swarms, nine quality gates, and blind three-reviewer code review. Source-available under BUSL-1.1."
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   "title": "GitHub - andyrewlee/awesome-agent-orchestrators: List of agent orchestrators",
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    "Always-on agents you reach over chat or a desktop app. They remember across sessions, run on their own schedule, and hand work off to tools and other agents \u2014 coding agents included, though the work isn't limited to code.",
    "- [Hivekeep](https://github.com/MarlBurroW/hivekeep) - Self-hosted team of specialized agents with persistent memory that delegate and build their own tools and mini-apps. Telegram, Slack, Discord, Matrix. Single container, MIT."
   ],
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    "# Awesome Agent Orchestrators [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "Always-on agents you reach over chat or a desktop app. They remember across sessions, run on their own schedule, and hand work off to tools and other agents \u2014 coding agents included, though the work isn't limited to code.",
    "- [Hivekeep](https://github.com/MarlBurroW/hivekeep) - Self-hosted team of specialized agents with persistent memory that delegate and build their own tools and mini-apps. Telegram, Slack, Discord, Matrix. Single container, MIT."
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   "description_evidence": [
    "# Awesome Agent Orchestrators [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "Always-on agents you reach over chat or a desktop app. They remember across sessions, run on their own schedule, and hand work off to tools and other agents \u2014 coding agents included, though the work isn't limited to code.",
    "- [Hivekeep](https://github.com/MarlBurroW/hivekeep) - Self-hosted team of specialized agents with persistent memory that delegate and build their own tools and mini-apps. Telegram, Slack, Discord, Matrix. Single container, MIT."
   ],
   "license_evidence": [
    "# Awesome Agent Orchestrators [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "Always-on agents you reach over chat or a desktop app. They remember across sessions, run on their own schedule, and hand work off to tools and other agents \u2014 coding agents included, though the work isn't limited to code.",
    "- [Hivekeep](https://github.com/MarlBurroW/hivekeep) - Self-hosted team of specialized agents with persistent memory that delegate and build their own tools and mini-apps. Telegram, Slack, Discord, Matrix. Single container, MIT."
   ]
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   "title": "GitHub - andyrewlee/awesome-agent-orchestrators: List of agent orchestrators",
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   "repository": "https://github.com/smixs/iva",
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   "project_evidence": [
    "# Awesome Agent Orchestrators [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "Always-on agents you reach over chat or a desktop app. They remember across sessions, run on their own schedule, and hand work off to tools and other agents \u2014 coding agents included, though the work isn't limited to code.",
    "- [iva](https://github.com/smixs/iva) - Telegram assistant that turns your messages, voice notes and photos into an Obsidian-compatible markdown vault it remembers across sessions. Crons, skills, MCP and Google Workspace from an in-chat menu. Self-hosted in one command, MIT."
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   "repository_evidence": [
    "# Awesome Agent Orchestrators [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "Always-on agents you reach over chat or a desktop app. They remember across sessions, run on their own schedule, and hand work off to tools and other agents \u2014 coding agents included, though the work isn't limited to code.",
    "- [iva](https://github.com/smixs/iva) - Telegram assistant that turns your messages, voice notes and photos into an Obsidian-compatible markdown vault it remembers across sessions. Crons, skills, MCP and Google Workspace from an in-chat menu. Self-hosted in one command, MIT."
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   "stars_evidence": null,
   "description_evidence": null,
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   "stars": null,
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   "license": "MIT",
   "project_evidence": null,
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": [
    "# Awesome Agent Orchestrators [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "Always-on agents you reach over chat or a desktop app. They remember across sessions, run on their own schedule, and hand work off to tools and other agents \u2014 coding agents included, though the work isn't limited to code.",
    "- [iva](https://github.com/smixs/iva) - Telegram assistant that turns your messages, voice notes and photos into an Obsidian-compatible markdown vault it remembers across sessions. Crons, skills, MCP and Google Workspace from an in-chat menu. Self-hosted in one command, MIT."
   ],
   "license_evidence": [
    "# Awesome Agent Orchestrators [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "Always-on agents you reach over chat or a desktop app. They remember across sessions, run on their own schedule, and hand work off to tools and other agents \u2014 coding agents included, though the work isn't limited to code.",
    "- [iva](https://github.com/smixs/iva) - Telegram assistant that turns your messages, voice notes and photos into an Obsidian-compatible markdown vault it remembers across sessions. Crons, skills, MCP and Google Workspace from an in-chat menu. Self-hosted in one command, MIT."
   ]
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   "url": "https://github.com/openSVM/awesome-stargazer",
   "title": "GitHub - openSVM/awesome-stargazer: An atlas/map of GitHub stars",
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   "repository": null,
   "stars": null,
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   "project_evidence": [
    "# \ud83c\udf1f Categorized GitHub Stars Collection",
    "## \ud83e\udd16 AI & Machine Learning",
    "### LLMs & Language Models",
    "- [**llms-agents-chains**](/openSVM/awesome-stargazer/blob/main/categories/llms-agents-chains.md) (89) - LangChain, agent frameworks, tool-use patterns"
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   "repository_evidence": null,
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   "title": "GitHub - openSVM/awesome-stargazer: An atlas/map of GitHub stars",
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    "## \ud83e\udd16 AI & Machine Learning",
    "### AI Agents & Autonomous Systems",
    "- [**agents-langchain**](/openSVM/awesome-stargazer/blob/main/categories/agents-langchain.md) (45) - LangChain, LangSmith, LangGraph ecosystems"
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   "repository_evidence": null,
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    "## \ud83e\udd16 AI & Machine Learning",
    "### AI Agents & Autonomous Systems",
    "- [**agents-langchain**](/openSVM/awesome-stargazer/blob/main/categories/agents-langchain.md) (45) - LangChain, LangSmith, LangGraph ecosystems"
   ],
   "repository_evidence": null,
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    "# \ud83c\udf1f Categorized GitHub Stars Collection",
    "## \ud83e\udd16 AI & Machine Learning",
    "### AI Agents & Autonomous Systems",
    "- [**agents-autogen**](/openSVM/awesome-stargazer/blob/main/categories/agents-autogen.md) (12) - Microsoft AutoGen framework"
   ],
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    "# \ud83c\udf1f Categorized GitHub Stars Collection",
    "## \ud83e\udd16 AI & Machine Learning",
    "### AI Agents & Autonomous Systems",
    "- [**agents-crewai**](/openSVM/awesome-stargazer/blob/main/categories/agents-crewai.md) (8) - CrewAI multi-agent orchestration"
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    "# \ud83c\udf1f Categorized GitHub Stars Collection",
    "## \ud83e\udd16 AI & Machine Learning",
    "### AI Agents & Autonomous Systems",
    "- [**agents-frameworks**](/openSVM/awesome-stargazer/blob/main/categories/agents-frameworks.md) (35) - Agency, SuperAGI, AutoGPT implementations"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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    "# \ud83c\udf1f Categorized GitHub Stars Collection",
    "## \ud83e\udd16 AI & Machine Learning",
    "### AI Agents & Autonomous Systems",
    "- [**agents-frameworks**](/openSVM/awesome-stargazer/blob/main/categories/agents-frameworks.md) (35) - Agency, SuperAGI, AutoGPT implementations"
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    "# \ud83c\udf1f Categorized GitHub Stars Collection",
    "## \ud83e\udd16 AI & Machine Learning",
    "### AI Agents & Autonomous Systems",
    "- [**agents-frameworks**](/openSVM/awesome-stargazer/blob/main/categories/agents-frameworks.md) (35) - Agency, SuperAGI, AutoGPT implementations"
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   "title": "Microsoft Agent Framework | Ry Walker Research",
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   "license": null,
   "project_evidence": [
    "## Executive Summary",
    "Microsoft Agent Framework is Microsoft's unified, open-source SDK and runtime for building AI agents and multi-agent workflows in .NET and [Python](/research/t/python), created by the same teams behind AutoGen and Semantic Kernel as the direct successor to both.[1]"
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    "- [3] [Microsoft Agent Framework GitHub Repository](https://github.com/microsoft/agent-framework)"
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    "## Executive Summary",
    "The repository stands at 11.2k+ [GitHub](/research/t/github) stars under an MIT license, with the dotnet-1.10.0 release shipping June 10, 2026.[3]"
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   "description_evidence": null,
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    "## Competitive Positioning",
    "**Choose [AutoGen](/research/autogen) when:** Effectively never for new projects \u2014 it is maintenance-mode and Microsoft directs new work here[4]"
   ],
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    "- [4] [AutoGen GitHub Repository](https://github.com/microsoft/autogen)"
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   "stars_evidence": [
    "## Executive Summary",
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   "description_evidence": null,
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   "url": "https://bitdoze.com/top-ai-github-repos",
   "title": "Top AI GitHub Repos Worth Starring in 2026",
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   "stars": "143000",
   "description": null,
   "license": null,
   "project_evidence": [
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    "Multi-agent systems in code | Frameworks | LangChain, Mastra, Agno, CrewAI",
    "| 1 | [LangChain](https://github.com/langchain-ai/langchain) | 143K | Python | Default agent/app framework + ecosystem |",
    "| # | Repo | Stars | Lang | What it does |"
   ],
   "repository_evidence": [
    "# Top AI GitHub Repos Worth Starring in 2026",
    "| 1 | [LangChain](https://github.com/langchain-ai/langchain) | 143K | Python | Default agent/app framework + ecosystem |",
    "| # | Repo | Stars | Lang | What it does |"
   ],
   "stars_evidence": [
    "# Top AI GitHub Repos Worth Starring in 2026",
    "| 1 | [LangChain](https://github.com/langchain-ai/langchain) | 143K | Python | Default agent/app framework + ecosystem |",
    "| # | Repo | Stars | Lang | What it does |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
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   "title": "Top AI GitHub Repos Worth Starring in 2026",
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   "stars": "70000",
   "description": null,
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   "project_evidence": [
    "# Top AI GitHub Repos Worth Starring in 2026",
    "| 2 | [MetaGPT](https://github.com/FoundationAgents/MetaGPT) | 70K | Python | Multi-agent \u201csoftware company\u201d simulation |",
    "| # | Repo | Stars | Lang | What it does |"
   ],
   "repository_evidence": [
    "# Top AI GitHub Repos Worth Starring in 2026",
    "| 2 | [MetaGPT](https://github.com/FoundationAgents/MetaGPT) | 70K | Python | Multi-agent \u201csoftware company\u201d simulation |",
    "| # | Repo | Stars | Lang | What it does |"
   ],
   "stars_evidence": [
    "# Top AI GitHub Repos Worth Starring in 2026",
    "| 2 | [MetaGPT](https://github.com/FoundationAgents/MetaGPT) | 70K | Python | Multi-agent \u201csoftware company\u201d simulation |",
    "| # | Repo | Stars | Lang | What it does |"
   ],
   "description_evidence": null,
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   "title": "Top AI GitHub Repos Worth Starring in 2026",
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   "project_evidence": [
    "# Top AI GitHub Repos Worth Starring in 2026",
    "| 3 | [AutoGen](https://github.com/microsoft/autogen) | 60K | Python | Microsoft multi-agent conversations |",
    "| # | Repo | Stars | Lang | What it does |"
   ],
   "repository_evidence": [
    "# Top AI GitHub Repos Worth Starring in 2026",
    "| 3 | [AutoGen](https://github.com/microsoft/autogen) | 60K | Python | Microsoft multi-agent conversations |",
    "| # | Repo | Stars | Lang | What it does |"
   ],
   "stars_evidence": [
    "# Top AI GitHub Repos Worth Starring in 2026",
    "| 3 | [AutoGen](https://github.com/microsoft/autogen) | 60K | Python | Microsoft multi-agent conversations |",
    "| # | Repo | Stars | Lang | What it does |"
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   "description_evidence": null,
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   "title": "Top AI GitHub Repos Worth Starring in 2026",
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    "Multi-agent systems in code | Frameworks | LangChain, Mastra, Agno, CrewAI",
    "| 4 | [CrewAI](https://github.com/crewAIInc/crewAI) | 56K | Python | Role-based agent crews and tasks |",
    "| # | Repo | Stars | Lang | What it does |"
   ],
   "repository_evidence": [
    "# Top AI GitHub Repos Worth Starring in 2026",
    "| 4 | [CrewAI](https://github.com/crewAIInc/crewAI) | 56K | Python | Role-based agent crews and tasks |",
    "| # | Repo | Stars | Lang | What it does |"
   ],
   "stars_evidence": [
    "# Top AI GitHub Repos Worth Starring in 2026",
    "| 4 | [CrewAI](https://github.com/crewAIInc/crewAI) | 56K | Python | Role-based agent crews and tasks |",
    "| # | Repo | Stars | Lang | What it does |"
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   "title": "Top AI GitHub Repos Worth Starring in 2026",
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    "# Top AI GitHub Repos Worth Starring in 2026",
    "| 5 | [LlamaIndex](https://github.com/run-llama/llama_index) | 51K | Python | Data/RAG-first agents and indexes |",
    "| # | Repo | Stars | Lang | What it does |"
   ],
   "repository_evidence": [
    "# Top AI GitHub Repos Worth Starring in 2026",
    "| 5 | [LlamaIndex](https://github.com/run-llama/llama_index) | 51K | Python | Data/RAG-first agents and indexes |",
    "| # | Repo | Stars | Lang | What it does |"
   ],
   "stars_evidence": [
    "# Top AI GitHub Repos Worth Starring in 2026",
    "| 5 | [LlamaIndex](https://github.com/run-llama/llama_index) | 51K | Python | Data/RAG-first agents and indexes |",
    "| # | Repo | Stars | Lang | What it does |"
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   "description_evidence": null,
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  {
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   "title": "Top AI GitHub Repos Worth Starring in 2026",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "42000",
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    "Multi-agent systems in code | Frameworks | LangChain, Mastra, Agno, CrewAI",
    "| 6 | [Agno](https://github.com/agno-agi/agno) | 42K | Python | Build and run agent platforms (teams, memory) |",
    "| # | Repo | Stars | Lang | What it does |"
   ],
   "repository_evidence": [
    "# Top AI GitHub Repos Worth Starring in 2026",
    "| 6 | [Agno](https://github.com/agno-agi/agno) | 42K | Python | Build and run agent platforms (teams, memory) |",
    "| # | Repo | Stars | Lang | What it does |"
   ],
   "stars_evidence": [
    "# Top AI GitHub Repos Worth Starring in 2026",
    "| 6 | [Agno](https://github.com/agno-agi/agno) | 42K | Python | Build and run agent platforms (teams, memory) |",
    "| # | Repo | Stars | Lang | What it does |"
   ],
   "description_evidence": null,
   "license_evidence": null
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   "title": "Top AI GitHub Repos Worth Starring in 2026",
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   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "27000",
   "description": null,
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   "project_evidence": [
    "# Top AI GitHub Repos Worth Starring in 2026",
    "Multi-agent systems in code | Frameworks | LangChain, Mastra, Agno, CrewAI",
    "| 7 | [Mastra](https://github.com/mastra-ai/mastra) | 27K | TypeScript | TypeScript agents, workflows, memory, Studio UI |",
    "| # | Repo | Stars | Lang | What it does |"
   ],
   "repository_evidence": [
    "# Top AI GitHub Repos Worth Starring in 2026",
    "| 7 | [Mastra](https://github.com/mastra-ai/mastra) | 27K | TypeScript | TypeScript agents, workflows, memory, Studio UI |",
    "| # | Repo | Stars | Lang | What it does |"
   ],
   "stars_evidence": [
    "# Top AI GitHub Repos Worth Starring in 2026",
    "| 7 | [Mastra](https://github.com/mastra-ai/mastra) | 27K | TypeScript | TypeScript agents, workflows, memory, Studio UI |",
    "| # | Repo | Stars | Lang | What it does |"
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   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://ossinsight.io/collections/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Top GitHub Repositories & Rankings 2026 | OSSInsight",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "175330",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 13 | ![](https://github.com/Significant-Gravitas.png)[Significant-Gravitas/AutoGPT](/analyze/Significant-Gravitas/AutoGPT) | 1645.5% | 175.33k |"
   ],
   "repository_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 13 | ![](https://github.com/Significant-Gravitas.png)[Significant-Gravitas/AutoGPT](/analyze/Significant-Gravitas/AutoGPT) | 1645.5% | 175.33k |"
   ],
   "stars_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 13 | ![](https://github.com/Significant-Gravitas.png)[Significant-Gravitas/AutoGPT](/analyze/Significant-Gravitas/AutoGPT) | 1645.5% | 175.33k |"
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  {
   "url": "https://ossinsight.io/collections/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Top GitHub Repositories & Rankings 2026 | OSSInsight",
   "project": "langchain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "116760",
   "description": null,
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   "project_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 21 | ![](https://github.com/langchain-ai.png)[langchain-ai/langchain](/analyze/langchain-ai/langchain) | 1439.1% | 116.76k |"
   ],
   "repository_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 21 | ![](https://github.com/langchain-ai.png)[langchain-ai/langchain](/analyze/langchain-ai/langchain) | 1439.1% | 116.76k |"
   ],
   "stars_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 21 | ![](https://github.com/langchain-ai.png)[langchain-ai/langchain](/analyze/langchain-ai/langchain) | 1439.1% | 116.76k |"
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   "description_evidence": null,
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   "url": "https://ossinsight.io/collections/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Top GitHub Repositories & Rankings 2026 | OSSInsight",
   "project": "crewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "37690",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 31 | ![](https://github.com/crewAIInc.png)[crewAIInc/crewAI](/analyze/crewAIInc/crewAI) | 1242.9% | 37.69k |"
   ],
   "repository_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 31 | ![](https://github.com/crewAIInc.png)[crewAIInc/crewAI](/analyze/crewAIInc/crewAI) | 1242.9% | 37.69k |"
   ],
   "stars_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 31 | ![](https://github.com/crewAIInc.png)[crewAIInc/crewAI](/analyze/crewAIInc/crewAI) | 1242.9% | 37.69k |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/collections/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Top GitHub Repositories & Rankings 2026 | OSSInsight",
   "project": "autogen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "48270",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 43 | ![](https://github.com/microsoft.png)[microsoft/autogen](/analyze/microsoft/autogen) | 833.3% | 48.27k |"
   ],
   "repository_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 43 | ![](https://github.com/microsoft.png)[microsoft/autogen](/analyze/microsoft/autogen) | 833.3% | 48.27k |"
   ],
   "stars_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 43 | ![](https://github.com/microsoft.png)[microsoft/autogen](/analyze/microsoft/autogen) | 833.3% | 48.27k |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/collections/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Top GitHub Repositories & Rankings 2026 | OSSInsight",
   "project": "pydantic-ai",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": "11880",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 51 | ![](https://github.com/pydantic.png)[pydantic/pydantic-ai](/analyze/pydantic/pydantic-ai) | 528.6% | 11.88k |"
   ],
   "repository_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 51 | ![](https://github.com/pydantic.png)[pydantic/pydantic-ai](/analyze/pydantic/pydantic-ai) | 528.6% | 11.88k |"
   ],
   "stars_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 51 | ![](https://github.com/pydantic.png)[pydantic/pydantic-ai](/analyze/pydantic/pydantic-ai) | 528.6% | 11.88k |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/collections/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Top GitHub Repositories & Rankings 2026 | OSSInsight",
   "project": "openai-agents-python",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "14890",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 61 | ![](https://github.com/openai.png)[openai/openai-agents-python](/analyze/openai/openai-agents-python) | 366.7% | 14.89k |"
   ],
   "repository_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 61 | ![](https://github.com/openai.png)[openai/openai-agents-python](/analyze/openai/openai-agents-python) | 366.7% | 14.89k |"
   ],
   "stars_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 61 | ![](https://github.com/openai.png)[openai/openai-agents-python](/analyze/openai/openai-agents-python) | 366.7% | 14.89k |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/collections/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Top GitHub Repositories & Rankings 2026 | OSSInsight",
   "project": "mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "16180",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 74 | ![](https://github.com/mastra-ai.png)[mastra-ai/mastra](/analyze/mastra-ai/mastra) | 378.6% | 16.18k |"
   ],
   "repository_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 74 | ![](https://github.com/mastra-ai.png)[mastra-ai/mastra](/analyze/mastra-ai/mastra) | 378.6% | 16.18k |"
   ],
   "stars_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 74 | ![](https://github.com/mastra-ai.png)[mastra-ai/mastra](/analyze/mastra-ai/mastra) | 378.6% | 16.18k |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/collections/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Top GitHub Repositories & Rankings 2026 | OSSInsight",
   "project": "MetaGPT",
   "repository": "https://github.com/FoundationAgents/MetaGPT",
   "stars": "59660",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 8 | ![](https://github.com/FoundationAgents.png)[FoundationAgents/MetaGPT](/analyze/FoundationAgents/MetaGPT) | 350% | 59.66k |"
   ],
   "repository_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 8 | ![](https://github.com/FoundationAgents.png)[FoundationAgents/MetaGPT](/analyze/FoundationAgents/MetaGPT) | 350% | 59.66k |"
   ],
   "stars_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 8 | ![](https://github.com/FoundationAgents.png)[FoundationAgents/MetaGPT](/analyze/FoundationAgents/MetaGPT) | 350% | 59.66k |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/collections/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Top GitHub Repositories & Rankings 2026 | OSSInsight",
   "project": "voltagent",
   "repository": "https://github.com/VoltAgent/voltagent",
   "stars": "4070",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 91 | ![](https://github.com/VoltAgent.png)[VoltAgent/voltagent](/analyze/VoltAgent/voltagent) | 250% | 4.07k |"
   ],
   "repository_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 91 | ![](https://github.com/VoltAgent.png)[VoltAgent/voltagent](/analyze/VoltAgent/voltagent) | 250% | 4.07k |"
   ],
   "stars_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 91 | ![](https://github.com/VoltAgent.png)[VoltAgent/voltagent](/analyze/VoltAgent/voltagent) | 250% | 4.07k |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/collections/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Top GitHub Repositories & Rankings 2026 | OSSInsight",
   "project": "JARVIS",
   "repository": "https://github.com/microsoft/JARVIS",
   "stars": "23670",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 101 | ![](https://github.com/microsoft.png)[microsoft/JARVIS](/analyze/microsoft/JARVIS) | 175% | 23.67k |"
   ],
   "repository_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 101 | ![](https://github.com/microsoft.png)[microsoft/JARVIS](/analyze/microsoft/JARVIS) | 175% | 23.67k |"
   ],
   "stars_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 101 | ![](https://github.com/microsoft.png)[microsoft/JARVIS](/analyze/microsoft/JARVIS) | 175% | 23.67k |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/collections/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Top GitHub Repositories & Rankings 2026 | OSSInsight",
   "project": "omega-memory",
   "repository": "https://github.com/omega-memory/omega-memory",
   "stars": "30",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 112 | ![](https://github.com/omega-memory.png)[omega-memory/omega-memory](/analyze/omega-memory/omega-memory) | 1 | 30 |"
   ],
   "repository_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 112 | ![](https://github.com/omega-memory.png)[omega-memory/omega-memory](/analyze/omega-memory/omega-memory) | 1 | 30 |"
   ],
   "stars_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 112 | ![](https://github.com/omega-memory.png)[omega-memory/omega-memory](/analyze/omega-memory/omega-memory) | 1 | 30 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/collections/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Top GitHub Repositories & Rankings 2026 | OSSInsight",
   "project": "camel",
   "repository": "https://github.com/camel-ai/camel",
   "stars": "13720",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 123 | ![](https://github.com/camel-ai.png)[camel-ai/camel](/analyze/camel-ai/camel) | 180% | 13.72k |"
   ],
   "repository_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 123 | ![](https://github.com/camel-ai.png)[camel-ai/camel](/analyze/camel-ai/camel) | 180% | 13.72k |"
   ],
   "stars_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 123 | ![](https://github.com/camel-ai.png)[camel-ai/camel](/analyze/camel-ai/camel) | 180% | 13.72k |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/collections/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Top GitHub Repositories & Rankings 2026 | OSSInsight",
   "project": "babyagi",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "20990",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 13 | ![](https://github.com/yoheinakajima.png)[yoheinakajima/babyagi](/analyze/yoheinakajima/babyagi) | 1 | 20.99k |"
   ],
   "repository_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 13 | ![](https://github.com/yoheinakajima.png)[yoheinakajima/babyagi](/analyze/yoheinakajima/babyagi) | 1 | 20.99k |"
   ],
   "stars_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 13 | ![](https://github.com/yoheinakajima.png)[yoheinakajima/babyagi](/analyze/yoheinakajima/babyagi) | 1 | 20.99k |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/collections/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Top GitHub Repositories & Rankings 2026 | OSSInsight",
   "project": "agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "31470",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 142 | ![](https://github.com/agno-agi.png)[agno-agi/agno](/analyze/agno-agi/agno) | 175% | 31.47k |"
   ],
   "repository_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 142 | ![](https://github.com/agno-agi.png)[agno-agi/agno](/analyze/agno-agi/agno) | 175% | 31.47k |"
   ],
   "stars_evidence": [
    "# AI Agent Frameworks \u2014 Open Source Repository Rankings",
    "### Last 28 days Ranking - Stars",
    "| Last 28 Days | Repository | Stars | Total |",
    "| 142 | ![](https://github.com/agno-agi.png)[agno-agi/agno](/analyze/agno-agi/agno) | 175% | 31.47k |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://opendatascience.com/ai-agent-orchestration-frameworks-github",
   "title": "Top 10 AI Agent Orchestration Frameworks on GitHub",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "38000",
   "description": null,
   "license": null,
   "project_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "| Framework | Orchestration model | State management | Human-in-the-loop | Protocol support | Best fit |",
    "| LangGraph | Directed graph with conditional edges | Built-in checkpointing with time-travel replay | Native interrupt patterns | MCP support, deep LangChain ecosystem | Complex, long-running stateful workflows |",
    "### 1. LangGraph",
    "[LangGraph](https://github.com/langchain-ai/langgraph) is LangChain\u2019s low-level orchestration library for building stateful, long-running agents as directed graphs, and it is the closest thing this category has to a default choice."
   ],
   "repository_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "### 1. LangGraph",
    "[LangGraph](https://github.com/langchain-ai/langgraph) is LangChain\u2019s low-level orchestration library for building stateful, long-running agents as directed graphs, and it is the closest thing this category has to a default choice."
   ],
   "stars_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "### 1. LangGraph",
    "The project hit [1.0 general availability on October 22, 2025](https://www.langchain.com/blog/langchain-langchain-1-0-alpha-releases) with no breaking changes, and GitHub lists its repository at roughly 38,000 stars as of July 2026."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://opendatascience.com/ai-agent-orchestration-frameworks-github",
   "title": "Top 10 AI Agent Orchestration Frameworks on GitHub",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "47800",
   "description": null,
   "license": null,
   "project_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "| Framework | Orchestration model | State management | Human-in-the-loop | Protocol support | Best fit |",
    "| CrewAI | Role-based Crews plus event-driven Flows | Sequential task-output passing, explicit state in Flows | Supported, not the central design point | Growing A2A support | Fast prototyping of role-mapped team workflows |",
    "### 2. CrewAI",
    "[CrewAI](https://github.com/crewAIInc/crewAI) organizes multi-agent systems around Crews, autonomous role-based teams, and Flows, event-driven workflows with more precise control."
   ],
   "repository_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "### 2. CrewAI",
    "[CrewAI](https://github.com/crewAIInc/crewAI) organizes multi-agent systems around Crews, autonomous role-based teams, and Flows, event-driven workflows with more precise control."
   ],
   "stars_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "### 2. CrewAI",
    "The [repository passed 47,800 stars by early April 2026](https://www.getpanto.ai/blog/crewai-platform-statistics), and CrewAI says its agents have handled more than 2 billion executions in the trailing 12 months, with adoption from close to half of the Fortune 500."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://opendatascience.com/ai-agent-orchestration-frameworks-github",
   "title": "Top 10 AI Agent Orchestration Frameworks on GitHub",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "| Framework | Orchestration model | State management | Human-in-the-loop | Protocol support | Best fit |",
    "| Microsoft Agent Framework | Graph workflows: sequential, concurrent, handoff, group chat | Session-based state with checkpointing | Built for long-running human review scenarios | Native MCP, A2A, and AG-UI | Microsoft, .NET, and Azure-centric stacks |",
    "### 3. Microsoft Agent Framework",
    "[Microsoft Agent Framework 1.0 shipped on April 3, 2026](https://learn.microsoft.com/en-us/agent-framework/overview/), described in Microsoft\u2019s own materials as the direct successor to both projects, built by the same teams."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://opendatascience.com/ai-agent-orchestration-frameworks-github",
   "title": "Top 10 AI Agent Orchestration Frameworks on GitHub",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "22000",
   "description": null,
   "license": null,
   "project_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "| Framework | Orchestration model | State management | Human-in-the-loop | Protocol support | Best fit |",
    "| OpenAI Agents SDK | Explicit agent-to-agent handoffs | Sessions provide persistent conversation memory | Built-in approval and pause mechanisms | MCP tool calling built in | Lightweight OpenAI-native prototypes and apps |",
    "### 4. OpenAI Agents SDK",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) is OpenAI\u2019s production successor to its earlier Swarm experiment, and it deliberately ships fewer abstractions than most of this list."
   ],
   "repository_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "### 4. OpenAI Agents SDK",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) is OpenAI\u2019s production successor to its earlier Swarm experiment, and it deliberately ships fewer abstractions than most of this list."
   ],
   "stars_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "### 4. OpenAI Agents SDK",
    "Its core primitives are Agents, Handoffs for delegating to another agent, Guardrails for input and output validation, and Sessions for persistent memory, with the Python package sitting at roughly 19,000 to 22,000 stars and a companion TypeScript SDK further along."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://opendatascience.com/ai-agent-orchestration-frameworks-github",
   "title": "Top 10 AI Agent Orchestration Frameworks on GitHub",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": "20900",
   "description": null,
   "license": null,
   "project_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "| Framework | Orchestration model | State management | Human-in-the-loop | Protocol support | Best fit |",
    "| Google ADK | Hierarchical agent tree plus a graph-based Workflow Runtime | Session state with pluggable backends | Native, in both the Workflow Runtime and Task API | MCP tools, A2A protocol | Google Cloud and Gemini-centric systems |",
    "### 5. Google ADK",
    "Google\u2019s [Agent Development Kit](https://github.com/google/adk-python) treats agent orchestration as a software engineering problem first, with agent behavior, tools, and workflow logic defined directly in code across Python, Go, and Java."
   ],
   "repository_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "### 5. Google ADK",
    "Google\u2019s [Agent Development Kit](https://github.com/google/adk-python) treats agent orchestration as a software engineering problem first, with agent behavior, tools, and workflow logic defined directly in code across Python, Go, and Java."
   ],
   "stars_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "### 5. Google ADK",
    "The Python repository sits at roughly 20,900 stars, and the ADK 2.0 release added a Workflow Runtime, a graph-based execution engine supporting routing, fan-out and fan-in, retries, and nested workflows, plus a Task API for structured agent-to-agent delegation with built-in human-in-the-loop checkpoints."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://opendatascience.com/ai-agent-orchestration-frameworks-github",
   "title": "Top 10 AI Agent Orchestration Frameworks on GitHub",
   "project": "LlamaIndex Workflows",
   "repository": "https://github.com/run-llama/llama-agents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "| Framework | Orchestration model | State management | Human-in-the-loop | Protocol support | Best fit |",
    "| LlamaIndex Workflows | Event-driven step and handler graph | Typed Context store, resource injection | Available via the llama-agents-server wrapper | MCP via ToolCollection | RAG-heavy, retrieval-centric agent products |",
    "### 6. LlamaIndex Workflows",
    "LlamaIndex began as a data framework for retrieval-augmented generation, and its broader repository has passed [42,000 GitHub stars](https://brightdata.com/blog/ai/build-ai-agents-with-llamaindex)."
   ],
   "repository_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "### 6. LlamaIndex Workflows",
    "Its orchestration layer, now published as [llama-agents](https://github.com/run-llama/llama-agents) after a rename from workflows-py, models agent execution as an event-driven graph of typed steps rather than a separate domain-specific language, which lets a workflow run as a plain function in a script, a notebook, or behind a FastAPI server via the llama-agents-server package."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://opendatascience.com/ai-agent-orchestration-frameworks-github",
   "title": "Top 10 AI Agent Orchestration Frameworks on GitHub",
   "project": "Pydantic AI",
   "repository": "https://www.aiagent.club/p/github/pydantic/pydantic-ai/",
   "stars": "18800",
   "description": null,
   "license": null,
   "project_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "| Framework | Orchestration model | State management | Human-in-the-loop | Protocol support | Best fit |",
    "| Pydantic AI | Type-validated agent and tool calls | Structured output contracts more than a state graph | Supportable, not the primary focus | Model gateway and failover, expanding MCP support | Teams prioritizing type safety and output correctness |",
    "### 7. Pydantic AI",
    "[Pydantic AI](https://www.aiagent.club/p/github/pydantic/pydantic-ai/) applies the same validation engine that underpins the OpenAI SDK, Google ADK, LangChain, and LlamaIndex to the agent layer itself, and its repository had reached roughly 18,800 stars as of late July 2026."
   ],
   "repository_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "### 7. Pydantic AI",
    "[Pydantic AI](https://www.aiagent.club/p/github/pydantic/pydantic-ai/) applies the same validation engine that underpins the OpenAI SDK, Google ADK, LangChain, and LlamaIndex to the agent layer itself, and its repository had reached roughly 18,800 stars as of late July 2026."
   ],
   "stars_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "### 7. Pydantic AI",
    "[Pydantic AI](https://www.aiagent.club/p/github/pydantic/pydantic-ai/) applies the same validation engine that underpins the OpenAI SDK, Google ADK, LangChain, and LlamaIndex to the agent layer itself, and its repository had reached roughly 18,800 stars as of late July 2026."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://opendatascience.com/ai-agent-orchestration-frameworks-github",
   "title": "Top 10 AI Agent Orchestration Frameworks on GitHub",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "27800",
   "description": null,
   "license": null,
   "project_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "| Framework | Orchestration model | State management | Human-in-the-loop | Protocol support | Best fit |",
    "| Smolagents | CodeAgent (executable Python) or ToolCallingAgent | Minimal by design | Not a primary focus; sandboxing is | MCP via ToolCollection.from_mcp | Small, hackable, code-centric agent systems |",
    "### 8. Smolagents",
    "Hugging Face\u2019s [smolagents](https://github.com/huggingface/smolagents) takes a genuinely different approach to the tool-calling problem."
   ],
   "repository_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "### 8. Smolagents",
    "Hugging Face\u2019s [smolagents](https://github.com/huggingface/smolagents) takes a genuinely different approach to the tool-calling problem."
   ],
   "stars_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "### 8. Smolagents",
    "The [repository had passed 27,800 stars by mid-June 2026](https://news.lesbass.com/articles/smolagents-hugging-face-agenti-codice-python/), with the entire agent loop fitting in roughly 1,000 lines of code, sandboxed through E2B, Docker, Modal, or Blaxel for safety."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://opendatascience.com/ai-agent-orchestration-frameworks-github",
   "title": "Top 10 AI Agent Orchestration Frameworks on GitHub",
   "project": "AWS Strands Agents",
   "repository": "https://github.com/strands-agents/harness-sdk",
   "stars": "6500",
   "description": null,
   "license": null,
   "project_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "| Framework | Orchestration model | State management | Human-in-the-loop | Protocol support | Best fit |",
    "| AWS Strands Agents | Model-driven: the LLM plans its own loop | Built-in context management and execution limits | Supported | Native MCP and A2A | AWS-native deployments with minimal boilerplate |",
    "### 9. AWS Strands Agents",
    "[Strands Agents](https://github.com/strands-agents/harness-sdk) takes the opposite bet from LangGraph\u2019s explicit graphs."
   ],
   "repository_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "### 9. AWS Strands Agents",
    "[Strands Agents](https://github.com/strands-agents/harness-sdk) takes the opposite bet from LangGraph\u2019s explicit graphs."
   ],
   "stars_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "### 9. AWS Strands Agents",
    "Rather than a developer defining the workflow, the model plans its own loop and decides which tools to call and when. AWS [shipped Strands 1.0](https://aws.amazon.com/blogs/opensource/introducing-strands-agents-1-0-production-ready-multi-agent-orchestration-made-simple/) with native Agent2Agent protocol support and new multi-agent primitives, and the project has grown to roughly 6,500 GitHub stars alongside more than 16 million monthly PyPI downloads, a gap that reflects adoption through AWS\u2019s own products rather than open-source mindshare alone."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://opendatascience.com/ai-agent-orchestration-frameworks-github",
   "title": "Top 10 AI Agent Orchestration Frameworks on GitHub",
   "project": "MetaGPT",
   "repository": "https://dev.to/sonotommy/10-best-open-source-ai-agents-for-2026-2l6p",
   "stars": "68000",
   "description": null,
   "license": null,
   "project_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "| Framework | Orchestration model | State management | Human-in-the-loop | Protocol support | Best fit |",
    "| MetaGPT | SOP-driven role pipeline: PM to architect to engineer to QA | Pipeline state passed from role to role | Limited by design; built for end-to-end autonomy | Extended through the MGX platform | Automating full software-development workflows |",
    "### 10. MetaGPT",
    "[MetaGPT](https://dev.to/sonotommy/10-best-open-source-ai-agents-for-2026-2l6p) takes the most structurally different approach on this list, built around the idea that \u201cCode = SOP(Team),\u201d encoding a standard operating procedure into role-playing agents, in this case a product manager, architect, engineer, and QA reviewer, who move a single requirement through to a working pull request."
   ],
   "repository_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "### 10. MetaGPT",
    "[MetaGPT](https://dev.to/sonotommy/10-best-open-source-ai-agents-for-2026-2l6p) takes the most structurally different approach on this list, built around the idea that \u201cCode = SOP(Team),\u201d encoding a standard operating procedure into role-playing agents, in this case a product manager, architect, engineer, and QA reviewer, who move a single requirement through to a working pull request."
   ],
   "stars_evidence": [
    "![Top 10 AI Agent Orchestration Frameworks on GitHub](https://opendatascience.com/wp-content/uploads/2026/07/man-communicating-with-artificial-intelligence-through-isolated-screen-device-1-640x300.jpg)",
    "## Feature comparison matrix",
    "### 10. MetaGPT",
    "The project has grown to [roughly 68,000 GitHub stars](https://whatstrending.ai/repos), among the highest of any framework on this list, and its MGX platform extension turns the pipeline into something closer to an interactive team a developer can direct rather than a fire-and-forget script."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/ai-tools-for/agents",
   "title": "Best AI Tools for Building Agents (2026) \u2014 Frameworks, SDKs & Orchestration | TokRepo",
   "project": "OpenAI Swarm",
   "repository": null,
   "stars": "21000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Tools for Building Agents (2026)",
    "Frameworks, SDKs, and orchestration tools for building autonomous AI agents. From single-task bots to multi-agent systems \u2014 everything you need to ship production agents.",
    "## OpenAI Swarm \u2014 Lightweight Multi-Agent Orchestration"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Tools for Building Agents (2026)",
    "Frameworks, SDKs, and orchestration tools for building autonomous AI agents. From single-task bots to multi-agent systems \u2014 everything you need to ship production agents.",
    "## OpenAI Swarm \u2014 Lightweight Multi-Agent Orchestration",
    "Educational multi-agent framework by OpenAI. Ergonomic agent handoffs, tool calling, and context variables. Minimal abstraction over Chat Completions API. 21K+ stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/ai-tools-for/agents",
   "title": "Best AI Tools for Building Agents (2026) \u2014 Frameworks, SDKs & Orchestration | TokRepo",
   "project": "CrewAI",
   "repository": null,
   "stars": "25000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Tools for Building Agents (2026)",
    "Frameworks, SDKs, and orchestration tools for building autonomous AI agents. From single-task bots to multi-agent systems \u2014 everything you need to ship production agents.",
    "## CrewAI \u2014 Multi-Agent Orchestration in Python"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Tools for Building Agents (2026)",
    "Frameworks, SDKs, and orchestration tools for building autonomous AI agents. From single-task bots to multi-agent systems \u2014 everything you need to ship production agents.",
    "## CrewAI \u2014 Multi-Agent Orchestration in Python",
    "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."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/ai-tools-for/agents",
   "title": "Best AI Tools for Building Agents (2026) \u2014 Frameworks, SDKs & Orchestration | TokRepo",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Tools for Building Agents (2026)",
    "Frameworks, SDKs, and orchestration tools for building autonomous AI agents. From single-task bots to multi-agent systems \u2014 everything you need to ship production agents.",
    "## CrewAI \u2014 Multi-Agent Orchestration Framework"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/ai-tools-for/agents",
   "title": "Best AI Tools for Building Agents (2026) \u2014 Frameworks, SDKs & Orchestration | TokRepo",
   "project": "Haystack",
   "repository": null,
   "stars": "25000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Tools for Building Agents (2026)",
    "Frameworks, SDKs, and orchestration tools for building autonomous AI agents. From single-task bots to multi-agent systems \u2014 everything you need to ship production agents.",
    "## Haystack \u2014 AI Orchestration for Search & RAG"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Tools for Building Agents (2026)",
    "Frameworks, SDKs, and orchestration tools for building autonomous AI agents. From single-task bots to multi-agent systems \u2014 everything you need to ship production agents.",
    "## Haystack \u2014 AI Orchestration for Search & RAG",
    "Open-source AI orchestration framework by deepset. Build production RAG pipelines, semantic search, and agent workflows with modular components. 25K+ GitHub stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/ai-tools-for/agents",
   "title": "Best AI Tools for Building Agents (2026) \u2014 Frameworks, SDKs & Orchestration | TokRepo",
   "project": "Agent Squad",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Tools for Building Agents (2026)",
    "Frameworks, SDKs, and orchestration tools for building autonomous AI agents. From single-task bots to multi-agent systems \u2014 everything you need to ship production agents.",
    "## Agent Squad \u2014 Multi-Agent Orchestration for Complex Conversations"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/ai-tools-for/agents",
   "title": "Best AI Tools for Building Agents (2026) \u2014 Frameworks, SDKs & Orchestration | TokRepo",
   "project": "CAMEL",
   "repository": null,
   "stars": "16600",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Tools for Building Agents (2026)",
    "Frameworks, SDKs, and orchestration tools for building autonomous AI agents. From single-task bots to multi-agent systems \u2014 everything you need to ship production agents.",
    "## CAMEL \u2014 Multi-Agent Framework at Scale"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Tools for Building Agents (2026)",
    "Frameworks, SDKs, and orchestration tools for building autonomous AI agents. From single-task bots to multi-agent systems \u2014 everything you need to ship production agents.",
    "## CAMEL \u2014 Multi-Agent Framework at Scale",
    "CAMEL 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."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/ai-tools-for/agents",
   "title": "Best AI Tools for Building Agents (2026) \u2014 Frameworks, SDKs & Orchestration | TokRepo",
   "project": "Claude-Flow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Tools for Building Agents (2026)",
    "Frameworks, SDKs, and orchestration tools for building autonomous AI agents. From single-task bots to multi-agent systems \u2014 everything you need to ship production agents.",
    "## Claude-Flow \u2014 Multi-Agent Orchestration for Claude Code"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/ai-tools-for/agents",
   "title": "Best AI Tools for Building Agents (2026) \u2014 Frameworks, SDKs & Orchestration | TokRepo",
   "project": "Optio",
   "repository": null,
   "stars": "800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Tools for Building Agents (2026)",
    "Frameworks, SDKs, and orchestration tools for building autonomous AI agents. From single-task bots to multi-agent systems \u2014 everything you need to ship production agents.",
    "## Optio \u2014 Workflow Orchestrator for AI Coding Agents"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Tools for Building Agents (2026)",
    "Frameworks, SDKs, and orchestration tools for building autonomous AI agents. From single-task bots to multi-agent systems \u2014 everything you need to ship production agents.",
    "## Optio \u2014 Workflow Orchestrator for AI Coding Agents",
    "Automates the full AI development lifecycle from task planning to merged PR. Orchestrates AI agents through planning, execution, code review, and merge. 800+ GitHub stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/ai-tools-for/agents",
   "title": "Best AI Tools for Building Agents (2026) \u2014 Frameworks, SDKs & Orchestration | TokRepo",
   "project": "Claude Swarm",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Tools for Building Agents (2026)",
    "Frameworks, SDKs, and orchestration tools for building autonomous AI agents. From single-task bots to multi-agent systems \u2014 everything you need to ship production agents.",
    "## Claude Swarm \u2014 Multi-Agent Orchestration with SDK"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/ai-tools-for/agents",
   "title": "Best AI Tools for Building Agents (2026) \u2014 Frameworks, SDKs & Orchestration | TokRepo",
   "project": "Luigi",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Tools for Building Agents (2026)",
    "Frameworks, SDKs, and orchestration tools for building autonomous AI agents. From single-task bots to multi-agent systems \u2014 everything you need to ship production agents.",
    "## Luigi \u2014 Python Pipeline Orchestration by Spotify"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/ai-tools-for/agents",
   "title": "Best AI Tools for Building Agents (2026) \u2014 Frameworks, SDKs & Orchestration | TokRepo",
   "project": "Alluxio",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Tools for Building Agents (2026)",
    "Frameworks, SDKs, and orchestration tools for building autonomous AI agents. From single-task bots to multi-agent systems \u2014 everything you need to ship production agents.",
    "## Alluxio \u2014 Data Orchestration for Analytics and AI"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/ai-tools-for/agents",
   "title": "Best AI Tools for Building Agents (2026) \u2014 Frameworks, SDKs & Orchestration | TokRepo",
   "project": "Claude Code Swarm Orchestration Skill Guide",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Tools for Building Agents (2026)",
    "Frameworks, SDKs, and orchestration tools for building autonomous AI agents. From single-task bots to multi-agent systems \u2014 everything you need to ship production agents.",
    "## Claude Code Swarm Orchestration Skill Guide"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/ai-tools-for/agents",
   "title": "Best AI Tools for Building Agents (2026) \u2014 Frameworks, SDKs & Orchestration | TokRepo",
   "project": "Paseo",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Tools for Building Agents (2026)",
    "Frameworks, SDKs, and orchestration tools for building autonomous AI agents. From single-task bots to multi-agent systems \u2014 everything you need to ship production agents.",
    "## Paseo \u2014 Orchestrate Coding Agents from Your Phone"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/ai-tools-for/agents",
   "title": "Best AI Tools for Building Agents (2026) \u2014 Frameworks, SDKs & Orchestration | TokRepo",
   "project": "LiveKit Agents",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Tools for Building Agents (2026)",
    "Frameworks, SDKs, and orchestration tools for building autonomous AI agents. From single-task bots to multi-agent systems \u2014 everything you need to ship production agents.",
    "## LiveKit Agents \u2014 Python Framework for Voice AI"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/ai-tools-for/agents",
   "title": "Best AI Tools for Building Agents (2026) \u2014 Frameworks, SDKs & Orchestration | TokRepo",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Tools for Building Agents (2026)",
    "Frameworks, SDKs, and orchestration tools for building autonomous AI agents. From single-task bots to multi-agent systems \u2014 everything you need to ship production agents.",
    "## Microsoft Agent Framework \u2014 Build & Run Agent Workflows"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
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    "- GitHub: [https://github.com/langgenius/dify](https://github.com/langgenius/dify)"
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    "- GitHub: [https://github.com/lobehub/lobe-chat](https://github.com/lobehub/lobe-chat)"
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    "## No.3: RAGFlow"
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    "- GitHub: [https://github.com/infiniflow/ragflow](https://github.com/infiniflow/ragflow)"
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    "- GitHub: [https://github.com/All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands)"
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    "- GitHub: [https://github.com/FoundationAgents/MetaGPT](https://github.com/FoundationAgents/MetaGPT)"
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    "- GitHub: [https://github.com/rasbt/LLMs-from-scratch](https://github.com/rasbt/LLMs-from-scratch)"
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    "- GitHub: [https://github.com/huginn/huginn](https://github.com/huginn/huginn)"
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    "## No.8: Unsloth"
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    "- GitHub: [https://github.com/unslothai/unsloth](https://github.com/unslothai/unsloth)"
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    "## No.9: Mem0"
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    "- GitHub: [https://github.com/mem0ai/mem0](https://github.com/mem0ai/mem0)"
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   "stars": "37500",
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    "## No.10: ChatTTS"
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    "- GitHub: [https://github.com/2noise/ChatTTS](https://github.com/2noise/ChatTTS)"
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   "project": "Arthas",
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    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.11: Arthas"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "- GitHub: [https://github.com/alibaba/arthas](https://github.com/alibaba/arthas)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "- GitHub Star: 36.6k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/vi/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars - NocoBase",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": "34700",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.12: AgentGPT"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "- GitHub: [https://github.com/reworkd/AgentGPT](https://github.com/reworkd/AgentGPT)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "- GitHub Star: 34.7k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/vi/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars - NocoBase",
   "project": "Cherry Studio",
   "repository": "https://github.com/CherryHQ/cherry-studio",
   "stars": "31300",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.13: Cherry Studio"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "- GitHub: [https://github.com/CherryHQ/cherry-studio](https://github.com/CherryHQ/cherry-studio)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "- GitHub Star: 31.3k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/vi/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars - NocoBase",
   "project": "Khoj",
   "repository": "https://github.com/khoj-ai/khoj",
   "stars": "31300",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.14: Khoj"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "- GitHub: [https://github.com/khoj-ai/khoj](https://github.com/khoj-ai/khoj)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "- GitHub Star: 31.3k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/vi/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars - NocoBase",
   "project": "AIHawk",
   "repository": "https://github.com/feder-cr/Jobs\\_Applier\\_AI\\_Agent\\_AIHawk",
   "stars": "28600",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.15: AIHawk"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "- GitHub: [https://github.com/feder-cr/Jobs\\_Applier\\_AI\\_Agent\\_AIHawk](https://github.com/feder-cr/Jobs%5C_Applier%5C_AI%5C_Agent%5C_AIHawk)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "- GitHub Star: 28.6k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/vi/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars - NocoBase",
   "project": "FastGPT",
   "repository": "https://github.com/labring/FastGPT",
   "stars": "25500",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.16: FastGPT"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "- GitHub: [https://github.com/labring/FastGPT](https://github.com/labring/FastGPT)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "- GitHub Star: 25.5k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/vi/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars - NocoBase",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": "22900",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.17: GPT Researcher"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "- GitHub: [https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "- GitHub Star: 22.9k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/vi/blog/github-open-source-ai-agent-projects",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars - NocoBase",
   "project": "CopilotKit",
   "repository": "https://github.com/CopilotKit/CopilotKit",
   "stars": "22400",
   "description": null,
   "license": null,
   "project_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "## No.18: CopilotKit"
   ],
   "repository_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "- GitHub: [https://github.com/CopilotKit/CopilotKit](https://github.com/CopilotKit/CopilotKit)"
   ],
   "stars_evidence": [
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the **top 18 open source ****[agent projects](https://github.com/topics/agent)**** on GitHub by star count**.",
    "- GitHub Star: 22.4k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/linou518/the-2026-ai-agent-framework-decision-guide-langgraph-vs-crewai-vs-pydantic-ai-b2h",
   "title": "The 2026 AI Agent Framework Decision Guide: LangGraph vs CrewAI vs Pydantic AI",
   "project": "LangGraph",
   "repository": null,
   "stars": "25000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 2026 AI Agent Framework Decision Guide: LangGraph vs CrewAI vs Pydantic AI",
    "In 2026, production AI Agent infrastructure is dominated by three frameworks:",
    "| **LangGraph** | 25k | Complex stateful workflows | \u2b50\u2b50\u2b50\u2b50\u2b50 |",
    "## LangGraph \u2014 The Engineer's Control Framework"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The 2026 AI Agent Framework Decision Guide: LangGraph vs CrewAI vs Pydantic AI",
    "In 2026, production AI Agent infrastructure is dominated by three frameworks:",
    "| Framework | GitHub Stars | Best For | Production Readiness |",
    "| **LangGraph** | 25k | Complex stateful workflows | \u2b50\u2b50\u2b50\u2b50\u2b50 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/linou518/the-2026-ai-agent-framework-decision-guide-langgraph-vs-crewai-vs-pydantic-ai-b2h",
   "title": "The 2026 AI Agent Framework Decision Guide: LangGraph vs CrewAI vs Pydantic AI",
   "project": "CrewAI",
   "repository": null,
   "stars": "44600",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 2026 AI Agent Framework Decision Guide: LangGraph vs CrewAI vs Pydantic AI",
    "In 2026, production AI Agent infrastructure is dominated by three frameworks:",
    "| **CrewAI** | 44.6k | Rapid multi-agent development | \u2b50\u2b50\u2b50\u2b50\u2b50 |",
    "## CrewAI \u2014 The Most Popular \"Team Collaboration\" Framework"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The 2026 AI Agent Framework Decision Guide: LangGraph vs CrewAI vs Pydantic AI",
    "In 2026, production AI Agent infrastructure is dominated by three frameworks:",
    "| Framework | GitHub Stars | Best For | Production Readiness |",
    "| **CrewAI** | 44.6k | Rapid multi-agent development | \u2b50\u2b50\u2b50\u2b50\u2b50 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/linou518/the-2026-ai-agent-framework-decision-guide-langgraph-vs-crewai-vs-pydantic-ai-b2h",
   "title": "The 2026 AI Agent Framework Decision Guide: LangGraph vs CrewAI vs Pydantic AI",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "19100",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 2026 AI Agent Framework Decision Guide: LangGraph vs CrewAI vs Pydantic AI",
    "In 2026, production AI Agent infrastructure is dominated by three frameworks:",
    "| **OpenAI Agents SDK** | 19.1k | OpenAI ecosystem integration | \u2b50\u2b50\u2b50\u2b50 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The 2026 AI Agent Framework Decision Guide: LangGraph vs CrewAI vs Pydantic AI",
    "In 2026, production AI Agent infrastructure is dominated by three frameworks:",
    "| Framework | GitHub Stars | Best For | Production Readiness |",
    "| **OpenAI Agents SDK** | 19.1k | OpenAI ecosystem integration | \u2b50\u2b50\u2b50\u2b50 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/linou518/the-2026-ai-agent-framework-decision-guide-langgraph-vs-crewai-vs-pydantic-ai-b2h",
   "title": "The 2026 AI Agent Framework Decision Guide: LangGraph vs CrewAI vs Pydantic AI",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "15100",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 2026 AI Agent Framework Decision Guide: LangGraph vs CrewAI vs Pydantic AI",
    "Plus a rising dark horse: **Pydantic AI** (15.1k stars, the type-safe newcomer).",
    "## Pydantic AI \u2014 The Type-Safe Rising Star"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The 2026 AI Agent Framework Decision Guide: LangGraph vs CrewAI vs Pydantic AI",
    "Plus a rising dark horse: **Pydantic AI** (15.1k stars, the type-safe newcomer)."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/linou518/the-2026-ai-agent-framework-decision-guide-langgraph-vs-crewai-vs-pydantic-ai-b2h",
   "title": "The 2026 AI Agent Framework Decision Guide: LangGraph vs CrewAI vs Pydantic AI",
   "project": "AG2",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Fallen Competitor: AG2 (formerly AutoGen)",
    "Microsoft's AutoGen was once a star AI Agent research project, later spun off as the independent AG2."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/linou518/the-2026-ai-agent-framework-decision-guide-langgraph-vs-crewai-vs-pydantic-ai-b2h",
   "title": "The 2026 AI Agent Framework Decision Guide: LangGraph vs CrewAI vs Pydantic AI",
   "project": "OpenClaw",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "There's also a third path \u2014 **custom frameworks** like OpenClaw: full Agent runtime, message routing, and memory systems already built-in, no need for LangGraph or CrewAI as an intermediary layer."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nocobase.com/en/blog/top-12-ai-workflows-projects-with-the-most-github-stars",
   "title": "Top 12 Open-source AI Workflows Projects with the Most GitHub Stars",
   "project": "Mastra",
   "repository": null,
   "stars": "19000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Based on project positioning and key features, this article categorizes AI workflow tools into three groups:",
    "- Automation Workflow Engines: Continue, Mastra, wshobson/agents, Activepieces, Trigger.dev",
    "### **Mastra**",
    "Mastra is an open-source TypeScript framework designed for building intelligent applications and agents."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Based on project positioning and key features, this article categorizes AI workflow tools into three groups:",
    "- Automation Workflow Engines: Continue, Mastra, wshobson/agents, Activepieces, Trigger.dev",
    "### **Mastra**",
    "GitHub Stars: 19k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/iris-by-argon-co/a-review-of-low-code-ai-agents-development-platforms-f68e837af190",
   "title": "A review of low-code AI agents development platforms",
   "project": "Langflow",
   "repository": null,
   "stars": "42000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# A review of low-code AI agents development platforms",
    "We will examine three open-source low-code platforms \u2014 **Langflow, Flowise, and Dify** \u2014 along with a brief review of **Microsoft Copilot Studio** to help you understand and explore their capabilities.",
    "The GitHub star counts reflect each platform\u2019s community growth."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# A review of low-code AI agents development platforms",
    "The GitHub star counts reflect each platform\u2019s community growth.",
    "By mid-January 2025, these numbers had evolved significantly: Dify surged to 58,000 stars, Langflow grew to 42,000, while Flowise remained relatively stable at around 30,000."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/iris-by-argon-co/a-review-of-low-code-ai-agents-development-platforms-f68e837af190",
   "title": "A review of low-code AI agents development platforms",
   "project": "Flowise",
   "repository": null,
   "stars": "30000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# A review of low-code AI agents development platforms",
    "We will examine three open-source low-code platforms \u2014 **Langflow, Flowise, and Dify** \u2014 along with a brief review of **Microsoft Copilot Studio** to help you understand and explore their capabilities.",
    "The GitHub star counts reflect each platform\u2019s community growth."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# A review of low-code AI agents development platforms",
    "The GitHub star counts reflect each platform\u2019s community growth.",
    "By mid-January 2025, these numbers had evolved significantly: Dify surged to 58,000 stars, Langflow grew to 42,000, while Flowise remained relatively stable at around 30,000."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/iris-by-argon-co/a-review-of-low-code-ai-agents-development-platforms-f68e837af190",
   "title": "A review of low-code AI agents development platforms",
   "project": "Dify",
   "repository": null,
   "stars": "58000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# A review of low-code AI agents development platforms",
    "We will examine three open-source low-code platforms \u2014 **Langflow, Flowise, and Dify** \u2014 along with a brief review of **Microsoft Copilot Studio** to help you understand and explore their capabilities.",
    "The GitHub star counts reflect each platform\u2019s community growth."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# A review of low-code AI agents development platforms",
    "The GitHub star counts reflect each platform\u2019s community growth.",
    "By mid-January 2025, these numbers had evolved significantly: Dify surged to 58,000 stars, Langflow grew to 42,000, while Flowise remained relatively stable at around 30,000."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/crewaiinc/crewai",
   "title": "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.",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CrewAI is an open-source Python framework with high-level abstractions and low-level APIs for building production-ready multi-agent workflows.",
    "[ ![Open source Multi-AI Agent orchestration framework](/crewAIInc/crewAI/raw/main/docs/images/crewai_logo.png) ](https://github.com/crewAIInc/crewAI)"
   ],
   "repository_evidence": [
    "[ ![Open source Multi-AI Agent orchestration framework](/crewAIInc/crewAI/raw/main/docs/images/crewai_logo.png) ](https://github.com/crewAIInc/crewAI)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://morphllm.com/ai-agent-framework",
   "title": "AI Agent Frameworks (2026 Update): 8 SDKs Compared + the Claude Agent SDK Primitive Reference",
   "project": "Claude Agent SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "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.",
    "| Claude Agent SDK | Python, TS | Subagents | Native (deepest) | No | Coding agents, OS access |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://morphllm.com/ai-agent-framework",
   "title": "AI Agent Frameworks (2026 Update): 8 SDKs Compared + the Claude Agent SDK Primitive Reference",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "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.",
    "| OpenAI Agents SDK | Python, TS | Handoffs | Adopted | No | Lightweight handoff chains |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://morphllm.com/ai-agent-framework",
   "title": "AI Agent Frameworks (2026 Update): 8 SDKs Compared + the Claude Agent SDK Primitive Reference",
   "project": "Google ADK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "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.",
    "| Google ADK | Python, TS, Java, Go | Hierarchical | Via adapters | Native | Enterprise multi-language |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://morphllm.com/ai-agent-framework",
   "title": "AI Agent Frameworks (2026 Update): 8 SDKs Compared + the Claude Agent SDK Primitive Reference",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
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    "| [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 |"
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    "| [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. |"
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    "| [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": [
    "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.",
    "## The shortlist",
    "| 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. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "title": "The 2026 Self-Hosted AI Agent Landscape: 16 Products Honestly Compared",
   "project": "Mintplex-Labs/anything-llm",
   "repository": "https://github.com/Mintplex-Labs/anything-llm",
   "stars": "62000",
   "description": null,
   "license": null,
   "project_evidence": [
    "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.",
    "## The shortlist",
    "| 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": [
    "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.",
    "## The shortlist",
    "| 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": [
    "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.",
    "## The shortlist",
    "| 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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "title": "The 2026 Self-Hosted AI Agent Landscape: 16 Products Honestly Compared",
   "project": "FlowiseAI/Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": "54000",
   "description": null,
   "license": null,
   "project_evidence": [
    "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.",
    "## The shortlist",
    "| 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": [
    "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.",
    "## The shortlist",
    "| 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": [
    "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.",
    "## The shortlist",
    "| 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. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "title": "The 2026 Self-Hosted AI Agent Landscape: 16 Products Honestly Compared",
   "project": "danny-avila/LibreChat",
   "repository": "https://github.com/danny-avila/LibreChat",
   "stars": "40000",
   "description": null,
   "license": null,
   "project_evidence": [
    "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.",
    "## The shortlist",
    "| 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": [
    "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.",
    "## The shortlist",
    "| 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": [
    "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.",
    "## The shortlist",
    "| 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. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "title": "The 2026 Self-Hosted AI Agent Landscape: 16 Products Honestly Compared",
   "project": "letta-ai/letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "23000",
   "description": null,
   "license": null,
   "project_evidence": [
    "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.",
    "## The shortlist",
    "| 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": [
    "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.",
    "## The shortlist",
    "| 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": [
    "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.",
    "## The shortlist",
    "| 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. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "title": "The 2026 Self-Hosted AI Agent Landscape: 16 Products Honestly Compared",
   "project": "Cheshire Cat AI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "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.",
    "## The shortlist",
    "| 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "title": "The 2026 Self-Hosted AI Agent Landscape: 16 Products Honestly Compared",
   "project": "Agent Zero",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "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.",
    "## The shortlist",
    "| 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "title": "The 2026 Self-Hosted AI Agent Landscape: 16 Products Honestly Compared",
   "project": "Bionic GPT",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "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.",
    "## The shortlist",
    "| 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "title": "The 2026 Self-Hosted AI Agent Landscape: 16 Products Honestly Compared",
   "project": "Big-AGI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "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.",
    "## The shortlist",
    "| 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "title": "The 2026 Self-Hosted AI Agent Landscape: 16 Products Honestly Compared",
   "project": "GPT-Researcher",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "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.",
    "## The shortlist",
    "| Project | Category | Stars | One-line differentiator |",
    "| **GPT-Researcher** | Specialised agent | (active) | Autonomous deep-web research with cited reports |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "title": "The 2026 Self-Hosted AI Agent Landscape: 16 Products Honestly Compared",
   "project": "Dograh",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "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.",
    "## The shortlist",
    "| Project | Category | Stars | One-line differentiator |",
    "| **Dograh** | Specialised agent | (active) | No-code platform for building AI voice agents |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "title": "The 2026 Self-Hosted AI Agent Landscape: 16 Products Honestly Compared",
   "project": "Paperclip",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "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.",
    "## The shortlist",
    "| Project | Category | Stars | One-line differentiator |",
    "| **Paperclip** | Stateful agents | (active) | AI/ML orchestration platform for autonomous teams |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/compare/dify-vs-flowise-vs-langflow",
   "title": "Dify vs Flowise vs Langflow \u2014 head-to-head comparison",
   "project": "Dify",
   "repository": null,
   "stars": "143000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The contenders",
    "### Dify"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Side by side",
    "| Criterion | Dify | Flowise | Langflow |",
    "| GitHub stars | 143k (February 2026) | 53k (February 2026) | 149k (February 2026) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/compare/dify-vs-flowise-vs-langflow",
   "title": "Dify vs Flowise vs Langflow \u2014 head-to-head comparison",
   "project": "Flowise",
   "repository": null,
   "stars": "53000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The contenders",
    "### Flowise"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Side by side",
    "| Criterion | Dify | Flowise | Langflow |",
    "| GitHub stars | 143k (February 2026) | 53k (February 2026) | 149k (February 2026) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/compare/dify-vs-flowise-vs-langflow",
   "title": "Dify vs Flowise vs Langflow \u2014 head-to-head comparison",
   "project": "Langflow",
   "repository": null,
   "stars": "149000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The contenders",
    "### Langflow"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Side by side",
    "| Criterion | Dify | Flowise | Langflow |",
    "| GitHub stars | 143k (February 2026) | 53k (February 2026) | 149k (February 2026) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://startuphub.ai/ai-news/insights/2026/multi-agent-platforms-teams-building-2026",
   "title": "The 20 Multi-Agent Platforms Teams Are Actually Building On in 2026",
   "project": "Mastra",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 20 Multi-Agent Platforms Teams Are Actually Building On in 2026",
    "### [2. Mastra](/startups/mastra)",
    "An open-source TypeScript framework for agents, from the team that shipped Gatsby to widespread adoption."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://startuphub.ai/ai-news/insights/2026/multi-agent-platforms-teams-building-2026",
   "title": "The 20 Multi-Agent Platforms Teams Are Actually Building On in 2026",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 20 Multi-Agent Platforms Teams Are Actually Building On in 2026",
    "### [4. LangChain](/startups/langchain)",
    "The framework most agent tutorials reference, now with a cloud tier and a full observability stack."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://startuphub.ai/ai-news/insights/2026/multi-agent-platforms-teams-building-2026",
   "title": "The 20 Multi-Agent Platforms Teams Are Actually Building On in 2026",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 20 Multi-Agent Platforms Teams Are Actually Building On in 2026",
    "### [14. CrewAI](/startups/crewai)",
    "The framework purpose-built for multi-agent collaboration, with role assignment and crew management as first-class design concepts."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://trendix.tech/ai-agent-framework",
   "title": "AI Agent Framework",
   "project": "LangGraph",
   "repository": null,
   "stars": "10000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Framework Selection *Scorecard*",
    "The 2025\u20132026 Landscape at a Glance",
    "| LangGraph | Directed cyclic graph / state machine | Complex stateful, branching workflows | ~10K (within LangChain ~85K) | GA / v1.0 | MIT |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Framework Selection *Scorecard*",
    "The 2025\u20132026 Landscape at a Glance",
    "| LangGraph | Directed cyclic graph / state machine | Complex stateful, branching workflows | ~10K (within LangChain ~85K) | GA / v1.0 | MIT |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trendix.tech/ai-agent-framework",
   "title": "AI Agent Framework",
   "project": "CrewAI",
   "repository": null,
   "stars": "26000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Framework Selection *Scorecard*",
    "The 2025\u20132026 Landscape at a Glance",
    "| CrewAI | Role-based agent crews + task assignment | Collaborative, role-oriented multi-agent | ~26K | Stable | MIT |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Framework Selection *Scorecard*",
    "The 2025\u20132026 Landscape at a Glance",
    "| CrewAI | Role-based agent crews + task assignment | Collaborative, role-oriented multi-agent | ~26K | Stable | MIT |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trendix.tech/ai-agent-framework",
   "title": "AI Agent Framework",
   "project": "Microsoft AutoGen",
   "repository": null,
   "stars": "39000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Framework Selection *Scorecard*",
    "The 2025\u20132026 Landscape at a Glance",
    "| Microsoft AutoGen | Conversational multi-agent orchestration | Human-in-the-loop, Azure-native workflows | ~39K | v0.4 rewrite | MIT |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Framework Selection *Scorecard*",
    "The 2025\u20132026 Landscape at a Glance",
    "| Microsoft AutoGen | Conversational multi-agent orchestration | Human-in-the-loop, Azure-native workflows | ~39K | v0.4 rewrite | MIT |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trendix.tech/ai-agent-framework",
   "title": "AI Agent Framework",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "38000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Framework Selection *Scorecard*",
    "The 2025\u20132026 Landscape at a Glance",
    "| LlamaIndex | Index/retrieval-first with agent layer | RAG-heavy, data-centric applications | ~38K | Stable | MIT |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Framework Selection *Scorecard*",
    "The 2025\u20132026 Landscape at a Glance",
    "| LlamaIndex | Index/retrieval-first with agent layer | RAG-heavy, data-centric applications | ~38K | Stable | MIT |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trendix.tech/ai-agent-framework",
   "title": "AI Agent Framework",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "26000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Framework Selection *Scorecard*",
    "The 2025\u20132026 Landscape at a Glance",
    "| OpenAI Agents SDK | Managed runtime with first-party tools | Fast prototyping on OpenAI stack | ~26K | Stable | MIT |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Framework Selection *Scorecard*",
    "The 2025\u20132026 Landscape at a Glance",
    "| OpenAI Agents SDK | Managed runtime with first-party tools | Fast prototyping on OpenAI stack | ~26K | Stable | MIT |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trendix.tech/ai-agent-framework",
   "title": "AI Agent Framework",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "23000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Framework Selection *Scorecard*",
    "The 2025\u20132026 Landscape at a Glance",
    "| Semantic Kernel | Plugin-based enterprise orchestration | .NET / enterprise environments | ~23K | Stable | MIT |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Framework Selection *Scorecard*",
    "The 2025\u20132026 Landscape at a Glance",
    "| Semantic Kernel | Plugin-based enterprise orchestration | .NET / enterprise environments | ~23K | Stable | MIT |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trendix.tech/ai-agent-framework",
   "title": "AI Agent Framework",
   "project": "MetaGPT",
   "repository": null,
   "stars": "45000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Framework Selection *Scorecard*",
    "The 2025\u20132026 Landscape at a Glance",
    "| MetaGPT | Software-team simulation | Automated software development workflows | ~45K | Specialized | MIT |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Framework Selection *Scorecard*",
    "The 2025\u20132026 Landscape at a Glance",
    "| MetaGPT | Software-team simulation | Automated software development workflows | ~45K | Specialized | MIT |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trendix.tech/ai-agent-framework",
   "title": "AI Agent Framework",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "8000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Framework Selection *Scorecard*",
    "The 2025\u20132026 Landscape at a Glance",
    "| Pydantic AI | Type-safe structured outputs | Strict output validation, typed workflows | ~8K | Growing | MIT |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Framework Selection *Scorecard*",
    "The 2025\u20132026 Landscape at a Glance",
    "| Pydantic AI | Type-safe structured outputs | Strict output validation, typed workflows | ~8K | Growing | MIT |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dariubs/awesome-workflow-automation",
   "title": "GitHub - dariubs/awesome-workflow-automation: A curated list of Workflow Automation Software, Engines and Tools",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "32000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[CrewAI](https://github.com/crewAIInc/crewAI)** \u2b50 32K+ stars \u2014 Role-based multi-agent framework. Agents collaborate like a team, each with a defined role. Minimal setup, works without LangChain. Popular for customer service and marketing automation."
   ],
   "repository_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[CrewAI](https://github.com/crewAIInc/crewAI)** \u2b50 32K+ stars \u2014 Role-based multi-agent framework. Agents collaborate like a team, each with a defined role. Minimal setup, works without LangChain. Popular for customer service and marketing automation."
   ],
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[CrewAI](https://github.com/crewAIInc/crewAI)** \u2b50 32K+ stars \u2014 Role-based multi-agent framework. Agents collaborate like a team, each with a defined role. Minimal setup, works without LangChain. Popular for customer service and marketing automation."
   ],
   "description_evidence": null,
   "license_evidence": null
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   "project": "LangChain",
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   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[LangChain](https://github.com/langchain-ai/langchain)** \u2b50 90K+ stars \u2014 The foundational LLM framework. Tools, memory, retrieval, agents, chains. Vast ecosystem and wide adoption."
   ],
   "repository_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[LangChain](https://github.com/langchain-ai/langchain)** \u2b50 90K+ stars \u2014 The foundational LLM framework. Tools, memory, retrieval, agents, chains. Vast ecosystem and wide adoption."
   ],
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[LangChain](https://github.com/langchain-ai/langchain)** \u2b50 90K+ stars \u2014 The foundational LLM framework. Tools, memory, retrieval, agents, chains. Vast ecosystem and wide adoption."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
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   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "10000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[LangGraph](https://github.com/langchain-ai/langgraph)** \u2b50 10K+ stars \u2014 Graph-based stateful multi-agent orchestration from LangChain. Build cyclical, precise agent workflows with full control over state."
   ],
   "repository_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[LangGraph](https://github.com/langchain-ai/langgraph)** \u2b50 10K+ stars \u2014 Graph-based stateful multi-agent orchestration from LangChain. Build cyclical, precise agent workflows with full control over state."
   ],
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[LangGraph](https://github.com/langchain-ai/langgraph)** \u2b50 10K+ stars \u2014 Graph-based stateful multi-agent orchestration from LangChain. Build cyclical, precise agent workflows with full control over state."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
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   "title": "GitHub - dariubs/awesome-workflow-automation: A curated list of Workflow Automation Software, Engines and Tools",
   "project": "AutoGen (Microsoft)",
   "repository": "https://github.com/microsoft/autogen",
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   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[AutoGen (Microsoft)](https://github.com/microsoft/autogen)** \u2b50 35K+ stars \u2014 Conversational multi-agent framework. Agents collaborate, iterate, and execute with minimal human input. Popular in academic and training environments."
   ],
   "repository_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[AutoGen (Microsoft)](https://github.com/microsoft/autogen)** \u2b50 35K+ stars \u2014 Conversational multi-agent framework. Agents collaborate, iterate, and execute with minimal human input. Popular in academic and training environments."
   ],
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[AutoGen (Microsoft)](https://github.com/microsoft/autogen)** \u2b50 35K+ stars \u2014 Conversational multi-agent framework. Agents collaborate, iterate, and execute with minimal human input. Popular in academic and training environments."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
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   "title": "GitHub - dariubs/awesome-workflow-automation: A curated list of Workflow Automation Software, Engines and Tools",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "11000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[OpenAI Agents SDK](https://github.com/openai/openai-agents-python)** \u2b50 11K+ stars \u2014 Lightweight Python SDK for multi-agent workflows. Provider-agnostic (100+ LLMs), built-in tracing and guardrails. Released March 2025."
   ],
   "repository_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[OpenAI Agents SDK](https://github.com/openai/openai-agents-python)** \u2b50 11K+ stars \u2014 Lightweight Python SDK for multi-agent workflows. Provider-agnostic (100+ LLMs), built-in tracing and guardrails. Released March 2025."
   ],
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[OpenAI Agents SDK](https://github.com/openai/openai-agents-python)** \u2b50 11K+ stars \u2014 Lightweight Python SDK for multi-agent workflows. Provider-agnostic (100+ LLMs), built-in tracing and guardrails. Released March 2025."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
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   "title": "GitHub - dariubs/awesome-workflow-automation: A curated list of Workflow Automation Software, Engines and Tools",
   "project": "SmolAgents (Hugging Face)",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "10000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[SmolAgents (Hugging Face)](https://github.com/huggingface/smolagents)** \u2b50 10K+ stars \u2014 Minimal Python library for powerful agents. Uses code execution as the primary agent action rather than JSON tool calls."
   ],
   "repository_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[SmolAgents (Hugging Face)](https://github.com/huggingface/smolagents)** \u2b50 10K+ stars \u2014 Minimal Python library for powerful agents. Uses code execution as the primary agent action rather than JSON tool calls."
   ],
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[SmolAgents (Hugging Face)](https://github.com/huggingface/smolagents)** \u2b50 10K+ stars \u2014 Minimal Python library for powerful agents. Uses code execution as the primary agent action rather than JSON tool calls."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dariubs/awesome-workflow-automation",
   "title": "GitHub - dariubs/awesome-workflow-automation: A curated list of Workflow Automation Software, Engines and Tools",
   "project": "PydanticAI",
   "repository": null,
   "stars": "7000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[PydanticAI](https://ai.pydantic.dev/)** \u2b50 7K+ stars \u2014 Agent framework built on Pydantic. Type-safe, structured LLM outputs and actions. Natural fit for FastAPI developers."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[PydanticAI](https://ai.pydantic.dev/)** \u2b50 7K+ stars \u2014 Agent framework built on Pydantic. Type-safe, structured LLM outputs and actions. Natural fit for FastAPI developers."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dariubs/awesome-workflow-automation",
   "title": "GitHub - dariubs/awesome-workflow-automation: A curated list of Workflow Automation Software, Engines and Tools",
   "project": "Semantic Kernel (Microsoft)",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": "22000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[Semantic Kernel (Microsoft)](https://github.com/microsoft/semantic-kernel)** \u2b50 22K+ stars \u2014 SDK for integrating LLMs into .NET, Python, and Java applications. Enterprise-ready agentic workflows."
   ],
   "repository_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[Semantic Kernel (Microsoft)](https://github.com/microsoft/semantic-kernel)** \u2b50 22K+ stars \u2014 SDK for integrating LLMs into .NET, Python, and Java applications. Enterprise-ready agentic workflows."
   ],
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[Semantic Kernel (Microsoft)](https://github.com/microsoft/semantic-kernel)** \u2b50 22K+ stars \u2014 SDK for integrating LLMs into .NET, Python, and Java applications. Enterprise-ready agentic workflows."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dariubs/awesome-workflow-automation",
   "title": "GitHub - dariubs/awesome-workflow-automation: A curated list of Workflow Automation Software, Engines and Tools",
   "project": "Swarms",
   "repository": "https://github.com/kyegomez/swarms",
   "stars": "4000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[Swarms](https://github.com/kyegomez/swarms)** \u2b50 4K+ stars \u2014 Framework for orchestrating large swarms of AI agents for enterprise automation at scale."
   ],
   "repository_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[Swarms](https://github.com/kyegomez/swarms)** \u2b50 4K+ stars \u2014 Framework for orchestrating large swarms of AI agents for enterprise automation at scale."
   ],
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[Swarms](https://github.com/kyegomez/swarms)** \u2b50 4K+ stars \u2014 Framework for orchestrating large swarms of AI agents for enterprise automation at scale."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dariubs/awesome-workflow-automation",
   "title": "GitHub - dariubs/awesome-workflow-automation: A curated list of Workflow Automation Software, Engines and Tools",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": "15000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[SuperAGI](https://github.com/TransformerOptimus/SuperAGI)** \u2b50 15K+ stars \u2014 Open-source autonomous AI agent framework with GUI, performance telemetry, and a tools marketplace."
   ],
   "repository_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[SuperAGI](https://github.com/TransformerOptimus/SuperAGI)** \u2b50 15K+ stars \u2014 Open-source autonomous AI agent framework with GUI, performance telemetry, and a tools marketplace."
   ],
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[SuperAGI](https://github.com/TransformerOptimus/SuperAGI)** \u2b50 15K+ stars \u2014 Open-source autonomous AI agent framework with GUI, performance telemetry, and a tools marketplace."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dariubs/awesome-workflow-automation",
   "title": "GitHub - dariubs/awesome-workflow-automation: A curated list of Workflow Automation Software, Engines and Tools",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": "44000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[MetaGPT](https://github.com/geekan/MetaGPT)** \u2b50 44K+ stars \u2014 Multi-agent software company simulation. Assigns product manager, engineer, and QA roles to automate entire development workflows from a single natural language requirement."
   ],
   "repository_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[MetaGPT](https://github.com/geekan/MetaGPT)** \u2b50 44K+ stars \u2014 Multi-agent software company simulation. Assigns product manager, engineer, and QA roles to automate entire development workflows from a single natural language requirement."
   ],
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[MetaGPT](https://github.com/geekan/MetaGPT)** \u2b50 44K+ stars \u2014 Multi-agent software company simulation. Assigns product manager, engineer, and QA roles to automate entire development workflows from a single natural language requirement."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dariubs/awesome-workflow-automation",
   "title": "GitHub - dariubs/awesome-workflow-automation: A curated list of Workflow Automation Software, Engines and Tools",
   "project": "Browser-Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "60000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "AI Browser Agents",
    "- **[Browser-Use](https://github.com/browser-use/browser-use)** \u2b50 60K+ stars \u2014 Open-source Python library. Makes websites accessible to AI agents using a DOM + Vision hybrid approach. Works with Claude, GPT, Gemini, and local Ollama models. MIT license."
   ],
   "repository_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "AI Browser Agents",
    "- **[Browser-Use](https://github.com/browser-use/browser-use)** \u2b50 60K+ stars \u2014 Open-source Python library. Makes websites accessible to AI agents using a DOM + Vision hybrid approach. Works with Claude, GPT, Gemini, and local Ollama models. MIT license."
   ],
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "AI Browser Agents",
    "- **[Browser-Use](https://github.com/browser-use/browser-use)** \u2b50 60K+ stars \u2014 Open-source Python library. Makes websites accessible to AI agents using a DOM + Vision hybrid approach. Works with Claude, GPT, Gemini, and local Ollama models. MIT license."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/langflow-vs-n8n-vs-flowise-vs-dify-4way-2026",
   "title": "Langflow vs n8n vs Flowise vs Dify: Full 4-Way AI Builder Comparison 2026",
   "project": "Langflow",
   "repository": null,
   "stars": "146000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Langflow vs n8n vs Flowise vs Dify 2026: The 4-Way AI Builder Showdown",
    "Langflow has roughly 146,000 GitHub stars in 2026 and records over 1.2 million PyPI downloads per month, numbers that reflect genuine adoption from Python data science and AI engineering teams."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Langflow vs n8n vs Flowise vs Dify 2026: The 4-Way AI Builder Showdown",
    "Langflow has roughly 146,000 GitHub stars in 2026 and records over 1.2 million PyPI downloads per month, numbers that reflect genuine adoption from Python data science and AI engineering teams."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/langflow-vs-n8n-vs-flowise-vs-dify-4way-2026",
   "title": "Langflow vs n8n vs Flowise vs Dify: Full 4-Way AI Builder Comparison 2026",
   "project": "n8n",
   "repository": null,
   "stars": "182760",
   "description": null,
   "license": null,
   "project_evidence": [
    "Langflow vs n8n vs Flowise vs Dify 2026: The 4-Way AI Builder Showdown",
    "n8n sits at 182,760+ GitHub stars, making it the largest of the four by community size, and that scale is backed by over a decade of integration work spanning 200+ pre-built nodes covering CRM, ERP, databases, communication tools, marketing platforms, and cloud services."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Langflow vs n8n vs Flowise vs Dify 2026: The 4-Way AI Builder Showdown",
    "n8n sits at 182,760+ GitHub stars, making it the largest of the four by community size, and that scale is backed by over a decade of integration work spanning 200+ pre-built nodes covering CRM, ERP, databases, communication tools, marketing platforms, and cloud services."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/langflow-vs-n8n-vs-flowise-vs-dify-4way-2026",
   "title": "Langflow vs n8n vs Flowise vs Dify: Full 4-Way AI Builder Comparison 2026",
   "project": "Flowise",
   "repository": null,
   "stars": "51000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Langflow vs n8n vs Flowise vs Dify 2026: The 4-Way AI Builder Showdown",
    "Flowise has roughly 51,000 GitHub stars and a deliberately narrow focus: get a LangChain-based chatbot or RAG pipeline running as fast as possible with the lowest possible barrier to entry."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Langflow vs n8n vs Flowise vs Dify 2026: The 4-Way AI Builder Showdown",
    "Flowise has roughly 51,000 GitHub stars and a deliberately narrow focus: get a LangChain-based chatbot or RAG pipeline running as fast as possible with the lowest possible barrier to entry."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/langflow-vs-n8n-vs-flowise-vs-dify-4way-2026",
   "title": "Langflow vs n8n vs Flowise vs Dify: Full 4-Way AI Builder Comparison 2026",
   "project": "Dify",
   "repository": null,
   "stars": "90000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Langflow vs n8n vs Flowise vs Dify 2026: The 4-Way AI Builder Showdown",
    "Dify has crossed 90,000+ GitHub stars and is the only tool in this comparison that ships as a complete production platform rather than a focused pipeline builder."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Langflow vs n8n vs Flowise vs Dify 2026: The 4-Way AI Builder Showdown",
    "Dify has crossed 90,000+ GitHub stars and is the only tool in this comparison that ships as a complete production platform rather than a focused pipeline builder."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rickhigh.substack.com/p/langgraph-vs-crewai-vs-claude-agent",
   "title": "LangGraph vs CrewAI vs Claude Agent SDK: Which AI Agent Framework Actually Wins in 2026?",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangGraph vs CrewAI vs Claude Agent SDK: Which AI Agent Framework Actually Wins in 2026?",
    "Which one do you pick in 2026: LlamaIndex, CrewAI, LangGraph, LangChain, LangChain DeepAgents, Claude Agent SDK, OpenAI Agent SDK, Google ADK, and more",
    "1. **Broad Ecosystem**: LangChain + LangGraph + DeepAgents",
    "**LangGraph** is the production layer."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rickhigh.substack.com/p/langgraph-vs-crewai-vs-claude-agent",
   "title": "LangGraph vs CrewAI vs Claude Agent SDK: Which AI Agent Framework Actually Wins in 2026?",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangGraph vs CrewAI vs Claude Agent SDK: Which AI Agent Framework Actually Wins in 2026?",
    "Which one do you pick in 2026: LlamaIndex, CrewAI, LangGraph, LangChain, LangChain DeepAgents, Claude Agent SDK, OpenAI Agent SDK, Google ADK, and more",
    "2. **Specialized Multi-Agent**: CrewAI",
    "CrewAI focuses on role-based multi-agent systems."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://rickhigh.substack.com/p/langgraph-vs-crewai-vs-claude-agent",
   "title": "LangGraph vs CrewAI vs Claude Agent SDK: Which AI Agent Framework Actually Wins in 2026?",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangGraph vs CrewAI vs Claude Agent SDK: Which AI Agent Framework Actually Wins in 2026?",
    "Which one do you pick in 2026: LlamaIndex, CrewAI, LangGraph, LangChain, LangChain DeepAgents, Claude Agent SDK, OpenAI Agent SDK, Google ADK, and more",
    "3. **RAG-Focused**: LlamaIndex and Haystack",
    "When retrieval quality and data pipelines are the core problem, these two still lead."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rickhigh.substack.com/p/langgraph-vs-crewai-vs-claude-agent",
   "title": "LangGraph vs CrewAI vs Claude Agent SDK: Which AI Agent Framework Actually Wins in 2026?",
   "project": "Haystack",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangGraph vs CrewAI vs Claude Agent SDK: Which AI Agent Framework Actually Wins in 2026?",
    "Which one do you pick in 2026: LlamaIndex, CrewAI, LangGraph, LangChain, LangChain DeepAgents, Claude Agent SDK, OpenAI Agent SDK, Google ADK, and more",
    "3. **RAG-Focused**: LlamaIndex and Haystack",
    "When retrieval quality and data pipelines are the core problem, these two still lead."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rickhigh.substack.com/p/langgraph-vs-crewai-vs-claude-agent",
   "title": "LangGraph vs CrewAI vs Claude Agent SDK: Which AI Agent Framework Actually Wins in 2026?",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangGraph vs CrewAI vs Claude Agent SDK: Which AI Agent Framework Actually Wins in 2026?",
    "Which one do you pick in 2026: LlamaIndex, CrewAI, LangGraph, LangChain, LangChain DeepAgents, Claude Agent SDK, OpenAI Agent SDK, Google ADK, and more",
    "1. **Broad Ecosystem**: LangChain + LangGraph + DeepAgents",
    "LangChain remains the largest ecosystem."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "url": "https://github.com/Supersynergy/awesome-ai-agents-2025",
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   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "28300",
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    "## Agent frameworks",
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    "| [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) | 28.3K | Lightweight agents, tools, handoffs, tracing, and sandboxed work |"
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   "stars_evidence": [
    "# Awesome AI Agents",
    "## Agent frameworks",
    "| Framework | Stars snapshot | Best fit |",
    "| [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) | 28.3K | Lightweight agents, tools, handoffs, tracing, and sandboxed work |"
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   "project": "Claude Agent SDK for Python",
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   "stars": "7800",
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    "# Awesome AI Agents",
    "## Agent frameworks",
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    "| [Claude Agent SDK for Python](https://github.com/anthropics/claude-agent-sdk-python) | 7.8K | Building around Claude Code primitives and tool use |"
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    "## Agent frameworks",
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    "# Awesome AI Agents",
    "## Agent frameworks",
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    "- [Taskade MCP Server](https://github.com/taskade/mcp) [![Stars](https://camo.githubusercontent.com/c800d0588c91628a6233a323964286ec79e6f5b28b1f4054790982195b3cc307/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7461736b6164652f6d63702e737667)](https://github.com/taskade/mcp) - AI workflow automation with 62+ MCP tools for AI agents, project automation, and task management workflows. TypeScript-based, available as @taskade/mcp-server on npm."
   ],
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    "# awesome-workflow-engines",
    "A curated list of awesome open source workflow engines",
    "## Full fledged product",
    "- [Taskade MCP Server](https://github.com/taskade/mcp) [![Stars](https://camo.githubusercontent.com/c800d0588c91628a6233a323964286ec79e6f5b28b1f4054790982195b3cc307/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7461736b6164652f6d63702e737667)](https://github.com/taskade/mcp) - AI workflow automation with 62+ MCP tools for AI agents, project automation, and task management workflows. TypeScript-based, available as @taskade/mcp-server on npm."
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   "url": "https://github.com/meirwah/awesome-workflow-engines",
   "title": "GitHub - meirwah/awesome-workflow-engines: A curated list of awesome open source workflow engines",
   "project": null,
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   "description": "AI workflow automation with 62+ MCP tools for AI agents, project automation, and task management workflows. TypeScript-based, available as @taskade/mcp-server on npm.",
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   "description_evidence": [
    "# awesome-workflow-engines",
    "A curated list of awesome open source workflow engines",
    "## Full fledged product",
    "- [Taskade MCP Server](https://github.com/taskade/mcp) [![Stars](https://camo.githubusercontent.com/c800d0588c91628a6233a323964286ec79e6f5b28b1f4054790982195b3cc307/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7461736b6164652f6d63702e737667)](https://github.com/taskade/mcp) - AI workflow automation with 62+ MCP tools for AI agents, project automation, and task management workflows. TypeScript-based, available as @taskade/mcp-server on npm."
   ],
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   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "title": "GitHub - backblaze-labs/awesome-agent-infrastructure: A curated list of AI agent infrastructure: memory stores, vector databases, execution sandboxes, MCP servers, tool registries, observability, and evaluation tools for building and running autonomous agents.",
   "project": "Microsoft AutoGen",
   "repository": "https://microsoft.github.io/autogen/",
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   "project_evidence": [
    "# Awesome Agent Infrastructure [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)[![PRs Welcome](https://camo.githubusercontent.com/dd0b24c1e6776719edb2c273548a510d6490d8d25269a043dfabbd38419905da/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f5052732d77656c636f6d652d627269676874677265656e2e737667)](http://makeapullrequest.com)[![License: CC0-1.0](https://camo.githubusercontent.com/97f87659fa71a76b880f7948d53a6dd2765ab9b53bbd17002403aca577d0ca43/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c6963656e73652d4343305f312e302d6c69676874677265792e737667)](https://creativecommons.org/publicdomain/zero/1.0/)",
    "## Agent Frameworks",
    "> Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "- **[Microsoft AutoGen](https://microsoft.github.io/autogen/)** \u2013 Multi-agent conversation framework from Microsoft Research. AutoGen 0.4 rewrote it around an event-driven runtime. [Docs](https://microsoft.github.io/autogen/stable/) | SDK: Python (pip install autogen-agentchat)"
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    "## Agent Frameworks",
    "> Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "- **[Microsoft AutoGen](https://microsoft.github.io/autogen/)** \u2013 Multi-agent conversation framework from Microsoft Research. AutoGen 0.4 rewrote it around an event-driven runtime. [Docs](https://microsoft.github.io/autogen/stable/) | SDK: Python (pip install autogen-agentchat)"
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    "| [LlamaIndex](/integrations/llamaindex) | `KeenableToolSpec` for search and read. |"
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    "| Integration | Description |",
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    "| Integration | Description |",
    "| [Vercel AI SDK](/integrations/vercel-ai-sdk) | `@keenable/ai-sdk` tools for `generateText` and `streamText`. |"
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  {
   "url": "https://yowox.com/posts/open-source-no-code-ai-platforms-llm-rag-agents",
   "title": "Self-hosted no-code tools for LLM apps, RAG and agents",
   "project": "AutoAgent",
   "repository": "https://github.com/HKUDS/AutoAgent",
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    "The ten projects fall into three practical groups. AutoAgent and Open Agent Platform focus most directly on agents. AnythingLLM, RAGFlow, and FastGPT are especially relevant to knowledge bases and RAG. Dify, Flowise, Langflow, Sim, and n8n cover broader visual application or automation workflows, with different levels of code extensibility.",
    "| Platform | Best starting point | Interface | License snapshot |",
    "| AutoAgent | Natural-language agent building | Goal description plus editors | MIT, according to the roundup |",
    "1. HKUDS AutoAgent: natural-language agent building",
    "[AutoAgent](https://github.com/HKUDS/AutoAgent) is the most explicitly zero-code agent option in the list."
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   "repository_evidence": [
    "Self-hosted no-code tools for LLM apps, RAG and agents",
    "[AutoAgent](https://github.com/HKUDS/AutoAgent) is the most explicitly zero-code agent option in the list."
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   "url": "https://yowox.com/posts/open-source-no-code-ai-platforms-llm-rag-agents",
   "title": "Self-hosted no-code tools for LLM apps, RAG and agents",
   "project": "AnythingLLM",
   "repository": "https://github.com/Mintplex-Labs/anything-llm",
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   "project_evidence": [
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    "| Platform | Best starting point | Interface | License snapshot |",
    "| AnythingLLM | Self-hosted document chat and RAG | Desktop or Docker UI | MIT, according to the roundup |",
    "2. AnythingLLM: all-in-one self-hosted RAG and agents",
    "[AnythingLLM](https://github.com/Mintplex-Labs/anything-llm) targets users who want document chat, knowledge bases, agents, and a self-hosted interface in one package."
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   "repository_evidence": [
    "Self-hosted no-code tools for LLM apps, RAG and agents",
    "[AnythingLLM](https://github.com/Mintplex-Labs/anything-llm) targets users who want document chat, knowledge bases, agents, and a self-hosted interface in one package."
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   "title": "Self-hosted no-code tools for LLM apps, RAG and agents",
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    "| Platform | Best starting point | Interface | License snapshot |",
    "| Open Agent Platform | LangGraph-based agents | No-code web UI | MIT, according to the roundup |",
    "3. Open Agent Platform: a visual layer over LangGraph",
    "LangChain\u2019s [Open Agent Platform](https://github.com/langchain-ai/open-agent-platform) focuses on making LangGraph agents accessible through a web interface."
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   "title": "Self-hosted no-code tools for LLM apps, RAG and agents",
   "project": "Sim",
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    "| Platform | Best starting point | Interface | License snapshot |",
    "| Sim | Visual agent workflows | Canvas with blocks and Copilot | Apache-2.0, according to the roundup |",
    "4. Sim: a visual canvas for agent workflows",
    "[Sim](https://github.com/simstudioai/sim) uses a Figma-like canvas where users place blocks such as Agent, Function, API, Router, and Loop."
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    "Self-hosted no-code tools for LLM apps, RAG and agents",
    "[Sim](https://github.com/simstudioai/sim) uses a Figma-like canvas where users place blocks such as Agent, Function, API, Router, and Loop."
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   "url": "https://yowox.com/posts/open-source-no-code-ai-platforms-llm-rag-agents",
   "title": "Self-hosted no-code tools for LLM apps, RAG and agents",
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   "repository": "https://github.com/langgenius/dify",
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   "project_evidence": [
    "Self-hosted no-code tools for LLM apps, RAG and agents",
    "The ten projects fall into three practical groups. AutoAgent and Open Agent Platform focus most directly on agents. AnythingLLM, RAGFlow, and FastGPT are especially relevant to knowledge bases and RAG. Dify, Flowise, Langflow, Sim, and n8n cover broader visual application or automation workflows, with different levels of code extensibility.",
    "| Platform | Best starting point | Interface | License snapshot |",
    "| Dify | Production-oriented LLM apps | Workflows, prompt tools, LLMOps | Modified Apache-2.0 qualification |",
    "5. Dify: production-oriented LLM applications",
    "[LangGenius Dify](https://github.com/langgenius/dify) is positioned as a broader LLM application platform."
   ],
   "repository_evidence": [
    "Self-hosted no-code tools for LLM apps, RAG and agents",
    "[LangGenius Dify](https://github.com/langgenius/dify) is positioned as a broader LLM application platform."
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  {
   "url": "https://yowox.com/posts/open-source-no-code-ai-platforms-llm-rag-agents",
   "title": "Self-hosted no-code tools for LLM apps, RAG and agents",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
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    "| Platform | Best starting point | Interface | License snapshot |",
    "| Flowise | Fast LLM and RAG prototypes | Drag-and-drop canvas | Apache-2.0 core qualification |",
    "6. Flowise: the low-friction visual builder",
    "[Flowise](https://github.com/FlowiseAI/Flowise) is a drag-and-drop builder for LLM applications, RAG pipelines, chatbots, and multi-agent systems."
   ],
   "repository_evidence": [
    "Self-hosted no-code tools for LLM apps, RAG and agents",
    "[Flowise](https://github.com/FlowiseAI/Flowise) is a drag-and-drop builder for LLM applications, RAG pipelines, chatbots, and multi-agent systems."
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   "project_evidence": [
    "Self-hosted no-code tools for LLM apps, RAG and agents",
    "The ten projects fall into three practical groups. AutoAgent and Open Agent Platform focus most directly on agents. AnythingLLM, RAGFlow, and FastGPT are especially relevant to knowledge bases and RAG. Dify, Flowise, Langflow, Sim, and n8n cover broader visual application or automation workflows, with different levels of code extensibility.",
    "| Platform | Best starting point | Interface | License snapshot |",
    "| Langflow | Visual flows with code escape hatches | Drag-and-drop plus Python | MIT, according to the roundup |",
    "7. Langflow: visual first, code-friendly later",
    "[Langflow](https://github.com/langflow-ai/langflow) combines a visual editor with access to Python source and a wide range of model and tool integrations."
   ],
   "repository_evidence": [
    "Self-hosted no-code tools for LLM apps, RAG and agents",
    "[Langflow](https://github.com/langflow-ai/langflow) combines a visual editor with access to Python source and a wide range of model and tool integrations."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yowox.com/posts/open-source-no-code-ai-platforms-llm-rag-agents",
   "title": "Self-hosted no-code tools for LLM apps, RAG and agents",
   "project": "RAGFlow",
   "repository": "https://github.com/infiniflow/ragflow",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Self-hosted no-code tools for LLM apps, RAG and agents",
    "The ten projects fall into three practical groups. AutoAgent and Open Agent Platform focus most directly on agents. AnythingLLM, RAGFlow, and FastGPT are especially relevant to knowledge bases and RAG. Dify, Flowise, Langflow, Sim, and n8n cover broader visual application or automation workflows, with different levels of code extensibility.",
    "| Platform | Best starting point | Interface | License snapshot |",
    "| RAGFlow | Complex document RAG | Web UI and knowledge pipeline | Apache-2.0, according to the roundup |",
    "8. RAGFlow: deep document understanding",
    "[InfiniFlow RAGFlow](https://github.com/infiniflow/ragflow) is the document specialist in the group."
   ],
   "repository_evidence": [
    "Self-hosted no-code tools for LLM apps, RAG and agents",
    "[InfiniFlow RAGFlow](https://github.com/infiniflow/ragflow) is the document specialist in the group."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yowox.com/posts/open-source-no-code-ai-platforms-llm-rag-agents",
   "title": "Self-hosted no-code tools for LLM apps, RAG and agents",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Self-hosted no-code tools for LLM apps, RAG and agents",
    "The ten projects fall into three practical groups. AutoAgent and Open Agent Platform focus most directly on agents. AnythingLLM, RAGFlow, and FastGPT are especially relevant to knowledge bases and RAG. Dify, Flowise, Langflow, Sim, and n8n cover broader visual application or automation workflows, with different levels of code extensibility.",
    "| Platform | Best starting point | Interface | License snapshot |",
    "| n8n | Automation with AI steps | Workflow canvas plus optional code | Sustainable Use License |",
    "9. n8n: automation with AI capabilities",
    "[n8n](https://github.com/n8n-io/n8n) is an automation platform that now includes AI nodes and LangChain-based building blocks."
   ],
   "repository_evidence": [
    "Self-hosted no-code tools for LLM apps, RAG and agents",
    "[n8n](https://github.com/n8n-io/n8n) is an automation platform that now includes AI nodes and LangChain-based building blocks."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yowox.com/posts/open-source-no-code-ai-platforms-llm-rag-agents",
   "title": "Self-hosted no-code tools for LLM apps, RAG and agents",
   "project": "FastGPT",
   "repository": "https://github.com/labring/FastGPT",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Self-hosted no-code tools for LLM apps, RAG and agents",
    "The ten projects fall into three practical groups. AutoAgent and Open Agent Platform focus most directly on agents. AnythingLLM, RAGFlow, and FastGPT are especially relevant to knowledge bases and RAG. Dify, Flowise, Langflow, Sim, and n8n cover broader visual application or automation workflows, with different levels of code extensibility.",
    "| Platform | Best starting point | Interface | License snapshot |",
    "| FastGPT | Knowledge bases and retrieval flows | Web UI and visual Flow module | Apache-2.0 plus conditions |",
    "10. FastGPT: visual knowledge-base workflows",
    "[Labring FastGPT](https://github.com/labring/FastGPT) focuses on knowledge bases, document processing, RAG retrieval, and visual workflow orchestration."
   ],
   "repository_evidence": [
    "Self-hosted no-code tools for LLM apps, RAG and agents",
    "[Labring FastGPT](https://github.com/labring/FastGPT) focuses on knowledge bases, document processing, RAG retrieval, and visual workflow orchestration."
   ],
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   "description_evidence": null,
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  {
   "url": "https://www.reddit.com/r/LangChain/comments/1rnc2u9/comprehensive_comparison_of_every_ai_agent/",
   "title": "Comprehensive comparison of every AI agent framework in 2026 \u2014 LangChain, LangGraph, CrewAI, AutoGen, Mastra, DeerFlow, and 20+ more",
   "project": "Hindsight",
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   "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.",
    "https://github.com/vectorize-io/hindsight"
   ],
   "repository_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.",
    "https://github.com/vectorize-io/hindsight"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "url": "https://www.zenml.io/blog/langflow-alternatives",
   "title": "We Tried and Tested 8 Langflow Alternatives for Production-Ready AI Workflows",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
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   "project_evidence": [
    "What are the Best Alternatives to Langflow?",
    "| LangGraph | Complex, stateful agent workflows with fine-grained control. | Code-first State Machine | Open Source Library / SaaS |",
    "## 1. LangGraph"
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   "stars_evidence": null,
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  {
   "url": "https://www.zenml.io/blog/langflow-alternatives",
   "title": "We Tried and Tested 8 Langflow Alternatives for Production-Ready AI Workflows",
   "project": "FlowiseAI",
   "repository": null,
   "stars": null,
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   "project_evidence": [
    "What are the Best Alternatives to Langflow?",
    "| FlowiseAI | Rapid visual prototyping with a focus on RAG and chatbots. | Visual Graph Builder | Open Source / SaaS |",
    "## 2. FlowiseAI"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  {
   "url": "https://www.zenml.io/blog/langflow-alternatives",
   "title": "We Tried and Tested 8 Langflow Alternatives for Production-Ready AI Workflows",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "What are the Best Alternatives to Langflow?",
    "| Dify | An all-in-one low-code platform for agents, RAG, and app deployment. | Visual Graph Builder | Open Source / SaaS |",
    "## 3. Dify"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  {
   "url": "https://www.zenml.io/blog/langflow-alternatives",
   "title": "We Tried and Tested 8 Langflow Alternatives for Production-Ready AI Workflows",
   "project": "Microsoft AutoGen",
   "repository": null,
   "stars": null,
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   "project_evidence": [
    "What are the Best Alternatives to Langflow?",
    "| Microsoft AutoGen | Research and development of multi-agent conversational systems. | Conversational (Code) | Open Source Library |",
    "## 4. Microsoft AutoGen"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  {
   "url": "https://www.zenml.io/blog/langflow-alternatives",
   "title": "We Tried and Tested 8 Langflow Alternatives for Production-Ready AI Workflows",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "What are the Best Alternatives to Langflow?",
    "| CrewAI | Building autonomous agent teams with role-based collaboration. | Role-based (Code) | Open Source Library / SaaS |",
    "## 5. CrewAI"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://www.zenml.io/blog/langflow-alternatives",
   "title": "We Tried and Tested 8 Langflow Alternatives for Production-Ready AI Workflows",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "What are the Best Alternatives to Langflow?",
    "| LlamaIndex | RAG-first agentic applications with deep data integration. | Data-centric (Code) | Open Source Library |",
    "## 6. LlamaIndex"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  {
   "url": "https://www.zenml.io/blog/langflow-alternatives",
   "title": "We Tried and Tested 8 Langflow Alternatives for Production-Ready AI Workflows",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
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   "project_evidence": [
    "What are the Best Alternatives to Langflow?",
    "| Semantic Kernel | Integrating agentic patterns into existing enterprise .NET/Java stacks. | Plugin-based (Code) | Open Source SDK |",
    "## 7. Semantic Kernel"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  },
  {
   "url": "https://www.zenml.io/blog/langflow-alternatives",
   "title": "We Tried and Tested 8 Langflow Alternatives for Production-Ready AI Workflows",
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   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "What are the Best Alternatives to Langflow?",
    "| PydanticAI | Building type-safe, testable, and schema-enforced AI agents in Python. | Pythonic Control Flow | Open Source Library |",
    "## 8. PydanticAI"
   ],
   "repository_evidence": null,
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  {
   "url": "https://aisignal.dev/today",
   "title": "Today's Hot \u2014 AI Repos Gaining Stars Now | AISignal",
   "project": "antoinezambelli/forge",
   "repository": "https://github.com/antoinezambelli/forge",
   "stars": "833",
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   "project_evidence": [
    "AI repositories gaining the most stars today",
    "### antoinezambelli/forge"
   ],
   "repository_evidence": [
    "AI repositories gaining the most stars today",
    "](/repo/antoinezambelli/forge)"
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   "stars_evidence": [
    "AI repositories gaining the most stars today",
    " 833 41 +569/wk"
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  {
   "url": "https://aisignal.dev/today",
   "title": "Today's Hot \u2014 AI Repos Gaining Stars Now | AISignal",
   "project": "TauricResearch/TradingAgents",
   "repository": "https://github.com/TauricResearch/TradingAgents",
   "stars": "77600",
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   "project_evidence": [
    "AI repositories gaining the most stars today",
    "### TauricResearch/TradingAgents"
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   "repository_evidence": [
    "AI repositories gaining the most stars today",
    "](/repo/TauricResearch/TradingAgents)"
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   "stars_evidence": [
    "AI repositories gaining the most stars today",
    " 77.6k 15.1k +197/wk"
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  {
   "url": "https://aisignal.dev/today",
   "title": "Today's Hot \u2014 AI Repos Gaining Stars Now | AISignal",
   "project": "ruvnet/ruflo",
   "repository": "https://github.com/ruvnet/ruflo",
   "stars": "53400",
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   "project_evidence": [
    "AI repositories gaining the most stars today",
    "### ruvnet/ruflo"
   ],
   "repository_evidence": [
    "AI repositories gaining the most stars today",
    "](/repo/ruvnet/ruflo)"
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   "stars_evidence": [
    "AI repositories gaining the most stars today",
    " 53.4k 6.0k +173/wk"
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  {
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   "title": "Today's Hot \u2014 AI Repos Gaining Stars Now | AISignal",
   "project": "browser-use/browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "94800",
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   "project_evidence": [
    "AI repositories gaining the most stars today",
    "### browser-use/browser-use"
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   "repository_evidence": [
    "AI repositories gaining the most stars today",
    "](/repo/browser-use/browser-use)"
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    "AI repositories gaining the most stars today",
    " 94.8k 10.7k +118/wk"
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  {
   "url": "https://aaronyuqi.medium.com/first-hand-comparison-of-langgraph-crewai-and-autogen-30026e60b563",
   "title": "First hand comparison of LangGraph, CrewAI and AutoGen",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "First hand comparison of LangGraph, CrewAI and AutoGen",
    "There are many popular frameworks in the market now #LangGraph #CrewAI #AutoGen #Swarm #MagenticOne #PydanticAI.",
    "\ud83e\udde0 \ud835\udddf\ud835\uddee\ud835\uddfb\ud835\uddf4\ud835\uddf4\ud835\uddff\ud835\uddee\ud835\uddfd\ud835\uddf5"
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   "title": "First hand comparison of LangGraph, CrewAI and AutoGen",
   "project": "CrewAI",
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   "project_evidence": [
    "First hand comparison of LangGraph, CrewAI and AutoGen",
    "There are many popular frameworks in the market now #LangGraph #CrewAI #AutoGen #Swarm #MagenticOne #PydanticAI.",
    "\ud83d\udc65 \ud835\uddd6\ud835\uddff\ud835\uddf2\ud835\ude04 \ud835\uddd4\ud835\udddc"
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   "title": "First hand comparison of LangGraph, CrewAI and AutoGen",
   "project": "AutoGen",
   "repository": null,
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   "project_evidence": [
    "First hand comparison of LangGraph, CrewAI and AutoGen",
    "There are many popular frameworks in the market now #LangGraph #CrewAI #AutoGen #Swarm #MagenticOne #PydanticAI.",
    "\ud83d\udcbb \ud835\uddd4\ud835\ude02\ud835\ude01\ud835\uddfc\ud835\uddf4\ud835\uddf2\ud835\uddfb"
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   "title": "First hand comparison of LangGraph, CrewAI and AutoGen",
   "project": "Swarm",
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   "project_evidence": [
    "There are many popular frameworks in the market now #LangGraph #CrewAI #AutoGen #Swarm #MagenticOne #PydanticAI."
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   "title": "First hand comparison of LangGraph, CrewAI and AutoGen",
   "project": "MagenticOne",
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    "There are many popular frameworks in the market now #LangGraph #CrewAI #AutoGen #Swarm #MagenticOne #PydanticAI."
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   "title": "First hand comparison of LangGraph, CrewAI and AutoGen",
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  {
   "url": "https://aicoolies.com/comparisons/langflow-vs-flowise-vs-dify",
   "title": "LangFlow vs Flowise vs Dify \u2014 Visual AI Builder Comparison",
   "project": "LangFlow",
   "repository": null,
   "stars": "146000",
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   "project_evidence": [
    "LangFlow vs Flowise vs Dify \u2014 Visual AI Builder Comparison",
    "LangFlow is LangChain's official visual builder with 146K+ stars, Flowise provides a lightweight drag-and-drop LLM flow builder, and Dify offers a complete LLMOps platform combining visual orchestration with model management and RAG."
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   "stars_evidence": [
    "LangFlow vs Flowise vs Dify \u2014 Visual AI Builder Comparison",
    "LangFlow is LangChain's official visual builder with 146K+ stars, Flowise provides a lightweight drag-and-drop LLM flow builder, and Dify offers a complete LLMOps platform combining visual orchestration with model management and RAG."
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  {
   "url": "https://github.com/kyrolabs/awesome-ade",
   "title": "GitHub - kyrolabs/awesome-ade: \ud83d\udee0\ufe0f Awesome ADE \u2014 a curated list of open-source Agentic Development Environments: orchestrators, TUIs, tmux harnesses, sandboxes and the agents they run.",
   "project": "Pi",
   "repository": "https://github.com/earendil-works/pi",
   "stars": null,
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   "project_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [Pi](https://github.com/earendil-works/pi): Unified LLM API, agent loop, TUI and a coding CLI, built on a deliberately tiny system prompt with lazily-loaded skills. Usable as-is, but the design intent is that you fork and rewire it. [![GitHub Repo stars](https://camo.githubusercontent.com/6a2999c5cc32e15dc7e9063a2ad4321c62674795b26ed9229a8967b9f8c3095b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f656172656e64696c2d776f726b732f70693f7374796c653d736f6369616c)](https://camo.githubusercontent.com/6a2999c5cc32e15dc7e9063a2ad4321c62674795b26ed9229a8967b9f8c3095b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f656172656e64696c2d776f726b732f70693f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [Pi](https://github.com/earendil-works/pi): Unified LLM API, agent loop, TUI and a coding CLI, built on a deliberately tiny system prompt with lazily-loaded skills. Usable as-is, but the design intent is that you fork and rewire it. [![GitHub Repo stars](https://camo.githubusercontent.com/6a2999c5cc32e15dc7e9063a2ad4321c62674795b26ed9229a8967b9f8c3095b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f656172656e64696c2d776f726b732f70693f7374796c653d736f6369616c)](https://camo.githubusercontent.com/6a2999c5cc32e15dc7e9063a2ad4321c62674795b26ed9229a8967b9f8c3095b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f656172656e64696c2d776f726b732f70693f7374796c653d736f6369616c)"
   ],
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   "url": "https://github.com/kyrolabs/awesome-ade",
   "title": "GitHub - kyrolabs/awesome-ade: \ud83d\udee0\ufe0f Awesome ADE \u2014 a curated list of open-source Agentic Development Environments: orchestrators, TUIs, tmux harnesses, sandboxes and the agents they run.",
   "project": "Goose",
   "repository": "https://github.com/aaif-goose/goose",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [Goose](https://github.com/aaif-goose/goose): Extensible on-machine agent that installs, executes and edits rather than only suggesting. MCP-native, ACP-compatible, and embeddable as a runtime rather than only a CLI. [![GitHub Repo stars](https://camo.githubusercontent.com/fd068222e0e38342fb155cd866cfda16b57c0fa06b53b18bec0c894279814354/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616169662d676f6f73652f676f6f73653f7374796c653d736f6369616c)](https://camo.githubusercontent.com/fd068222e0e38342fb155cd866cfda16b57c0fa06b53b18bec0c894279814354/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616169662d676f6f73652f676f6f73653f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [Goose](https://github.com/aaif-goose/goose): Extensible on-machine agent that installs, executes and edits rather than only suggesting. MCP-native, ACP-compatible, and embeddable as a runtime rather than only a CLI. [![GitHub Repo stars](https://camo.githubusercontent.com/fd068222e0e38342fb155cd866cfda16b57c0fa06b53b18bec0c894279814354/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616169662d676f6f73652f676f6f73653f7374796c653d736f6369616c)](https://camo.githubusercontent.com/fd068222e0e38342fb155cd866cfda16b57c0fa06b53b18bec0c894279814354/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616169662d676f6f73652f676f6f73653f7374796c653d736f6369616c)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/kyrolabs/awesome-ade",
   "title": "GitHub - kyrolabs/awesome-ade: \ud83d\udee0\ufe0f Awesome ADE \u2014 a curated list of open-source Agentic Development Environments: orchestrators, TUIs, tmux harnesses, sandboxes and the agents they run.",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [Agno](https://github.com/agno-agi/agno): Full-stack framework for building, running and managing agent platforms, with memory, knowledge and a control plane included. [![GitHub Repo stars](https://camo.githubusercontent.com/c221ef2e3738ce3ef8e3c6c012c1872bf786a57e3a3ded67b41473c8483ff6e0/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f61676e6f2d6167692f61676e6f3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/c221ef2e3738ce3ef8e3c6c012c1872bf786a57e3a3ded67b41473c8483ff6e0/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f61676e6f2d6167692f61676e6f3f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [Agno](https://github.com/agno-agi/agno): Full-stack framework for building, running and managing agent platforms, with memory, knowledge and a control plane included. [![GitHub Repo stars](https://camo.githubusercontent.com/c221ef2e3738ce3ef8e3c6c012c1872bf786a57e3a3ded67b41473c8483ff6e0/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f61676e6f2d6167692f61676e6f3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/c221ef2e3738ce3ef8e3c6c012c1872bf786a57e3a3ded67b41473c8483ff6e0/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f61676e6f2d6167692f61676e6f3f7374796c653d736f6369616c)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/kyrolabs/awesome-ade",
   "title": "GitHub - kyrolabs/awesome-ade: \ud83d\udee0\ufe0f Awesome ADE \u2014 a curated list of open-source Agentic Development Environments: orchestrators, TUIs, tmux harnesses, sandboxes and the agents they run.",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [LangGraph](https://github.com/langchain-ai/langgraph): Graph-structured agent runtime with durable execution, checkpointing and human-in-the-loop interrupts \u2014 the state machine most long-running agents eventually need. [![GitHub Repo stars](https://camo.githubusercontent.com/4d18738a7bdb2d23c9a2a0804abe3cf69c371eeaab2a51921c2bd35ea3554e4e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6c616e67636861696e2d61692f6c616e6767726170683f7374796c653d736f6369616c)](https://camo.githubusercontent.com/4d18738a7bdb2d23c9a2a0804abe3cf69c371eeaab2a51921c2bd35ea3554e4e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6c616e67636861696e2d61692f6c616e6767726170683f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [LangGraph](https://github.com/langchain-ai/langgraph): Graph-structured agent runtime with durable execution, checkpointing and human-in-the-loop interrupts \u2014 the state machine most long-running agents eventually need. [![GitHub Repo stars](https://camo.githubusercontent.com/4d18738a7bdb2d23c9a2a0804abe3cf69c371eeaab2a51921c2bd35ea3554e4e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6c616e67636861696e2d61692f6c616e6767726170683f7374796c653d736f6369616c)](https://camo.githubusercontent.com/4d18738a7bdb2d23c9a2a0804abe3cf69c371eeaab2a51921c2bd35ea3554e4e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6c616e67636861696e2d61692f6c616e6767726170683f7374796c653d736f6369616c)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/kyrolabs/awesome-ade",
   "title": "GitHub - kyrolabs/awesome-ade: \ud83d\udee0\ufe0f Awesome ADE \u2014 a curated list of open-source Agentic Development Environments: orchestrators, TUIs, tmux harnesses, sandboxes and the agents they run.",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [smolagents](https://github.com/huggingface/smolagents): Hugging Face's barebones library for agents that think in code \u2014 small enough to read end to end in an afternoon. [![GitHub Repo stars](https://camo.githubusercontent.com/1e61b08b6c3c5582bf1abbd0e42f3013cda4a0366cfe8dbbad58020aa3fea453/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f68756767696e67666163652f736d6f6c6167656e74733f7374796c653d736f6369616c)](https://camo.githubusercontent.com/1e61b08b6c3c5582bf1abbd0e42f3013cda4a0366cfe8dbbad58020aa3fea453/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f68756767696e67666163652f736d6f6c6167656e74733f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [smolagents](https://github.com/huggingface/smolagents): Hugging Face's barebones library for agents that think in code \u2014 small enough to read end to end in an afternoon. [![GitHub Repo stars](https://camo.githubusercontent.com/1e61b08b6c3c5582bf1abbd0e42f3013cda4a0366cfe8dbbad58020aa3fea453/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f68756767696e67666163652f736d6f6c6167656e74733f7374796c653d736f6369616c)](https://camo.githubusercontent.com/1e61b08b6c3c5582bf1abbd0e42f3013cda4a0366cfe8dbbad58020aa3fea453/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f68756767696e67666163652f736d6f6c6167656e74733f7374796c653d736f6369616c)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/kyrolabs/awesome-ade",
   "title": "GitHub - kyrolabs/awesome-ade: \ud83d\udee0\ufe0f Awesome ADE \u2014 a curated list of open-source Agentic Development Environments: orchestrators, TUIs, tmux harnesses, sandboxes and the agents they run.",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [OpenAI Agents SDK](https://github.com/openai/openai-agents-python): Lightweight framework for multi-agent workflows with handoffs, guardrails and tracing. Also available for [TypeScript](https://github.com/openai/openai-agents-js). [![GitHub Repo stars](https://camo.githubusercontent.com/d93c9b5800907e89ef664795aa14e77b8eeac6269821beb5a3d3a43bfb766dfa/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6f70656e61692f6f70656e61692d6167656e74732d707974686f6e3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/d93c9b5800907e89ef664795aa14e77b8eeac6269821beb5a3d3a43bfb766dfa/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6f70656e61692f6f70656e61692d6167656e74732d707974686f6e3f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [OpenAI Agents SDK](https://github.com/openai/openai-agents-python): Lightweight framework for multi-agent workflows with handoffs, guardrails and tracing. Also available for [TypeScript](https://github.com/openai/openai-agents-js). [![GitHub Repo stars](https://camo.githubusercontent.com/d93c9b5800907e89ef664795aa14e77b8eeac6269821beb5a3d3a43bfb766dfa/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6f70656e61692f6f70656e61692d6167656e74732d707974686f6e3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/d93c9b5800907e89ef664795aa14e77b8eeac6269821beb5a3d3a43bfb766dfa/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6f70656e61692f6f70656e61692d6167656e74732d707974686f6e3f7374796c653d736f6369616c)"
   ],
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://github.com/kyrolabs/awesome-ade",
   "title": "GitHub - kyrolabs/awesome-ade: \ud83d\udee0\ufe0f Awesome ADE \u2014 a curated list of open-source Agentic Development Environments: orchestrators, TUIs, tmux harnesses, sandboxes and the agents they run.",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [Mastra](https://github.com/mastra-ai/mastra): Modern TypeScript framework for agents and AI applications \u2014 workflows, agent memory, tool calling, evals and a local dev playground in one package. [![GitHub Repo stars](https://camo.githubusercontent.com/b301cd76d58a6996fe7c21f525e07473b8164178f2b0210f62b3fde068ffdcd5/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d61737472612d61692f6d61737472613f7374796c653d736f6369616c)](https://camo.githubusercontent.com/b301cd76d58a6996fe7c21f525e07473b8164178f2b0210f62b3fde068ffdcd5/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d61737472612d61692f6d61737472613f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [Mastra](https://github.com/mastra-ai/mastra): Modern TypeScript framework for agents and AI applications \u2014 workflows, agent memory, tool calling, evals and a local dev playground in one package. [![GitHub Repo stars](https://camo.githubusercontent.com/b301cd76d58a6996fe7c21f525e07473b8164178f2b0210f62b3fde068ffdcd5/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d61737472612d61692f6d61737472613f7374796c653d736f6369616c)](https://camo.githubusercontent.com/b301cd76d58a6996fe7c21f525e07473b8164178f2b0210f62b3fde068ffdcd5/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d61737472612d61692f6d61737472613f7374796c653d736f6369616c)"
   ],
   "stars_evidence": null,
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  },
  {
   "url": "https://github.com/kyrolabs/awesome-ade",
   "title": "GitHub - kyrolabs/awesome-ade: \ud83d\udee0\ufe0f Awesome ADE \u2014 a curated list of open-source Agentic Development Environments: orchestrators, TUIs, tmux harnesses, sandboxes and the agents they run.",
   "project": "Vercel AI SDK",
   "repository": "https://github.com/vercel/ai",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [Vercel AI SDK](https://github.com/vercel/ai): The TypeScript toolkit most agent UIs are built on \u2014 provider-agnostic model calls, tool loops and streaming primitives. [![GitHub Repo stars](https://camo.githubusercontent.com/26975ae1cd6c7c7255ca0d8bee8ef2cf0f7e147b3a9914a4b378feedeeeb0c40/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f76657263656c2f61693f7374796c653d736f6369616c)](https://camo.githubusercontent.com/26975ae1cd6c7c7255ca0d8bee8ef2cf0f7e147b3a9914a4b378feedeeeb0c40/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f76657263656c2f61693f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [Vercel AI SDK](https://github.com/vercel/ai): The TypeScript toolkit most agent UIs are built on \u2014 provider-agnostic model calls, tool loops and streaming primitives. [![GitHub Repo stars](https://camo.githubusercontent.com/26975ae1cd6c7c7255ca0d8bee8ef2cf0f7e147b3a9914a4b378feedeeeb0c40/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f76657263656c2f61693f7374796c653d736f6369616c)](https://camo.githubusercontent.com/26975ae1cd6c7c7255ca0d8bee8ef2cf0f7e147b3a9914a4b378feedeeeb0c40/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f76657263656c2f61693f7374796c653d736f6369616c)"
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   "stars_evidence": null,
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  },
  {
   "url": "https://github.com/kyrolabs/awesome-ade",
   "title": "GitHub - kyrolabs/awesome-ade: \ud83d\udee0\ufe0f Awesome ADE \u2014 a curated list of open-source Agentic Development Environments: orchestrators, TUIs, tmux harnesses, sandboxes and the agents they run.",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [Pydantic AI](https://github.com/pydantic/pydantic-ai): Type-safe agent framework built on Pydantic, with structured outputs and dependency injection for production pipelines. [![GitHub Repo stars](https://camo.githubusercontent.com/753640e35397b53a80298fb7fa9ad8368616c11b383dfd2ae37fdd0fa19cd7cd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f707964616e7469632f707964616e7469632d61693f7374796c653d736f6369616c)](https://camo.githubusercontent.com/753640e35397b53a80298fb7fa9ad8368616c11b383dfd2ae37fdd0fa19cd7cd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f707964616e7469632f707964616e7469632d61693f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [Pydantic AI](https://github.com/pydantic/pydantic-ai): Type-safe agent framework built on Pydantic, with structured outputs and dependency injection for production pipelines. [![GitHub Repo stars](https://camo.githubusercontent.com/753640e35397b53a80298fb7fa9ad8368616c11b383dfd2ae37fdd0fa19cd7cd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f707964616e7469632f707964616e7469632d61693f7374796c653d736f6369616c)](https://camo.githubusercontent.com/753640e35397b53a80298fb7fa9ad8368616c11b383dfd2ae37fdd0fa19cd7cd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f707964616e7469632f707964616e7469632d61693f7374796c653d736f6369616c)"
   ],
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   "title": "GitHub - kyrolabs/awesome-ade: \ud83d\udee0\ufe0f Awesome ADE \u2014 a curated list of open-source Agentic Development Environments: orchestrators, TUIs, tmux harnesses, sandboxes and the agents they run.",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [Microsoft Agent Framework](https://github.com/microsoft/agent-framework): Successor to Semantic Kernel and AutoGen, for building, orchestrating and deploying agents and multi-agent workflows in .NET and Python. [![GitHub Repo stars](https://camo.githubusercontent.com/f7838f0b345e0c2554f2f45c8537b3e1aa614790c49fcd6e1900ee66667d7c3f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6963726f736f66742f6167656e742d6672616d65776f726b3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/f7838f0b345e0c2554f2f45c8537b3e1aa614790c49fcd6e1900ee66667d7c3f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6963726f736f66742f6167656e742d6672616d65776f726b3f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [Microsoft Agent Framework](https://github.com/microsoft/agent-framework): Successor to Semantic Kernel and AutoGen, for building, orchestrating and deploying agents and multi-agent workflows in .NET and Python. [![GitHub Repo stars](https://camo.githubusercontent.com/f7838f0b345e0c2554f2f45c8537b3e1aa614790c49fcd6e1900ee66667d7c3f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6963726f736f66742f6167656e742d6672616d65776f726b3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/f7838f0b345e0c2554f2f45c8537b3e1aa614790c49fcd6e1900ee66667d7c3f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6963726f736f66742f6167656e742d6672616d65776f726b3f7374796c653d736f6369616c)"
   ],
   "stars_evidence": null,
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  },
  {
   "url": "https://github.com/kyrolabs/awesome-ade",
   "title": "GitHub - kyrolabs/awesome-ade: \ud83d\udee0\ufe0f Awesome ADE \u2014 a curated list of open-source Agentic Development Environments: orchestrators, TUIs, tmux harnesses, sandboxes and the agents they run.",
   "project": "VoltAgent",
   "repository": "https://github.com/VoltAgent/voltagent",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [VoltAgent](https://github.com/VoltAgent/voltagent): TypeScript agent framework with built-in LLM observability, so traces and evals are not bolted on afterwards. [![GitHub Repo stars](https://camo.githubusercontent.com/980fbba03333ba15f12715fd9f40fc446802f75ce7817cc896265cc45f1bdbcb/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f566f6c744167656e742f766f6c746167656e743f7374796c653d736f6369616c)](https://camo.githubusercontent.com/980fbba03333ba15f12715fd9f40fc446802f75ce7817cc896265cc45f1bdbcb/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f566f6c744167656e742f766f6c746167656e743f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [VoltAgent](https://github.com/VoltAgent/voltagent): TypeScript agent framework with built-in LLM observability, so traces and evals are not bolted on afterwards. [![GitHub Repo stars](https://camo.githubusercontent.com/980fbba03333ba15f12715fd9f40fc446802f75ce7817cc896265cc45f1bdbcb/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f566f6c744167656e742f766f6c746167656e743f7374796c653d736f6369616c)](https://camo.githubusercontent.com/980fbba03333ba15f12715fd9f40fc446802f75ce7817cc896265cc45f1bdbcb/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f566f6c744167656e742f766f6c746167656e743f7374796c653d736f6369616c)"
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  {
   "url": "https://github.com/kyrolabs/awesome-ade",
   "title": "GitHub - kyrolabs/awesome-ade: \ud83d\udee0\ufe0f Awesome ADE \u2014 a curated list of open-source Agentic Development Environments: orchestrators, TUIs, tmux harnesses, sandboxes and the agents they run.",
   "project": "Claude Agent SDK",
   "repository": "https://github.com/anthropics/claude-agent-sdk-python",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [Claude Agent SDK](https://github.com/anthropics/claude-agent-sdk-python): Anthropic's SDK for building on the Claude Code harness \u2014 tool execution, sandboxing, hooks and stateful sessions. Also available for [TypeScript](https://github.com/anthropics/claude-agent-sdk-typescript). [![GitHub Repo stars](https://camo.githubusercontent.com/318718dbf4e34552c6da52f9ec23d4845f51a26cdfbf8a90c48ff6923a8a533e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616e7468726f706963732f636c617564652d6167656e742d73646b2d707974686f6e3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/318718dbf4e34552c6da52f9ec23d4845f51a26cdfbf8a90c48ff6923a8a533e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616e7468726f706963732f636c617564652d6167656e742d73646b2d707974686f6e3f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [Claude Agent SDK](https://github.com/anthropics/claude-agent-sdk-python): Anthropic's SDK for building on the Claude Code harness \u2014 tool execution, sandboxing, hooks and stateful sessions. Also available for [TypeScript](https://github.com/anthropics/claude-agent-sdk-typescript). [![GitHub Repo stars](https://camo.githubusercontent.com/318718dbf4e34552c6da52f9ec23d4845f51a26cdfbf8a90c48ff6923a8a533e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616e7468726f706963732f636c617564652d6167656e742d73646b2d707974686f6e3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/318718dbf4e34552c6da52f9ec23d4845f51a26cdfbf8a90c48ff6923a8a533e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616e7468726f706963732f636c617564652d6167656e742d73646b2d707974686f6e3f7374796c653d736f6369616c)"
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  {
   "url": "https://github.com/kyrolabs/awesome-ade",
   "title": "GitHub - kyrolabs/awesome-ade: \ud83d\udee0\ufe0f Awesome ADE \u2014 a curated list of open-source Agentic Development Environments: orchestrators, TUIs, tmux harnesses, sandboxes and the agents they run.",
   "project": "Strands Harness SDK",
   "repository": "https://github.com/strands-agents/harness-sdk",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [Strands Harness SDK](https://github.com/strands-agents/harness-sdk): AWS's SDK for building an agent harness and controlling it end to end, rather than accepting a vendor's loop. [![GitHub Repo stars](https://camo.githubusercontent.com/b46773f6057ecf4931bb18c7afce3fd60922b1fc41e47f364787af3839f0c85b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f737472616e64732d6167656e74732f6861726e6573732d73646b3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/b46773f6057ecf4931bb18c7afce3fd60922b1fc41e47f364787af3839f0c85b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f737472616e64732d6167656e74732f6861726e6573732d73646b3f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [Strands Harness SDK](https://github.com/strands-agents/harness-sdk): AWS's SDK for building an agent harness and controlling it end to end, rather than accepting a vendor's loop. [![GitHub Repo stars](https://camo.githubusercontent.com/b46773f6057ecf4931bb18c7afce3fd60922b1fc41e47f364787af3839f0c85b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f737472616e64732d6167656e74732f6861726e6573732d73646b3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/b46773f6057ecf4931bb18c7afce3fd60922b1fc41e47f364787af3839f0c85b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f737472616e64732d6167656e74732f6861726e6573732d73646b3f7374796c653d736f6369616c)"
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  {
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   "title": "GitHub - kyrolabs/awesome-ade: \ud83d\udee0\ufe0f Awesome ADE \u2014 a curated list of open-source Agentic Development Environments: orchestrators, TUIs, tmux harnesses, sandboxes and the agents they run.",
   "project": "Cloudflare Agents",
   "repository": "https://github.com/cloudflare/agents",
   "stars": null,
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   "project_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [Cloudflare Agents](https://github.com/cloudflare/agents): Stateful agents on Durable Objects \u2014 hibernation between turns, WebSocket sessions and scheduled wake-ups at the edge. [![GitHub Repo stars](https://camo.githubusercontent.com/7391c2513b1148d6e79b29622caf4ee730d37b6464d755c20326a2482aa4c72f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f636c6f7564666c6172652f6167656e74733f7374796c653d736f6369616c)](https://camo.githubusercontent.com/7391c2513b1148d6e79b29622caf4ee730d37b6464d755c20326a2482aa4c72f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f636c6f7564666c6172652f6167656e74733f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# \ud83d\udee0\ufe0f Awesome ADE [![Awesome](https://camo.githubusercontent.com/134ee8ed89374cd2c151ed27c000717b7ea0694fcfe1408da27380651ba9e4dc/68747470733a2f2f617765736f6d652e72652f62616467652d666c61742e737667)](https://awesome.re)",
    "## Harnesses & Agent SDKs",
    "- [Cloudflare Agents](https://github.com/cloudflare/agents): Stateful agents on Durable Objects \u2014 hibernation between turns, WebSocket sessions and scheduled wake-ups at the edge. [![GitHub Repo stars](https://camo.githubusercontent.com/7391c2513b1148d6e79b29622caf4ee730d37b6464d755c20326a2482aa4c72f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f636c6f7564666c6172652f6167656e74733f7374796c653d736f6369616c)](https://camo.githubusercontent.com/7391c2513b1148d6e79b29622caf4ee730d37b6464d755c20326a2482aa4c72f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f636c6f7564666c6172652f6167656e74733f7374796c653d736f6369616c)"
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  {
   "url": "https://whatgenerativeai.com/docs/genai-playbook/agent-orchestration-frameworks",
   "title": "Agent Orchestration Frameworks",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
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   "project_evidence": [
    "GenAI Playbook",
    "# Agent Orchestration Frameworks",
    "The landscape",
    "| Framework | Maintainer | Strength | Best for |",
    "| **LangGraph** | LangChain | Explicit state graphs | Complex, multi-step, stateful agents |"
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  },
  {
   "url": "https://whatgenerativeai.com/docs/genai-playbook/agent-orchestration-frameworks",
   "title": "Agent Orchestration Frameworks",
   "project": "CrewAI",
   "repository": null,
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   "project_evidence": [
    "GenAI Playbook",
    "# Agent Orchestration Frameworks",
    "The landscape",
    "| Framework | Maintainer | Strength | Best for |",
    "| **CrewAI** | CrewAI Inc. | Role-based multi-agent | Team-of-agents patterns, fast prototyping |"
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  {
   "url": "https://whatgenerativeai.com/docs/genai-playbook/agent-orchestration-frameworks",
   "title": "Agent Orchestration Frameworks",
   "project": "AutoGen",
   "repository": null,
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   "project_evidence": [
    "GenAI Playbook",
    "# Agent Orchestration Frameworks",
    "The landscape",
    "| Framework | Maintainer | Strength | Best for |",
    "| **AutoGen** | Microsoft | Research, conversation patterns | Experimental multi-agent, academic |"
   ],
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  },
  {
   "url": "https://www.augmentcode.com/tools/open-source-agent-orchestrators",
   "title": "9 Open-Source Agent Orchestrators for AI Coding (2026)",
   "project": "Agent Orchestrator",
   "repository": "https://github.com/Untrivial-ai/agent-orchestrator",
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   "project_evidence": [
    "# 9 Open-Source Agent Orchestrators for AI Coding (2026)",
    "## 1. Agent Orchestrator (Formerly Composio Agent Orchestrator)",
    "Agent Orchestrator (AO) is a full-automation system: multiple agents running in isolated worktrees, each with its own PR, supervised from a single control surface."
   ],
   "repository_evidence": [
    "# 9 Open-Source Agent Orchestrators for AI Coding (2026)",
    "## 1. Agent Orchestrator (Formerly Composio Agent Orchestrator)",
    "**Repository:** [Untrivial-ai/agent-orchestrator](https://github.com/Untrivial-ai/agent-orchestrator), formerly `ComposioHQ/agent-orchestrator` | **License:** Apache-2.0 | **Install:** desktop app, or `npm install -g @aoagents/ao` (legacy)"
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  {
   "url": "https://www.augmentcode.com/tools/open-source-agent-orchestrators",
   "title": "9 Open-Source Agent Orchestrators for AI Coding (2026)",
   "project": "Emdash",
   "repository": "https://github.com/generalaction/emdash",
   "stars": null,
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   "project_evidence": [
    "# 9 Open-Source Agent Orchestrators for AI Coding (2026)",
    "## 2. Emdash (YC W26)",
    "Emdash is the Electron desktop app I reach for when a team uses a mix of coding agents."
   ],
   "repository_evidence": [
    "# 9 Open-Source Agent Orchestrators for AI Coding (2026)",
    "## 2. Emdash (YC W26)",
    "**Repository:** [generalaction/emdash](https://github.com/generalaction/emdash) | **License:** Apache-2.0"
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  },
  {
   "url": "https://www.augmentcode.com/tools/open-source-agent-orchestrators",
   "title": "9 Open-Source Agent Orchestrators for AI Coding (2026)",
   "project": "Baton",
   "repository": "https://github.com/mraza007/baton",
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   "project_evidence": [
    "# 9 Open-Source Agent Orchestrators for AI Coding (2026)",
    "## 3. Baton",
    "Two projects share the \"Baton\" name."
   ],
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    "# 9 Open-Source Agent Orchestrators for AI Coding (2026)",
    "## 3. Baton",
    "**Repository (OSS):** [mraza007/baton](https://github.com/mraza007/baton) | **License:** MIT | **Language:** Python"
   ],
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  {
   "url": "https://www.augmentcode.com/tools/open-source-agent-orchestrators",
   "title": "9 Open-Source Agent Orchestrators for AI Coding (2026)",
   "project": "Code Conductor",
   "repository": "https://github.com/ryanmac/code-conductor",
   "stars": null,
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   "project_evidence": [
    "# 9 Open-Source Agent Orchestrators for AI Coding (2026)",
    "## 4. Conductor (Three Projects, One Name)",
    "**Code Conductor** ([ryanmac/code-conductor](https://github.com/ryanmac/code-conductor), MIT) is a GitHub-native CLI that labels issues `conductor:task` and lets agents claim them, though it supports only Claude Code."
   ],
   "repository_evidence": [
    "# 9 Open-Source Agent Orchestrators for AI Coding (2026)",
    "## 4. Conductor (Three Projects, One Name)",
    "**Code Conductor** ([ryanmac/code-conductor](https://github.com/ryanmac/code-conductor), MIT) is a GitHub-native CLI that labels issues `conductor:task` and lets agents claim them, though it supports only Claude Code."
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  {
   "url": "https://www.augmentcode.com/tools/open-source-agent-orchestrators",
   "title": "9 Open-Source Agent Orchestrators for AI Coding (2026)",
   "project": "Microsoft Conductor",
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    "# 9 Open-Source Agent Orchestrators for AI Coding (2026)",
    "## 4. Conductor (Three Projects, One Name)",
    "**Microsoft Conductor** ([microsoft/conductor](https://github.com/microsoft/conductor), MIT) is the most credible long-term bet: a CLI tool for defining and running multi-agent workflows with the GitHub Copilot SDK and Anthropic Claude, with YAML-defined workflows and a web dashboard."
   ],
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    "# 9 Open-Source Agent Orchestrators for AI Coding (2026)",
    "## 4. Conductor (Three Projects, One Name)",
    "**Microsoft Conductor** ([microsoft/conductor](https://github.com/microsoft/conductor), MIT) is the most credible long-term bet: a CLI tool for defining and running multi-agent workflows with the GitHub Copilot SDK and Anthropic Claude, with YAML-defined workflows and a web dashboard."
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   "url": "https://www.augmentcode.com/tools/open-source-agent-orchestrators",
   "title": "9 Open-Source Agent Orchestrators for AI Coding (2026)",
   "project": "Bernstein",
   "repository": "https://github.com/sipyourdrink-ltd/bernstein",
   "stars": null,
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    "# 9 Open-Source Agent Orchestrators for AI Coding (2026)",
    "## 5. Bernstein",
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   ],
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    "# 9 Open-Source Agent Orchestrators for AI Coding (2026)",
    "## 5. Bernstein",
    "**Repository:** [sipyourdrink-ltd/bernstein](https://github.com/sipyourdrink-ltd/bernstein) | **License:** Apache-2.0 | **Install:** `uv tool install bernstein` or `pipx install bernstein`"
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   "title": "9 Open-Source Agent Orchestrators for AI Coding (2026)",
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    "## 6. Claude Squad",
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    "# 9 Open-Source Agent Orchestrators for AI Coding (2026)",
    "## 6. Claude Squad",
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   "url": "https://www.augmentcode.com/tools/open-source-agent-orchestrators",
   "title": "9 Open-Source Agent Orchestrators for AI Coding (2026)",
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   "repository": "https://github.com/stravu/crystal",
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   "license": null,
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    "# 9 Open-Source Agent Orchestrators for AI Coding (2026)",
    "## 7. Crystal (Now Nimbalyst)",
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    "# 9 Open-Source Agent Orchestrators for AI Coding (2026)",
    "## 7. Crystal (Now Nimbalyst)",
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   "url": "https://www.augmentcode.com/tools/open-source-agent-orchestrators",
   "title": "9 Open-Source Agent Orchestrators for AI Coding (2026)",
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    "## 8. Vibe Kanban (Now Community-Maintained)",
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    "## 8. Vibe Kanban (Now Community-Maintained)",
    "**Repository:** [BloopAI/vibe-kanban](https://github.com/BloopAI/vibe-kanban) | **License:** Apache-2.0 | **Install:** `npx vibe-kanban`"
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    "# 9 Open-Source Agent Orchestrators for AI Coding (2026)",
    "## 9. Agent Kanban",
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   ],
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    "## 9. Agent Kanban",
    "**Repository:** [appsoftwareltd/vscode-agent-kanban](https://github.com/appsoftwareltd/vscode-agent-kanban) | **License:** Elastic License 2.0"
   ],
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   "url": "https://www.scribd.com/document/876528820/Comparative-Analysis-of-Dify-Langflow-And-Flowise-for-a-Government-AI-Platform",
   "title": "Dify, Langflow, and Flowise Comparison | PDF | Scalability | Databases",
   "project": "Dify",
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   "repository_evidence": null,
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   "url": "https://www.scribd.com/document/876528820/Comparative-Analysis-of-Dify-Langflow-And-Flowise-for-a-Government-AI-Platform",
   "title": "Dify, Langflow, and Flowise Comparison | PDF | Scalability | Databases",
   "project": "Langflow",
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    "Lang\ue002ow"
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   "url": "https://www.scribd.com/document/876528820/Comparative-Analysis-of-Dify-Langflow-And-Flowise-for-a-Government-AI-Platform",
   "title": "Dify, Langflow, and Flowise Comparison | PDF | Scalability | Databases",
   "project": "Flowise",
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   "url": "https://arsum.com/blog/posts/ai-agent-frameworks",
   "title": "Best AI Agent Frameworks 2026: LangGraph, CrewAI, AutoGen",
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   "repository": null,
   "stars": "45",
   "description": null,
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    "## What AI Agent Frameworks Are and When to Use One",
    "### 9. MetaGPT",
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   "repository_evidence": null,
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    "## What AI Agent Frameworks Are and When to Use One",
    "### 9. MetaGPT",
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   "url": "https://arsum.com/blog/posts/ai-agent-frameworks",
   "title": "Best AI Agent Frameworks 2026: LangGraph, CrewAI, AutoGen",
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   "repository": null,
   "stars": "38",
   "description": null,
   "license": null,
   "project_evidence": [
    "## What AI Agent Frameworks Are and When to Use One",
    "### 10. OpenDevin (All-Hands AI)",
    "OpenDevin (now branded as OpenHands) is a fully autonomous coding agent\u2014it opens a browser, writes code, runs tests, and debugs until the task is complete."
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   "repository_evidence": null,
   "stars_evidence": [
    "## What AI Agent Frameworks Are and When to Use One",
    "### 10. OpenDevin (All-Hands AI)",
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   "license_evidence": null
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   "url": "https://agentswarms.fyi/blog/flowise-vs-langflow-vs-dify-vs-n8n-vs-agentswarms",
   "title": "Flowise vs Langflow vs Dify vs n8n vs AgentSwarms: The Honest 2026 Comparison",
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   "stars": null,
   "description": null,
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   "project_evidence": [
    "FrameworksLow-codeTooling",
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    "### Flowise \u2014 the LangChainJS canvas",
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   "url": "https://agentswarms.fyi/blog/flowise-vs-langflow-vs-dify-vs-n8n-vs-agentswarms",
   "title": "Flowise vs Langflow vs Dify vs n8n vs AgentSwarms: The Honest 2026 Comparison",
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    "FrameworksLow-codeTooling",
    "# Flowise vs Langflow vs Dify vs n8n vs AgentSwarms: The Honest 2026 Comparison",
    "### Langflow \u2014 the Python sibling, now part of DataStax",
    "Langflow is what Flowise is, but built around **LangChain Python**, with a heavier emphasis on producing flows you can serialize and run from a real Python service."
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   "url": "https://agentswarms.fyi/blog/flowise-vs-langflow-vs-dify-vs-n8n-vs-agentswarms",
   "title": "Flowise vs Langflow vs Dify vs n8n vs AgentSwarms: The Honest 2026 Comparison",
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   "project_evidence": [
    "FrameworksLow-codeTooling",
    "# Flowise vs Langflow vs Dify vs n8n vs AgentSwarms: The Honest 2026 Comparison",
    "### Dify \u2014 the LLM application platform (BaaS for AI apps)",
    "Dify is the most *product-shaped* of the five."
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   "url": "https://agentswarms.fyi/blog/flowise-vs-langflow-vs-dify-vs-n8n-vs-agentswarms",
   "title": "Flowise vs Langflow vs Dify vs n8n vs AgentSwarms: The Honest 2026 Comparison",
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   "project_evidence": [
    "FrameworksLow-codeTooling",
    "# Flowise vs Langflow vs Dify vs n8n vs AgentSwarms: The Honest 2026 Comparison",
    "### n8n \u2014 the workflow engine that learned to call LLMs",
    "n8n started life in 2019 as a self-hostable Zapier alternative and that DNA still runs the show."
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   "repository_evidence": null,
   "stars_evidence": null,
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  {
   "url": "https://agentswarms.fyi/blog/flowise-vs-langflow-vs-dify-vs-n8n-vs-agentswarms",
   "title": "Flowise vs Langflow vs Dify vs n8n vs AgentSwarms: The Honest 2026 Comparison",
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   "project_evidence": [
    "FrameworksLow-codeTooling",
    "# Flowise vs Langflow vs Dify vs n8n vs AgentSwarms: The Honest 2026 Comparison",
    "### AgentSwarms \u2014 multi-agent design with a portable runtime",
    "AgentSwarms is the one in this list explicitly built for **multi-agent** systems and the awkward parts of running them \u2014 orchestration patterns, observability, failure-mode practice, and *escape velocity from any single framework's API*."
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   "url": "https://dev.to/priyeshdave6/langgraph-vs-crewai-vs-autogen-107-real-data-engineering-tasks-at-scale-4h3e",
   "title": "LangGraph vs CrewAI vs AutoGen: 107 Real Data Engineering Tasks at Scale",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "# LangGraph vs CrewAI vs AutoGen: 107 Real Data Engineering Tasks at Scale",
    "LangGraph markets \u201cfine-grained, composable multi-agent orchestration\u201d built on LangChain."
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   "url": "https://dev.to/priyeshdave6/langgraph-vs-crewai-vs-autogen-107-real-data-engineering-tasks-at-scale-4h3e",
   "title": "LangGraph vs CrewAI vs AutoGen: 107 Real Data Engineering Tasks at Scale",
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   "stars": null,
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   "project_evidence": [
    "# LangGraph vs CrewAI vs AutoGen: 107 Real Data Engineering Tasks at Scale",
    "CrewAI promises \u201cmodular agent collaboration, minus orchestration pain.\u201d"
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   "url": "https://dev.to/priyeshdave6/langgraph-vs-crewai-vs-autogen-107-real-data-engineering-tasks-at-scale-4h3e",
   "title": "LangGraph vs CrewAI vs AutoGen: 107 Real Data Engineering Tasks at Scale",
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   "project_evidence": [
    "# LangGraph vs CrewAI vs AutoGen: 107 Real Data Engineering Tasks at Scale",
    "AutoGen claims \u201cautomated agent orchestration\u201d and automates message passing and memory out of the box."
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   "url": "https://pub.towardsai.net/the-4-best-open-source-multi-agent-ai-frameworks-2026-9da389f9407a",
   "title": "The 4 Best Open Source Multi-Agent AI Frameworks 2026",
   "project": "Microsoft AutoGen",
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    "# The 4 Best Open Source Multi-Agent AI Frameworks 2026",
    "## Framework 1: Microsoft AutoGen",
    "AutoGen, backed by Microsoft Research, has rapidly matured into the most flexible and scalable framework for complex, multi-turn agent conversations."
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   "title": "The 4 Best Open Source Multi-Agent AI Frameworks 2026",
   "project": "CrewAI",
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    "# The 4 Best Open Source Multi-Agent AI Frameworks 2026",
    "## Framework 2: CrewAI",
    "CrewAI distinguishes itself by offering the highest level of abstraction, making it the fastest path to production for role-based multi-agent systems."
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  },
  {
   "url": "https://pub.towardsai.net/the-4-best-open-source-multi-agent-ai-frameworks-2026-9da389f9407a",
   "title": "The 4 Best Open Source Multi-Agent AI Frameworks 2026",
   "project": "LangGraph",
   "repository": null,
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   "project_evidence": [
    "# The 4 Best Open Source Multi-Agent AI Frameworks 2026",
    "## Framework 3: LangGraph",
    "LangGraph is a **state machine for agents**."
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  },
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   "url": "https://pub.towardsai.net/the-4-best-open-source-multi-agent-ai-frameworks-2026-9da389f9407a",
   "title": "The 4 Best Open Source Multi-Agent AI Frameworks 2026",
   "project": "Semantic Kernel",
   "repository": null,
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    "# The 4 Best Open Source Multi-Agent AI Frameworks 2026",
    "## Framework 4: Semantic Kernel (SK)",
    "Semantic Kernel (SK), Microsoft\u2019s other key open-source offering, is often overlooked by Python-only teams, and that\u2019s a serious mistake for 2026 enterprise strategy."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  },
  {
   "url": "https://raihankalla.id/stars",
   "title": "Al's Starred Repos",
   "project": "vercel/eve",
   "repository": "https://github.com/vercel/eve",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# My 941 Starred Repositories",
    "A curated list of starred GitHub repositories.",
    "[ vercel/eve\nAI Agents & Workflows\n The Open Framework for Building Agents ](https://github.com/vercel/eve)"
   ],
   "repository_evidence": [
    "# My 941 Starred Repositories",
    "A curated list of starred GitHub repositories.",
    "[ vercel/eve\nAI Agents & Workflows\n The Open Framework for Building Agents ](https://github.com/vercel/eve)"
   ],
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://raihankalla.id/stars",
   "title": "Al's Starred Repos",
   "project": "deepset-ai/haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# My 941 Starred Repositories",
    "A curated list of starred GitHub repositories.",
    "[ deepset-ai/haystack\nAI Agents & Workflows\n Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems. ](https://github.com/deepset-ai/haystack)"
   ],
   "repository_evidence": [
    "# My 941 Starred Repositories",
    "A curated list of starred GitHub repositories.",
    "[ deepset-ai/haystack\nAI Agents & Workflows\n Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems. ](https://github.com/deepset-ai/haystack)"
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  },
  {
   "url": "https://www.reddit.com/r/AI_Agents/comments/1ifbuj3/best_ai_agent_stack_for_nolowcode_development_of/",
   "title": "Best AI Agent stack for no/low-code development of niche AI consultant",
   "project": "Dify.ai",
   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## u/codematt \u00b7 2 points",
    "Dify.ai .. not sure why it\u2019s not more known."
   ],
   "repository_evidence": null,
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  },
  {
   "url": "https://github.com/BaptisteBlouin/tech-brief/blob/main/news/en/2026-08-20.md",
   "title": "tech-brief/news/en/2026-08-20.md at main \u00b7 BaptisteBlouin/tech-brief",
   "project": "Agent Lightning",
   "repository": null,
   "stars": null,
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   "project_evidence": [
    "# Tech Brief \u2014 2026-08-20",
    "## LLM Tooling, RAG and Agents",
    "- **Agent Lightning v1.0** is a lightweight harnessed agentic RL framework (3.5K LOC) that boosts Qwen3.5-9B by 14.6 points on SWE-bench Verified with 6K examples [12](https://arxiv.org/abs/2608.17528)."
   ],
   "repository_evidence": null,
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  },
  {
   "url": "https://github.com/BaptisteBlouin/tech-brief/blob/main/news/en/2026-08-20.md",
   "title": "tech-brief/news/en/2026-08-20.md at main \u00b7 BaptisteBlouin/tech-brief",
   "project": "OneCLI",
   "repository": "https://github.com/onecli/onecli",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Tech Brief \u2014 2026-08-20",
    "## LLM Tooling, RAG and Agents",
    "- **OneCLI** and **Munder Difflin** are new multi-agent harnesses: OneCLI offers sandboxed, policy-guarded agents routed via a gateway on company infra [13](https://github.com/onecli/onecli), while Munder Difflin provides a visual, office-themed multi-agent desktop app [14](https://github.com/chaitanyagiri/munder-difflin)."
   ],
   "repository_evidence": [
    "# Tech Brief \u2014 2026-08-20",
    "## LLM Tooling, RAG and Agents",
    "- **OneCLI** and **Munder Difflin** are new multi-agent harnesses: OneCLI offers sandboxed, policy-guarded agents routed via a gateway on company infra [13](https://github.com/onecli/onecli), while Munder Difflin provides a visual, office-themed multi-agent desktop app [14](https://github.com/chaitanyagiri/munder-difflin)."
   ],
   "stars_evidence": null,
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  },
  {
   "url": "https://github.com/BaptisteBlouin/tech-brief/blob/main/news/en/2026-08-20.md",
   "title": "tech-brief/news/en/2026-08-20.md at main \u00b7 BaptisteBlouin/tech-brief",
   "project": "Munder Difflin",
   "repository": "https://github.com/chaitanyagiri/munder-difflin",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Tech Brief \u2014 2026-08-20",
    "## LLM Tooling, RAG and Agents",
    "- **OneCLI** and **Munder Difflin** are new multi-agent harnesses: OneCLI offers sandboxed, policy-guarded agents routed via a gateway on company infra [13](https://github.com/onecli/onecli), while Munder Difflin provides a visual, office-themed multi-agent desktop app [14](https://github.com/chaitanyagiri/munder-difflin)."
   ],
   "repository_evidence": [
    "# Tech Brief \u2014 2026-08-20",
    "## LLM Tooling, RAG and Agents",
    "- **OneCLI** and **Munder Difflin** are new multi-agent harnesses: OneCLI offers sandboxed, policy-guarded agents routed via a gateway on company infra [13](https://github.com/onecli/onecli), while Munder Difflin provides a visual, office-themed multi-agent desktop app [14](https://github.com/chaitanyagiri/munder-difflin)."
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  },
  {
   "url": "https://arxiv.org/html/2603.25928v1",
   "title": "Self-Organizing Multi-Agent Systems for Continuous Software Development",
   "project": "TheBotCompany",
   "repository": "https://github.com/syifan/thebotcompany",
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OiiOAI/awesome-ai-agents",
   "title": "GitHub - OiiOAI/awesome-ai-agents: Awesome AI Agents for 2026",
   "project": "Auto-Evolve",
   "repository": "https://github.com/cittaverse/auto-evolve",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [Auto-Evolve](https://github.com/cittaverse/auto-evolve) \u2014 General framework for AI agent autonomous evolution with closed-loop iteration (research\u2192execute\u2192verify\u2192learn)."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [Auto-Evolve](https://github.com/cittaverse/auto-evolve) \u2014 General framework for AI agent autonomous evolution with closed-loop iteration (research\u2192execute\u2192verify\u2192learn)."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OiiOAI/awesome-ai-agents",
   "title": "GitHub - OiiOAI/awesome-ai-agents: Awesome AI Agents for 2026",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [AutoGen](https://github.com/microsoft/autogen) - Event-driven multi-agent framework merged with Semantic Kernel for production workflows."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [AutoGen](https://github.com/microsoft/autogen) - Event-driven multi-agent framework merged with Semantic Kernel for production workflows."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OiiOAI/awesome-ai-agents",
   "title": "GitHub - OiiOAI/awesome-ai-agents: Awesome AI Agents for 2026",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [CrewAI](https://github.com/joaomdmoura/crewAI) - Role-playing agent orchestration for collaborative agent teams."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [CrewAI](https://github.com/joaomdmoura/crewAI) - Role-playing agent orchestration for collaborative agent teams."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OiiOAI/awesome-ai-agents",
   "title": "GitHub - OiiOAI/awesome-ai-agents: Awesome AI Agents for 2026",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [Google ADK](https://github.com/google/adk-python) - Modular agent dev kit integrating Gemini/Vertex AI."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [Google ADK](https://github.com/google/adk-python) - Modular agent dev kit integrating Gemini/Vertex AI."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OiiOAI/awesome-ai-agents",
   "title": "GitHub - OiiOAI/awesome-ai-agents: Awesome AI Agents for 2026",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [LangGraph](https://github.com/langchain-ai/langgraph) - Enterprise framework for stateful, graph-based agent workflows."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [LangGraph](https://github.com/langchain-ai/langgraph) - Enterprise framework for stateful, graph-based agent workflows."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OiiOAI/awesome-ai-agents",
   "title": "GitHub - OiiOAI/awesome-ai-agents: Awesome AI Agents for 2026",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [Mastra](https://github.com/mastra-ai/mastra) - Opinionated TypeScript framework with RAG and observability."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [Mastra](https://github.com/mastra-ai/mastra) - Opinionated TypeScript framework with RAG and observability."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OiiOAI/awesome-ai-agents",
   "title": "GitHub - OiiOAI/awesome-ai-agents: Awesome AI Agents for 2026",
   "project": "Modus",
   "repository": "https://github.com/getmodus/modus",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [Modus](https://github.com/getmodus/modus) - Serverless framework for high-throughput agent workloads."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [Modus](https://github.com/getmodus/modus) - Serverless framework for high-throughput agent workloads."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OiiOAI/awesome-ai-agents",
   "title": "GitHub - OiiOAI/awesome-ai-agents: Awesome AI Agents for 2026",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) - Lightweight multi-agent SDK with tracing and guardrails."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) - Lightweight multi-agent SDK with tracing and guardrails."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OiiOAI/awesome-ai-agents",
   "title": "GitHub - OiiOAI/awesome-ai-agents: Awesome AI Agents for 2026",
   "project": "PraisonAI",
   "repository": "https://github.com/pipelineai/praisonai",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [PraisonAI](https://github.com/pipelineai/praisonai) - Production multi-agent framework with self-reflection and MCP integration."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [PraisonAI](https://github.com/pipelineai/praisonai) - Production multi-agent framework with self-reflection and MCP integration."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OiiOAI/awesome-ai-agents",
   "title": "GitHub - OiiOAI/awesome-ai-agents: Awesome AI Agents for 2026",
   "project": "Strands Agents SDK",
   "repository": "https://github.com/awslabs/strands-agents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [Strands Agents SDK](https://github.com/awslabs/strands-agents) - AWS model-driven agent SDK with Bedrock integration."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [Strands Agents SDK](https://github.com/awslabs/strands-agents) - AWS model-driven agent SDK with Bedrock integration."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OiiOAI/awesome-ai-agents",
   "title": "GitHub - OiiOAI/awesome-ai-agents: Awesome AI Agents for 2026",
   "project": "VoltAgent",
   "repository": "https://github.com/voltagent/voltagent",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [VoltAgent](https://github.com/voltagent/voltagent) - TypeScript agent framework with built-in observability and a self-improving context engine."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Orchestration Frameworks",
    "- [VoltAgent](https://github.com/voltagent/voltagent) - TypeScript agent framework with built-in observability and a self-improving context engine."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OiiOAI/awesome-ai-agents",
   "title": "GitHub - OiiOAI/awesome-ai-agents: Awesome AI Agents for 2026",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Multi-Agent Systems",
    "- [Swarm](https://github.com/openai/swarm) - Lightweight framework for agent handoffs, context variables, and function calling patterns."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Multi-Agent Systems",
    "- [Swarm](https://github.com/openai/swarm) - Lightweight framework for agent handoffs, context variables, and function calling patterns."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OiiOAI/awesome-ai-agents",
   "title": "GitHub - OiiOAI/awesome-ai-agents: Awesome AI Agents for 2026",
   "project": "Swarms Framework",
   "repository": "https://github.com/kyegomez/swarms",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Multi-Agent Systems",
    "- [Swarms Framework](https://github.com/kyegomez/swarms) - Multi-agent orchestration for production use cases with scalability and reliability."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Multi-Agent Systems",
    "- [Swarms Framework](https://github.com/kyegomez/swarms) - Multi-agent orchestration for production use cases with scalability and reliability."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OiiOAI/awesome-ai-agents",
   "title": "GitHub - OiiOAI/awesome-ai-agents: Awesome AI Agents for 2026",
   "project": "Pipecat",
   "repository": "https://github.com/pipecat-ai/pipecat",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Voice and Multimodal Agents",
    "- [Pipecat](https://github.com/pipecat-ai/pipecat) - Framework for voice and multimodal conversational AI."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026 [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Voice and Multimodal Agents",
    "- [Pipecat](https://github.com/pipecat-ai/pipecat) - Framework for voice and multimodal conversational AI."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossalt.com/guides/dify-vs-flowise-vs-langflow-2026",
   "title": "Dify vs Flowise vs LangFlow (2026)",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "80000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source alternatives guide",
    "Dify vs Flowise vs LangFlow (2026)",
    "- **Dify** (80K+ stars): Best all-in-one platform. RAG + workflows + API + monitoring in one tool. Best for teams building production AI applications."
   ],
   "repository_evidence": [
    "Open-source alternatives guide",
    "Dify \u2014 Best All-in-One Platform",
    " git clone https://github.com/langgenius/dify cd dify/docker cp .env.example . env docker compose up -d"
   ],
   "stars_evidence": [
    "Open-source alternatives guide",
    "Dify vs Flowise vs LangFlow (2026)",
    "- **Dify** (80K+ stars): Best all-in-one platform. RAG + workflows + API + monitoring in one tool. Best for teams building production AI applications."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossalt.com/guides/dify-vs-flowise-vs-langflow-2026",
   "title": "Dify vs Flowise vs LangFlow (2026)",
   "project": "Flowise",
   "repository": null,
   "stars": "35000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source alternatives guide",
    "Dify vs Flowise vs LangFlow (2026)",
    "- **Flowise** (35K+ stars): Best for rapid prototyping and developers. Acquired by Workday (2025). Excellent for complex agent workflows."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Open-source alternatives guide",
    "Dify vs Flowise vs LangFlow (2026)",
    "- **Flowise** (35K+ stars): Best for rapid prototyping and developers. Acquired by Workday (2025). Excellent for complex agent workflows."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossalt.com/guides/dify-vs-flowise-vs-langflow-2026",
   "title": "Dify vs Flowise vs LangFlow (2026)",
   "project": "LangFlow",
   "repository": null,
   "stars": "45000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source alternatives guide",
    "Dify vs Flowise vs LangFlow (2026)",
    "- **LangFlow** (45K+ stars): Best for LangChain users and teams who want visual workflow building with full LangChain component access."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Open-source alternatives guide",
    "Dify vs Flowise vs LangFlow (2026)",
    "- **LangFlow** (45K+ stars): Best for LangChain users and teams who want visual workflow building with full LangChain component access."
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.tencentcloud.com/techpedia/144032",
   "title": "The Best Open Source AI Agents in 2026: A Developer's Honest Comparison",
   "project": "AutoGPT",
   "repository": null,
   "stars": "170000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparing the top open-source AI agents in 2025: AutoGPT, CrewAI, OpenDevin, Hermes Agent, and more.",
    "AutoGPT"
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   "repository_evidence": null,
   "stars_evidence": [
    "Comparing the top open-source AI agents in 2025: AutoGPT, CrewAI, OpenDevin, Hermes Agent, and more.",
    "**GitHub stars:** ~170,000 | **First release:** March 2023"
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   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://www.tencentcloud.com/techpedia/144032",
   "title": "The Best Open Source AI Agents in 2026: A Developer's Honest Comparison",
   "project": "CrewAI",
   "repository": null,
   "stars": "28000",
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   "url": "https://genalphai.com/research/library/what-are-the-best-patterns-for-building-reliable-multi-agent-orchestration-with",
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    "Framework and platform metrics (as of 2026-07-03): LangGraph 36.3k stars; OpenAI Agents SDK 27.6k stars; CrewAI 54.2k stars; Pydantic AI 18.2k stars (GitHub star counts approximate, not separately re-verified this run) [1][3][10][11][9][5]."
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    "22. CrewAI - \u260557 311",
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   "url": "https://awesome.ecosyste.ms/lists/alexbevi%2Fawesome-agent-frameworks?topic=llama",
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    "- ## Agent graph / runtime",
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    "- ## Agent graph / runtime",
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    "- ## Agent graph / runtime",
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  {
   "url": "https://alphacorp.ai/blog/the-8-best-ai-agent-frameworks-in-2026-a-developers-guide",
   "title": "The 8 Best AI Agent Frameworks in 2026: A Developer\u2019s Guide",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Picking an [AI agent](https://www.alphacorp.ai/services/ai-agent-development) framework in 2026 feels less like choosing a library and more like choosing an architecture you\u2019ll live with for years.",
    "Here\u2019s how all eight stack up, ranked by production readiness, orchestration quality, ecosystem strength, and long-term cost of ownership.",
    "| Framework | Best For | Orchestration Style | Learning Curve | Model Lock-in | Standout Feature |",
    "| **LangGraph** | Complex stateful production systems | Directed graph / state machine | Medium-high | Low | Checkpointing + time-travel debugging |",
    "## 1. LangGraph \u2014 The One That Actually Works in Production"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alphacorp.ai/blog/the-8-best-ai-agent-frameworks-in-2026-a-developers-guide",
   "title": "The 8 Best AI Agent Frameworks in 2026: A Developer\u2019s Guide",
   "project": "CrewAI",
   "repository": null,
   "stars": "44300",
   "description": null,
   "license": null,
   "project_evidence": [
    "Picking an [AI agent](https://www.alphacorp.ai/services/ai-agent-development) framework in 2026 feels less like choosing a library and more like choosing an architecture you\u2019ll live with for years.",
    "Here\u2019s how all eight stack up, ranked by production readiness, orchestration quality, ecosystem strength, and long-term cost of ownership.",
    "| Framework | Best For | Orchestration Style | Learning Curve | Model Lock-in | Standout Feature |",
    "| **CrewAI** | Fast multi-agent prototyping | Role-based crews | Low | Low | 2\u20134 hours to working prototype |",
    "## 2. CrewAI \u2014 Fastest Path From Idea to Working Multi-Agent System",
    "The community numbers back this up: 44,300+ GitHub stars and 5.2 million monthly downloads as of early 2026."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Picking an [AI agent](https://www.alphacorp.ai/services/ai-agent-development) framework in 2026 feels less like choosing a library and more like choosing an architecture you\u2019ll live with for years.",
    "Here\u2019s how all eight stack up, ranked by production readiness, orchestration quality, ecosystem strength, and long-term cost of ownership.",
    "## 2. CrewAI \u2014 Fastest Path From Idea to Working Multi-Agent System",
    "The community numbers back this up: 44,300+ GitHub stars and 5.2 million monthly downloads as of early 2026."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alphacorp.ai/blog/the-8-best-ai-agent-frameworks-in-2026-a-developers-guide",
   "title": "The 8 Best AI Agent Frameworks in 2026: A Developer\u2019s Guide",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "19000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Picking an [AI agent](https://www.alphacorp.ai/services/ai-agent-development) framework in 2026 feels less like choosing a library and more like choosing an architecture you\u2019ll live with for years.",
    "Here\u2019s how all eight stack up, ranked by production readiness, orchestration quality, ecosystem strength, and long-term cost of ownership.",
    "| Framework | Best For | Orchestration Style | Learning Curve | Model Lock-in | Standout Feature |",
    "| **OpenAI Agents SDK** | OpenAI-first production apps | Handoffs / tool orchestration | Low | Medium | Native MCP + built-in guardrails |",
    "## 3. OpenAI Agents SDK \u2014 Surprisingly Capable Beyond Its Name",
    "Around 19,000 GitHub stars and 10.3 million monthly downloads."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Picking an [AI agent](https://www.alphacorp.ai/services/ai-agent-development) framework in 2026 feels less like choosing a library and more like choosing an architecture you\u2019ll live with for years.",
    "Here\u2019s how all eight stack up, ranked by production readiness, orchestration quality, ecosystem strength, and long-term cost of ownership.",
    "## 3. OpenAI Agents SDK \u2014 Surprisingly Capable Beyond Its Name",
    "Around 19,000 GitHub stars and 10.3 million monthly downloads."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alphacorp.ai/blog/the-8-best-ai-agent-frameworks-in-2026-a-developers-guide",
   "title": "The 8 Best AI Agent Frameworks in 2026: A Developer\u2019s Guide",
   "project": "Claude Agent SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Picking an [AI agent](https://www.alphacorp.ai/services/ai-agent-development) framework in 2026 feels less like choosing a library and more like choosing an architecture you\u2019ll live with for years.",
    "Here\u2019s how all eight stack up, ranked by production readiness, orchestration quality, ecosystem strength, and long-term cost of ownership.",
    "| Framework | Best For | Orchestration Style | Learning Curve | Model Lock-in | Standout Feature |",
    "| **Claude Agent SDK** | Autonomous tool-using agents | Tool-use loop / sub-agents | Medium | High | Sandboxed execution + MCP-native |",
    "## 4. Claude Agent SDK \u2014 Tool-Use Done Right"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alphacorp.ai/blog/the-8-best-ai-agent-frameworks-in-2026-a-developers-guide",
   "title": "The 8 Best AI Agent Frameworks in 2026: A Developer\u2019s Guide",
   "project": "Google ADK",
   "repository": null,
   "stars": "17800",
   "description": null,
   "license": null,
   "project_evidence": [
    "Picking an [AI agent](https://www.alphacorp.ai/services/ai-agent-development) framework in 2026 feels less like choosing a library and more like choosing an architecture you\u2019ll live with for years.",
    "Here\u2019s how all eight stack up, ranked by production readiness, orchestration quality, ecosystem strength, and long-term cost of ownership.",
    "| Framework | Best For | Orchestration Style | Learning Curve | Model Lock-in | Standout Feature |",
    "| **Google ADK** | Multimodal, GCP-native agents | Hierarchical agents | Medium | Medium-high | Gemini + Vertex AI integration |",
    "17,800 GitHub stars and 3.3 million monthly downloads suggest it\u2019s gaining traction fast."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Picking an [AI agent](https://www.alphacorp.ai/services/ai-agent-development) framework in 2026 feels less like choosing a library and more like choosing an architecture you\u2019ll live with for years.",
    "Here\u2019s how all eight stack up, ranked by production readiness, orchestration quality, ecosystem strength, and long-term cost of ownership.",
    "17,800 GitHub stars and 3.3 million monthly downloads suggest it\u2019s gaining traction fast."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alphacorp.ai/blog/the-8-best-ai-agent-frameworks-in-2026-a-developers-guide",
   "title": "The 8 Best AI Agent Frameworks in 2026: A Developer\u2019s Guide",
   "project": "AutoGen / MS Agent Framework",
   "repository": null,
   "stars": "54600",
   "description": null,
   "license": null,
   "project_evidence": [
    "Picking an [AI agent](https://www.alphacorp.ai/services/ai-agent-development) framework in 2026 feels less like choosing a library and more like choosing an architecture you\u2019ll live with for years.",
    "Here\u2019s how all eight stack up, ranked by production readiness, orchestration quality, ecosystem strength, and long-term cost of ownership.",
    "| Framework | Best For | Orchestration Style | Learning Curve | Model Lock-in | Standout Feature |",
    "| **AutoGen / MS Agent Framework** | Conversation-driven multi-agent | Conversational orchestration | Medium | Medium | Debate and negotiation patterns |",
    "## 6. Microsoft AutoGen / Microsoft Agent Framework \u2014 Important, But in Transition",
    "Here\u2019s the thing about AutoGen: it still has 54,600+ GitHub stars and a conversation-driven orchestration model that genuinely excels at multi-agent debate, negotiation, and interactive research patterns."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Picking an [AI agent](https://www.alphacorp.ai/services/ai-agent-development) framework in 2026 feels less like choosing a library and more like choosing an architecture you\u2019ll live with for years.",
    "Here\u2019s how all eight stack up, ranked by production readiness, orchestration quality, ecosystem strength, and long-term cost of ownership.",
    "## 6. Microsoft AutoGen / Microsoft Agent Framework \u2014 Important, But in Transition",
    "Here\u2019s the thing about AutoGen: it still has 54,600+ GitHub stars and a conversation-driven orchestration model that genuinely excels at multi-agent debate, negotiation, and interactive research patterns."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alphacorp.ai/blog/the-8-best-ai-agent-frameworks-in-2026-a-developers-guide",
   "title": "The 8 Best AI Agent Frameworks in 2026: A Developer\u2019s Guide",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "40000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Picking an [AI agent](https://www.alphacorp.ai/services/ai-agent-development) framework in 2026 feels less like choosing a library and more like choosing an architecture you\u2019ll live with for years.",
    "Here\u2019s how all eight stack up, ranked by production readiness, orchestration quality, ecosystem strength, and long-term cost of ownership.",
    "| Framework | Best For | Orchestration Style | Learning Curve | Model Lock-in | Standout Feature |",
    "| **LlamaIndex** | RAG-heavy / data-centric agents | Retrieval-centric orchestration | Low-medium | Low | Best-in-class data connectors |",
    "## 7. LlamaIndex \u2014 Best in Class When Your Real Problem Is Data",
    "40,000+ GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Picking an [AI agent](https://www.alphacorp.ai/services/ai-agent-development) framework in 2026 feels less like choosing a library and more like choosing an architecture you\u2019ll live with for years.",
    "Here\u2019s how all eight stack up, ranked by production readiness, orchestration quality, ecosystem strength, and long-term cost of ownership.",
    "## 7. LlamaIndex \u2014 Best in Class When Your Real Problem Is Data",
    "40,000+ GitHub stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alphacorp.ai/blog/the-8-best-ai-agent-frameworks-in-2026-a-developers-guide",
   "title": "The 8 Best AI Agent Frameworks in 2026: A Developer\u2019s Guide",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Picking an [AI agent](https://www.alphacorp.ai/services/ai-agent-development) framework in 2026 feels less like choosing a library and more like choosing an architecture you\u2019ll live with for years.",
    "Here\u2019s how all eight stack up, ranked by production readiness, orchestration quality, ecosystem strength, and long-term cost of ownership.",
    "| Framework | Best For | Orchestration Style | Learning Curve | Model Lock-in | Standout Feature |",
    "| **Semantic Kernel** | .NET enterprise integration | Enterprise programmable workflows | Medium | Medium | C# / Azure-native support |",
    "## 8. Semantic Kernel \u2014 The Enterprise Microsoft Pick That Still Matters"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://swfte.com/blog/dify-vs-swfte-open-source-agent-platform-2026",
   "title": "Dify vs Swfte 2026: Open-Source AI Agent Platform Comparison (1M+ Apps Tested)",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "If you searched for **\"Dify vs\"** anything in 2026, you have already done the hardest part of the procurement work: you know that picking an open source AI agent platform is now a category decision, not a vendor decision.",
    "Dify is the most-deployed name in the open source AI agent platform space, with **1M+ apps deployed and 5M+ downloads** as of May 2026, and it sets the visual-builder bar that every Dify alternative gets measured against."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://swfte.com/blog/dify-vs-swfte-open-source-agent-platform-2026",
   "title": "Dify vs Swfte 2026: Open-Source AI Agent Platform Comparison (1M+ Apps Tested)",
   "project": "Swfte",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Swfte takes a different swing at the same problem: where Dify optimizes for time-to-first-app, Swfte optimizes for time-to-production-grade-governance and depth of multi-provider routing.",
    "If you searched for **\"Dify vs\"** anything in 2026, you have already done the hardest part of the procurement work: you know that picking an open source AI agent platform is now a category decision, not a vendor decision."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://swfte.com/blog/dify-vs-swfte-open-source-agent-platform-2026",
   "title": "Dify vs Swfte 2026: Open-Source AI Agent Platform Comparison (1M+ Apps Tested)",
   "project": "n8n",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "```text\n Open-Source AI Agent Platform \u2014 Maturity Index (May 2026, 0-10 scale) Dify \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 8.0 Swfte \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 8.3 n8n \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 6.9 Flowise \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 6.1 LangFlow \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 5.7 Coze \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 5.4 Source: Agent Platform Maturity Index, see Section 4.\n```",
    "If you searched for **\"Dify vs\"** anything in 2026, you have already done the hardest part of the procurement work: you know that picking an open source AI agent platform is now a category decision, not a vendor decision."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://swfte.com/blog/dify-vs-swfte-open-source-agent-platform-2026",
   "title": "Dify vs Swfte 2026: Open-Source AI Agent Platform Comparison (1M+ Apps Tested)",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "```text\n Open-Source AI Agent Platform \u2014 Maturity Index (May 2026, 0-10 scale) Dify \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 8.0 Swfte \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 8.3 n8n \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 6.9 Flowise \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 6.1 LangFlow \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 5.7 Coze \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 5.4 Source: Agent Platform Maturity Index, see Section 4.\n```",
    "If you searched for **\"Dify vs\"** anything in 2026, you have already done the hardest part of the procurement work: you know that picking an open source AI agent platform is now a category decision, not a vendor decision."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://swfte.com/blog/dify-vs-swfte-open-source-agent-platform-2026",
   "title": "Dify vs Swfte 2026: Open-Source AI Agent Platform Comparison (1M+ Apps Tested)",
   "project": "LangFlow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "```text\n Open-Source AI Agent Platform \u2014 Maturity Index (May 2026, 0-10 scale) Dify \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 8.0 Swfte \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 8.3 n8n \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 6.9 Flowise \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 6.1 LangFlow \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 5.7 Coze \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 5.4 Source: Agent Platform Maturity Index, see Section 4.\n```",
    "If you searched for **\"Dify vs\"** anything in 2026, you have already done the hardest part of the procurement work: you know that picking an open source AI agent platform is now a category decision, not a vendor decision."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://swfte.com/blog/dify-vs-swfte-open-source-agent-platform-2026",
   "title": "Dify vs Swfte 2026: Open-Source AI Agent Platform Comparison (1M+ Apps Tested)",
   "project": "Coze",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "```text\n Open-Source AI Agent Platform \u2014 Maturity Index (May 2026, 0-10 scale) Dify \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 8.0 Swfte \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 8.3 n8n \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 6.9 Flowise \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 6.1 LangFlow \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 5.7 Coze \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 5.4 Source: Agent Platform Maturity Index, see Section 4.\n```",
    "If you searched for **\"Dify vs\"** anything in 2026, you have already done the hardest part of the procurement work: you know that picking an open source AI agent platform is now a category decision, not a vendor decision."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://swfte.com/blog/dify-vs-swfte-open-source-agent-platform-2026",
   "title": "Dify vs Swfte 2026: Open-Source AI Agent Platform Comparison (1M+ Apps Tested)",
   "project": "RAGFlow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A specialist RAG-first platform rather than a general agent platform.",
    "### RAGFlow",
    "If you searched for **\"Dify vs\"** anything in 2026, you have already done the hardest part of the procurement work: you know that picking an open source AI agent platform is now a category decision, not a vendor decision."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentswarms.fyi/blog/agentic-ai-frameworks-comparison-guide",
   "title": "Agentic AI Frameworks: A 2026 Comparison Guide",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI Frameworks: A 2026 Comparison Guide",
    "LangGraph, CrewAI, PydanticAI, AutoGen, OpenAI Agents SDK, and Strands \u2014 six frameworks, one decision.",
    "Here is how they actually differ on state, orchestration, and what happens when you take them to production."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentswarms.fyi/blog/agentic-ai-frameworks-comparison-guide",
   "title": "Agentic AI Frameworks: A 2026 Comparison Guide",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
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    "### 8. Pydantic AI"
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    "**CrewAI:** Best suited for role-based, team-oriented workflows where agents need clean, high-level abstractions, clear process [management](https://www.thefluxread.com/2026/08/ai-agents-with-crypto-wallets-rise-of.html) (sequential or hierarchical), and out-of-the-box tool integration."
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    "Choosing the right orchestration framework depends heavily on your team's development stack and workflow requirements:",
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    "Choosing the right orchestration framework depends heavily on your team's development stack and workflow requirements:",
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   "url": "https://github.com/Agent-Analytics/awesome-multi-agent-orchestrators",
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   "repository": "https://github.com/dohooo/helmor",
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   "project_evidence": [
    "# Awesome Multi-Agent Orchestrators",
    "Frameworks and product surfaces for creating agents, teams, workflows, chatflows, agent apps, or production agent runtimes.",
    "- [Helmor](https://helmor.ai/) ([GitHub](https://github.com/dohooo/helmor), [Releases](https://github.com/dohooo/helmor/releases)) - Apache-2.0 local-first IDE and workbench for orchestrating Claude Code, Codex, and other coding agents across worktrees through planning, running, review, testing, merge, and shipping loops."
   ],
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    "- [Helmor](https://helmor.ai/) ([GitHub](https://github.com/dohooo/helmor), [Releases](https://github.com/dohooo/helmor/releases)) - Apache-2.0 local-first IDE and workbench for orchestrating Claude Code, Codex, and other coding agents across worktrees through planning, running, review, testing, merge, and shipping loops."
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  {
   "url": "https://enterprisedna.co/directories/alternatives/dify",
   "title": "Open Source Alternatives to Dify (9) \u2014 Directories",
   "project": "Flowise",
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    "![Flowise logo](https://github.com/FlowiseAI.png?size=200)",
    "### Flowise"
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   "repository_evidence": [
    "![Flowise logo](https://github.com/FlowiseAI.png?size=200)",
    "### Flowise"
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   "stars_evidence": [
    "\u2605 53,254 updated 1mo ago"
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  {
   "url": "https://enterprisedna.co/directories/alternatives/dify",
   "title": "Open Source Alternatives to Dify (9) \u2014 Directories",
   "project": "Langchain-Chatchat",
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    "![Langchain-Chatchat logo](https://github.com/chatchat-space.png?size=200)",
    "### Langchain-Chatchat"
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    "![Langchain-Chatchat logo](https://github.com/chatchat-space.png?size=200)",
    "### Langchain-Chatchat"
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    "![heymrun/heym logo](https://github.com/heymrun.png?size=200)",
    "### heymrun/heym"
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    "![heymrun/heym logo](https://github.com/heymrun.png?size=200)",
    "### heymrun/heym"
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    "### Stackwise"
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    "### Stackwise"
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    "| 14 | [superpowers](https://github.com/obra/superpowers) | 272218 | 24339 | Shell | 152 | An agentic skills framework & software development methodology that works. | 2026-08-13T00:36:31Z |"
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    "| 25 | [n8n](https://github.com/n8n-io/n8n) | 200648 | 60133 | TypeScript | 339 | Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations. | 2026-08-15T03:18:58Z |"
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    "| 25 | [n8n](https://github.com/n8n-io/n8n) | 200648 | 60133 | TypeScript | 339 | Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations. | 2026-08-15T03:18:58Z |"
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    "| 25 | [n8n](https://github.com/n8n-io/n8n) | 200648 | 60133 | TypeScript | 339 | Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations. | 2026-08-15T03:18:58Z |"
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    "| 26 | [opencode](https://github.com/anomalyco/opencode) | 197545 | 25421 | TypeScript | 3906 | The open source coding agent. | 2026-08-15T03:52:36Z |"
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    "| 26 | [opencode](https://github.com/anomalyco/opencode) | 197545 | 25421 | TypeScript | 3906 | The open source coding agent. | 2026-08-15T03:52:36Z |"
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    "| 26 | [opencode](https://github.com/anomalyco/opencode) | 197545 | 25421 | TypeScript | 3906 | The open source coding agent. | 2026-08-15T03:52:36Z |"
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    "| 53 | [langflow](https://github.com/langflow-ai/langflow) | 153244 | 9860 | Python | 211 | Langflow is a powerful tool for building and deploying AI-powered agents and workflows. | 2026-08-15T04:00:27Z |"
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    "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",
    "### 4. CrewAI - \u2b50\ufe0f52.8k",
    "Launched in early 2024, it has over 52,800 GitHub stars and 5.2 million monthly downloads."
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   "url": "https://www.firecrawl.dev/blog/best-open-source-agent-frameworks",
   "title": "The best open source frameworks for building AI agents in 2026",
   "project": "Google Agent Development Kit (ADK)",
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   "stars": "20000",
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    "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."
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   "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."
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   "stars_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "### 5. Google Agent Development Kit (ADK) - \u2b50\ufe0f20k",
    "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."
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   "title": "The best open source frameworks for building AI agents in 2026",
   "project": "Dify",
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    "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."
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   "stars_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "### 6. Dify - \u2b50\ufe0f144k",
    "[Dify](https://github.com/langgenius/dify) is a low-code platform for creating AI agents with over 144,000 GitHub stars."
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   "url": "https://www.firecrawl.dev/blog/best-open-source-agent-frameworks",
   "title": "The best open source frameworks for building AI agents in 2026",
   "project": "Mastra",
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    "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",
    "### 7. Mastra - \u2b50\ufe0f24.8k",
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   "url": "https://www.firecrawl.dev/blog/best-open-source-agent-frameworks",
   "title": "The best open source frameworks for building AI agents in 2026",
   "project": "Smolagents",
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   "stars": "27700",
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   "license": null,
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    "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",
    "### 8. Smolagents (Hugging Face) - \u2b50\ufe0f27.7k",
    "Released in January 2025, it has grown to over 27,700 GitHub stars."
   ],
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   "license_evidence": null
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  {
   "url": "https://www.firecrawl.dev/blog/best-open-source-agent-frameworks",
   "title": "The best open source frameworks for building AI agents in 2026",
   "project": "Semantic Kernel",
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   "stars": "28100",
   "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",
    "### 9. Semantic Kernel - \u2b50\ufe0f28.1k",
    "[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."
   ],
   "description_evidence": null,
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  {
   "url": "https://www.firecrawl.dev/blog/best-open-source-agent-frameworks",
   "title": "The best open source frameworks for building AI agents in 2026",
   "project": "Haystack",
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   "stars": "25500",
   "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."
   ],
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    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "### 10. Haystack - \u2b50\ufe0f25.5k",
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   ],
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   "url": "https://futureagi.com/blog/dify-vs-flowise-vs-langflow-2026",
   "title": "Dify vs Flowise vs Langflow 2026: 3 No-Code LLM Builders Compared",
   "project": "Dify",
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   "stars": "140000",
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   "license": null,
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    "Research",
    "# Dify vs Flowise vs Langflow in 2026: 3 No-Code LLM Builders Compared",
    "### Dify",
    "[Dify](https://dify.ai/) is described as a production-ready platform for agentic workflow development."
   ],
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    "Research",
    "# Dify vs Flowise vs Langflow in 2026: 3 No-Code LLM Builders Compared",
    "- [Dify repo](https://github.com/langgenius/dify)"
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    "Research",
    "# Dify vs Flowise vs Langflow in 2026: 3 No-Code LLM Builders Compared",
    "As of May 2026, the repo lists roughly 140k stars and 800+ contributors with 5M+ downloads across 130+ countries."
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/dify-vs-flowise-vs-langflow-2026",
   "title": "Dify vs Flowise vs Langflow 2026: 3 No-Code LLM Builders Compared",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": "52600",
   "description": null,
   "license": null,
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    "# Dify vs Flowise vs Langflow in 2026: 3 No-Code LLM Builders Compared",
    "### Flowise",
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   ],
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    "Research",
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    "Flowise supports a broad set of LLMs, embeddings, vector stores, and integrations including LangChain, LlamaIndex, and many third-party tools (see the [Flowise repo](https://github.com/FlowiseAI/Flowise) for the current connector list)."
   ],
   "stars_evidence": [
    "Research",
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   "url": "https://futureagi.com/blog/dify-vs-flowise-vs-langflow-2026",
   "title": "Dify vs Flowise vs Langflow 2026: 3 No-Code LLM Builders Compared",
   "project": "Langflow",
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   "license": null,
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    "Research",
    "# Dify vs Flowise vs Langflow in 2026: 3 No-Code LLM Builders Compared",
    "### Langflow",
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   "repository_evidence": [
    "Research",
    "# Dify vs Flowise vs Langflow in 2026: 3 No-Code LLM Builders Compared",
    "- [Langflow repo](https://github.com/langflow-ai/langflow)"
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  {
   "url": "https://futureagi.com/blog/dify-vs-flowise-vs-langflow-2026",
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   "project": "traceAI",
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    "# Dify vs Flowise vs Langflow in 2026: 3 No-Code LLM Builders Compared",
    "## Why FutureAGI is the recommended platform above any no-code builder",
    "[FutureAGI](https://futureagi.com/) instruments any agent runtime with OpenTelemetry GenAI semconv via [traceAI](https://github.com/future-agi/traceAI) (Apache 2.0), attaches 50+ eval scores as span attributes, runs persona-driven simulation across text and voice, routes 100+ providers with BYOK through the [Agent Command Center](/platform/monitor/command-center) gateway, and uses turing_flash for inline guardrail screening at 50 to 70 ms p95 across 18+ guardrail types (PII, prompt injection, jailbreak, tool-call enforcement); full eval templates run roughly 1 to 2 seconds when a deeper rubric is needed."
   ],
   "repository_evidence": [
    "Research",
    "# Dify vs Flowise vs Langflow in 2026: 3 No-Code LLM Builders Compared",
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  {
   "url": "https://duocodetech.com/blog/agent-team-orchestration",
   "title": "THE AGENT TEAM PROBLEM: SEVEN OPEN-SOURCE APPROACHES TO ORCHESTRATING AI CODING AGENTS",
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   "stars": "20700",
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    "The seven projects, listed by their GitHub star count as of April 2, 2026: AionUi (github.com/iOfficeAI/AionUi, 20,700+ stars) \u2014 a multi-AI-agent unified GUI client built on Electron with support for numerous agent backends including Gemini CLI, Claude Code, Codex, and others."
   ],
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   ],
   "stars_evidence": [
    "The seven projects, listed by their GitHub star count as of April 2, 2026: AionUi (github.com/iOfficeAI/AionUi, 20,700+ stars) \u2014 a multi-AI-agent unified GUI client built on Electron with support for numerous agent backends including Gemini CLI, Claude Code, Codex, and others."
   ],
   "description_evidence": null,
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  },
  {
   "url": "https://duocodetech.com/blog/agent-team-orchestration",
   "title": "THE AGENT TEAM PROBLEM: SEVEN OPEN-SOURCE APPROACHES TO ORCHESTRATING AI CODING AGENTS",
   "project": "Symphony",
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   "stars": "14400",
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   ],
   "repository_evidence": [
    "Symphony (github.com/openai/symphony, 14,400+ stars) \u2014 OpenAI's autonomous coding agent daemon built in Elixir/OTP with Linear integration."
   ],
   "stars_evidence": [
    "Symphony (github.com/openai/symphony, 14,400+ stars) \u2014 OpenAI's autonomous coding agent daemon built in Elixir/OTP with Linear integration."
   ],
   "description_evidence": null,
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  },
  {
   "url": "https://duocodetech.com/blog/agent-team-orchestration",
   "title": "THE AGENT TEAM PROBLEM: SEVEN OPEN-SOURCE APPROACHES TO ORCHESTRATING AI CODING AGENTS",
   "project": "Squad",
   "repository": "github.com/bradygaster/squad",
   "stars": "1600",
   "description": null,
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   "stars_evidence": [
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   "description_evidence": null,
   "license_evidence": null
  },
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   "url": "https://duocodetech.com/blog/agent-team-orchestration",
   "title": "THE AGENT TEAM PROBLEM: SEVEN OPEN-SOURCE APPROACHES TO ORCHESTRATING AI CODING AGENTS",
   "project": "Open-Inspect",
   "repository": "github.com/ColeMurray/background-agents",
   "stars": "1400",
   "description": null,
   "license": null,
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   ],
   "repository_evidence": [
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   ],
   "stars_evidence": [
    "Open-Inspect (github.com/ColeMurray/background-agents, 1,400+ stars; the repository is named \"background-agents\" but the project identifies itself as inspired by Ramp's Inspect system, hence our shorthand) \u2014 a cloud-native background coding agent platform on Cloudflare Workers and Modal."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
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   "url": "https://duocodetech.com/blog/agent-team-orchestration",
   "title": "THE AGENT TEAM PROBLEM: SEVEN OPEN-SOURCE APPROACHES TO ORCHESTRATING AI CODING AGENTS",
   "project": "Multica",
   "repository": "github.com/multica-ai/multica",
   "stars": "800",
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   "license": null,
   "project_evidence": [
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   ],
   "repository_evidence": [
    "Multica (github.com/multica-ai/multica, 800+ stars) \u2014 an AI-native project management tool (described as \"Linear, but with AI agents as first-class team members\") built in Go and Next.js with PostgreSQL."
   ],
   "stars_evidence": [
    "Multica (github.com/multica-ai/multica, 800+ stars) \u2014 an AI-native project management tool (described as \"Linear, but with AI agents as first-class team members\") built in Go and Next.js with PostgreSQL."
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   "description_evidence": null,
   "license_evidence": null
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   "url": "https://duocodetech.com/blog/agent-team-orchestration",
   "title": "THE AGENT TEAM PROBLEM: SEVEN OPEN-SOURCE APPROACHES TO ORCHESTRATING AI CODING AGENTS",
   "project": "codex-autorunner",
   "repository": "github.com/Git-on-my-level/codex-autorunner",
   "stars": "600",
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   ],
   "repository_evidence": [
    "codex-autorunner (github.com/Git-on-my-level/codex-autorunner, 600+ stars) \u2014 a meta-orchestrator that eliminates the \"agent babysitting problem\" via ticket-driven state machines."
   ],
   "stars_evidence": [
    "codex-autorunner (github.com/Git-on-my-level/codex-autorunner, 600+ stars) \u2014 a meta-orchestrator that eliminates the \"agent babysitting problem\" via ticket-driven state machines."
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   "description_evidence": null,
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   "url": "https://duocodetech.com/blog/agent-team-orchestration",
   "title": "THE AGENT TEAM PROBLEM: SEVEN OPEN-SOURCE APPROACHES TO ORCHESTRATING AI CODING AGENTS",
   "project": "OrbitDock",
   "repository": "github.com/Robdel12/OrbitDock",
   "stars": "87",
   "description": null,
   "license": null,
   "project_evidence": [
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   ],
   "repository_evidence": [
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   ],
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   ],
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://knowlee.ai/blog/top-agentic-ai-frameworks-compared-2026",
   "title": "Top 10 Agentic AI Frameworks Compared (2026)",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 Agentic AI Frameworks Compared (2026)",
    "This guide compares the ten frameworks that actually matter today, picked on real production usage (not GitHub stars), serious documentation, and a credible roadmap into 2027.",
    "### 1. LangGraph (LangChain)",
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   "url": "https://knowlee.ai/blog/top-agentic-ai-frameworks-compared-2026",
   "title": "Top 10 Agentic AI Frameworks Compared (2026)",
   "project": "CrewAI",
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   "stars": null,
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    "### 2. CrewAI",
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   "title": "Top 10 Agentic AI Frameworks Compared (2026)",
   "project": "AutoGen",
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   "stars": null,
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    "# Top 10 Agentic AI Frameworks Compared (2026)",
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    "### 3. Microsoft AutoGen",
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   "url": "https://knowlee.ai/blog/top-agentic-ai-frameworks-compared-2026",
   "title": "Top 10 Agentic AI Frameworks Compared (2026)",
   "project": "OpenAI Agents SDK",
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    "### 4. OpenAI Agents SDK",
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    "## Frameworks",
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   "repository_evidence": [
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    "## Frameworks",
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    "## Frameworks",
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    "## Frameworks",
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   "project_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [PraisonAI](https://github.com/MervinPraison/PraisonAI) - Production-ready Multi-AI Agents framework with self-reflection"
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   "repository_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [PraisonAI](https://github.com/MervinPraison/PraisonAI) - Production-ready Multi-AI Agents framework with self-reflection"
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    "## Frameworks",
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   "project": "Tambo",
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   "stars": "11064",
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   "project_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [Tambo](https://github.com/tambo-ai/tambo) - React framework for building AI-powered applications with generative UI and MCP support"
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   "repository_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [Tambo](https://github.com/tambo-ai/tambo) - React framework for building AI-powered applications with generative UI and MCP support"
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    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "11,064 stars \u00b7 552 forks \u00b7 56 contributors \u00b7 34 issues \u00b7 TypeScript \u00b7 MIT"
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   "project": "OpenAgents",
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   "stars": "1721",
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   "project_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [OpenAgents](https://github.com/openagents-org/openagents) - Open-source platform for building AI agent networks with multi-protocol communication and orchestration"
   ],
   "repository_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [OpenAgents](https://github.com/openagents-org/openagents) - Open-source platform for building AI agent networks with multi-protocol communication and orchestration"
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    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
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   "project": "Cordum",
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   "project_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [Cordum](https://github.com/cordum-io/cordum) - Safety-first agent orchestration platform with pre-dispatch policy evaluation and MCP server support"
   ],
   "repository_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [Cordum](https://github.com/cordum-io/cordum) - Safety-first agent orchestration platform with pre-dispatch policy evaluation and MCP server support"
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   "stars_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "464 stars \u00b7 18 forks \u00b7 4 contributors \u00b7 16 issues \u00b7 Go \u00b7 NOASSERTION"
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   "project": "AgentField",
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   "project_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [AgentField](https://github.com/Agent-Field/agentfield) - Open-source infrastructure for AI backends with cryptographic identity"
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   "repository_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [AgentField](https://github.com/Agent-Field/agentfield) - Open-source infrastructure for AI backends with cryptographic identity"
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   "stars_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "857 stars \u00b7 130 forks \u00b7 13 contributors \u00b7 36 issues \u00b7 Go \u00b7 Apache-2.0"
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   "project": "DeepAnalyze",
   "repository": "https://github.com/ruc-datalab/DeepAnalyze",
   "stars": "3767",
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   "project_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [DeepAnalyze](https://github.com/ruc-datalab/DeepAnalyze) - Agentic LLM for autonomous data science"
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   "repository_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [DeepAnalyze](https://github.com/ruc-datalab/DeepAnalyze) - Agentic LLM for autonomous data science"
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   "stars_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "3,767 stars \u00b7 543 forks \u00b7 12 contributors \u00b7 19 issues \u00b7 Python \u00b7 MIT"
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   "project": "agent-opt",
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   "license": null,
   "project_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [agent-opt](https://github.com/future-agi/agent-opt) - Open-source optimization engine for iterative prompt refinement and agent workflow performance"
   ],
   "repository_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [agent-opt](https://github.com/future-agi/agent-opt) - Open-source optimization engine for iterative prompt refinement and agent workflow performance"
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   "stars_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "51 stars \u00b7 3 forks \u00b7 3 contributors \u00b7 0 issues \u00b7 Python \u00b7 NOASSERTION"
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   "description_evidence": null,
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  },
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   "url": "https://github.com/keon/awesome-llm-agents",
   "title": "GitHub - keon/awesome-llm-agents: A curated list of awesome LLM agents frameworks.",
   "project": "Agent OS",
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   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [Agent OS](https://github.com/imran-siddique/agent-os) - Safety-first kernel for governing autonomous AI agents with POSIX-inspired primitives"
   ],
   "repository_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [Agent OS](https://github.com/imran-siddique/agent-os) - Safety-first kernel for governing autonomous AI agents with POSIX-inspired primitives"
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   "stars_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "67 stars \u00b7 20 forks \u00b7 14 contributors \u00b7 0 issues \u00b7 Python \u00b7 MIT"
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  {
   "url": "https://github.com/keon/awesome-llm-agents",
   "title": "GitHub - keon/awesome-llm-agents: A curated list of awesome LLM agents frameworks.",
   "project": "AgentMesh",
   "repository": "https://github.com/imran-siddique/agent-mesh",
   "stars": "15",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [AgentMesh](https://github.com/imran-siddique/agent-mesh) - Secure trust layer for multi-agent ecosystems with zero-trust governance"
   ],
   "repository_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [AgentMesh](https://github.com/imran-siddique/agent-mesh) - Secure trust layer for multi-agent ecosystems with zero-trust governance"
   ],
   "stars_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "15 stars \u00b7 5 forks \u00b7 4 contributors \u00b7 0 issues \u00b7 Python \u00b7 MIT"
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   "description_evidence": null,
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  },
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   "project": "Quorum",
   "repository": "https://github.com/Detrol/quorum-cli",
   "stars": "73",
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   "license": null,
   "project_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [Quorum](https://github.com/Detrol/quorum-cli) - Multi-agent AI discussion system for structured debates"
   ],
   "repository_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [Quorum](https://github.com/Detrol/quorum-cli) - Multi-agent AI discussion system for structured debates"
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   "stars_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "73 stars \u00b7 8 forks \u00b7 1 contributors \u00b7 0 issues \u00b7 Python \u00b7 NOASSERTION"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-llm-agents",
   "title": "GitHub - keon/awesome-llm-agents: A curated list of awesome LLM agents frameworks.",
   "project": "auto-co",
   "repository": "https://github.com/NikitaDmitrieff/auto-co-meta",
   "stars": "0",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [auto-co](https://github.com/NikitaDmitrieff/auto-co-meta) - Autonomous AI company OS with 14 specialized agents that run a startup end-to-end"
   ],
   "repository_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "- [auto-co](https://github.com/NikitaDmitrieff/auto-co-meta) - Autonomous AI company OS with 14 specialized agents that run a startup end-to-end"
   ],
   "stars_evidence": [
    "# Awesome LLM Agent Frameworks",
    "## Frameworks",
    "0 stars \u00b7 0 forks \u00b7 1 contributors \u00b7 0 issues \u00b7 Shell \u00b7 MIT"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aws.amazon.com/solutions/case-studies/dify-lambda-case-study?refid=ft_sns",
   "title": "Building a Scalable and Secure Plugin Platform for Generative AI Using AWS Lambda with Dify",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "100000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Building a Scalable and Secure Plugin Platform for Generative AI Using AWS Lambda with Dify",
    "Learn how Dify, a development platform for generative AI applications, uses AWS Lambda to scale its plugin runtime environment.",
    "Dify is an open-source platform for developing large language model applications."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Building a Scalable and Secure Plugin Platform for Generative AI Using AWS Lambda with Dify",
    "Learn how Dify, a development platform for generative AI applications, uses AWS Lambda to scale its plugin runtime environment.",
    "Dify is available as a software-as-a-service (SaaS) platform on AWS and as a self-deployable platform for enterprises and individual users, and it has more than 100,000 GitHub Stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh",
   "title": "harnesses.sh \u2014 the agent harness directory",
   "project": "OpenClaw",
   "repository": null,
   "stars": "382000",
   "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"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Cygra/star-list",
   "title": "GitHub - Cygra/star-list: Render all my starred repos in README.md. Auto-sync every 7 days, based on Github Actions.",
   "project": "AgentScope",
   "repository": "https://github.com/agentscope-ai/agentscope",
   "stars": "28949",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All repos starred by Cygra",
    "## The whole list:",
    "- [agentscope-ai/agentscope](https://github.com/agentscope-ai/agentscope)"
   ],
   "repository_evidence": [
    "# All repos starred by Cygra",
    "## The whole list:",
    "- [agentscope-ai/agentscope](https://github.com/agentscope-ai/agentscope)"
   ],
   "stars_evidence": [
    "# All repos starred by Cygra",
    "## The whole list:",
    "- [agentscope-ai/agentscope](https://github.com/agentscope-ai/agentscope)",
    "  - \u2b50: 28,949"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Cygra/star-list",
   "title": "GitHub - Cygra/star-list: Render all my starred repos in README.md. Auto-sync every 7 days, based on Github Actions.",
   "project": "Eko",
   "repository": "https://github.com/FellouAI/eko",
   "stars": "4949",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All repos starred by Cygra",
    "## The whole list:",
    "- [FellouAI/eko](https://github.com/FellouAI/eko)"
   ],
   "repository_evidence": [
    "# All repos starred by Cygra",
    "## The whole list:",
    "- [FellouAI/eko](https://github.com/FellouAI/eko)"
   ],
   "stars_evidence": [
    "# All repos starred by Cygra",
    "## The whole list:",
    "- [FellouAI/eko](https://github.com/FellouAI/eko)",
    "  - \u2b50: 4,949"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alexbevi%2Fawesome-agent-frameworks?topic=claude-code",
   "title": "awesome-agent-frameworks | Ecosyste.ms: Awesome",
   "project": "AX (Agent Executor)",
   "repository": "https://github.com/google/ax",
   "stars": 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.",
    "[https://github.com/alexbevi/awesome-agent-frameworks](https://github.com/alexbevi/awesome-agent-frameworks)",
    "- ## 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alexbevi%2Fawesome-agent-frameworks?topic=claude-code",
   "title": "awesome-agent-frameworks | Ecosyste.ms: Awesome",
   "project": "HelixDB",
   "repository": "https://github.com/HelixDB/helix-db",
   "stars": 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.",
    "[https://github.com/alexbevi/awesome-agent-frameworks](https://github.com/alexbevi/awesome-agent-frameworks)",
    "- ## 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alexbevi%2Fawesome-agent-frameworks?topic=claude-code",
   "title": "awesome-agent-frameworks | Ecosyste.ms: Awesome",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": 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.",
    "[https://github.com/alexbevi/awesome-agent-frameworks](https://github.com/alexbevi/awesome-agent-frameworks)",
    "- ## 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."
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   "project_evidence": [
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    "Comparison Table for Top Open Source CLI Coding Agents",
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    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
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    "### Comparison Table for Top Open Source CLI Coding Agents",
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    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
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   ],
   "repository_evidence": [
    "3. **Top open source CLI agents in 2026 (by GitHub stars)**:",
    "  - [OpenAI Codex CLI](https://github.com/openai/codex) (~85k) - open source (Apache-2.0), tuned for OpenAI models, sandboxed"
   ],
   "stars_evidence": [
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "title": "Best Open Source CLI Coding Agents in 2026",
   "project": "OpenHands",
   "repository": "https://github.com/OpenHands/OpenHands",
   "stars": "75000",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "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)**:",
    "  - [OpenHands](https://github.com/OpenHands/OpenHands) (~75k) - autonomous, sandboxed, runs headless in CI"
   ],
   "stars_evidence": [
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "title": "Best Open Source CLI Coding Agents in 2026",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": "62000",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "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)**:",
    "  - [Cline](https://github.com/cline/cline) (~62k) - model-agnostic across IDE, CLI, and SDK"
   ],
   "stars_evidence": [
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "title": "Best Open Source CLI Coding Agents in 2026",
   "project": "Pi",
   "repository": "https://github.com/earendil-works/pi",
   "stars": "54000",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "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": [
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "title": "Best Open Source CLI Coding Agents in 2026",
   "project": "Goose",
   "repository": "https://github.com/aaif-goose/goose",
   "stars": "46000",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "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)**:",
    "  - [Goose](https://github.com/aaif-goose/goose) (~46k) - general MCP agent, now under the Linux Foundation"
   ],
   "stars_evidence": [
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "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) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "title": "Best Open Source CLI Coding Agents in 2026",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": "45000",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "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)**:",
    "  - [Aider](https://github.com/Aider-AI/aider) (~45k) - Git-native pair programming"
   ],
   "stars_evidence": [
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "title": "Best Open Source CLI Coding Agents in 2026",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": "33000",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "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": [
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "title": "Best Open Source CLI Coding Agents in 2026",
   "project": "Qwen Code",
   "repository": "https://github.com/QwenLM/qwen-code",
   "stars": "25000",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "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": [
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "title": "Best Open Source CLI Coding Agents in 2026",
   "project": "Crush",
   "repository": "https://github.com/charmbracelet/crush",
   "stars": "25000",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "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": [
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-ai-agent-orchestration-platforms-2026",
   "title": "Best AI Agent Orchestration Platforms in 2026: 5 Compared",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Research",
    "TL;DR: Best agent orchestration platform per use case",
    "| 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": [
    "Research",
    "TL;DR: Best agent orchestration platform per use case",
    "| 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-ai-agent-orchestration-platforms-2026",
   "title": "Best AI Agent Orchestration Platforms in 2026: 5 Compared",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Research",
    "TL;DR: Best agent orchestration platform per use case",
    "| 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": [
    "Research",
    "TL;DR: Best agent orchestration platform per use case",
    "| 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-ai-agent-orchestration-platforms-2026",
   "title": "Best AI Agent Orchestration Platforms in 2026: 5 Compared",
   "project": "Temporal",
   "repository": "https://github.com/temporalio/temporal",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Research",
    "TL;DR: Best agent orchestration platform per use case",
    "| 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": [
    "Research",
    "TL;DR: Best agent orchestration platform per use case",
    "| 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-ai-agent-orchestration-platforms-2026",
   "title": "Best AI Agent Orchestration Platforms in 2026: 5 Compared",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "30000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Research",
    "TL;DR: Best agent orchestration platform per use case",
    "| 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": [
    "Research",
    "TL;DR: Best agent orchestration platform per use case",
    "| 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": [
    "Research",
    "## 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. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-ai-agent-orchestration-platforms-2026",
   "title": "Best AI Agent Orchestration Platforms in 2026: 5 Compared",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Research",
    "TL;DR: Best agent orchestration platform per use case",
    "| 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": [
    "Research",
    "TL;DR: Best agent orchestration platform per use case",
    "| 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.11548v1",
   "title": "SemaClaw: A Step Towards General-Purpose Personal AI Agents through Harness Engineering",
   "project": "SemaClaw",
   "repository": "https://github.com/midea-ai/SemaClaw",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SemaClaw: A Step Towards General-Purpose Personal AI Agents through Harness Engineering",
    "We present SemaClaw, an open-source multi-agent application framework that addresses these shifts by taking a step towards general-purpose personal AI agents through harness engineering."
   ],
   "repository_evidence": [
    "GitHub: [https://github.com/midea-ai/SemaClaw](https://github.com/midea-ai/SemaClaw)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gappsy.com/compare/dify-vs-flowise-vs-langflow",
   "title": "Dify vs Flowise vs Langflow",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Dify vs Flowise vs Langflow",
    "Dify, Flowise, and Langflow all let teams visually build LLM applications, RAG pipelines, and multi-agent workflows instead of writing orchestration code by\u2026",
    "Are these tools really free to self-host?",
    "Yes, all three publish an open-source core that can be self-hosted at no license cost: Dify under its own Dify Open Source License (with some multi-tenant SaaS resale restrictions), Flowise under Apache 2.0, and Langflow under MIT."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gappsy.com/compare/dify-vs-flowise-vs-langflow",
   "title": "Dify vs Flowise vs Langflow",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Dify vs Flowise vs Langflow",
    "Dify, Flowise, and Langflow all let teams visually build LLM applications, RAG pipelines, and multi-agent workflows instead of writing orchestration code by\u2026",
    "Are these tools really free to self-host?",
    "Yes, all three publish an open-source core that can be self-hosted at no license cost: Dify under its own Dify Open Source License (with some multi-tenant SaaS resale restrictions), Flowise under Apache 2.0, and Langflow under MIT."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gappsy.com/compare/dify-vs-flowise-vs-langflow",
   "title": "Dify vs Flowise vs Langflow",
   "project": "Langflow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Dify vs Flowise vs Langflow",
    "Dify, Flowise, and Langflow all let teams visually build LLM applications, RAG pipelines, and multi-agent workflows instead of writing orchestration code by\u2026",
    "Are these tools really free to self-host?",
    "Yes, all three publish an open-source core that can be self-hosted at no license cost: Dify under its own Dify Open Source License (with some multi-tenant SaaS resale restrictions), Flowise under Apache 2.0, and Langflow under MIT."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "openclaw/openclaw",
   "repository": "/repo/openclaw/openclaw",
   "stars": "373300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "openclaw/openclaw"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/openclaw/openclaw"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "373.3k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "tensorflow/tensorflow",
   "repository": "/repo/tensorflow/tensorflow",
   "stars": "195200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "tensorflow/tensorflow"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/tensorflow/tensorflow"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "195.2k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "n8n-io/n8n",
   "repository": "/repo/n8n-io/n8n",
   "stars": "188800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "n8n-io/n8n"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/n8n-io/n8n"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "188.8k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "affaan-m/ECC",
   "repository": "/repo/affaan-m/ECC",
   "stars": "187300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "affaan-m/ECC"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/affaan-m/ECC"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "187.3k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "affaan-m/everything-claude-code",
   "repository": "/repo/affaan-m/everything-claude-code",
   "stars": "187200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "affaan-m/everything-claude-code"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/affaan-m/everything-claude-code"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "187.2k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "Significant-Gravitas/AutoGPT",
   "repository": "/repo/Significant-Gravitas/AutoGPT",
   "stars": "184400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### Significant-Gravitas/AutoGPT"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/Significant-Gravitas/AutoGPT"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "184.4k 46.2k -1/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "ollama/ollama",
   "repository": "/repo/ollama/ollama",
   "stars": "171800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### ollama/ollama"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/ollama/ollama"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "171.8k 16.2k +11/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "AUTOMATIC1111/stable-diffusion-webui",
   "repository": "/repo/AUTOMATIC1111/stable-diffusion-webui",
   "stars": "163200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### AUTOMATIC1111/stable-diffusion-webui"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/AUTOMATIC1111/stable-diffusion-webui"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "163.2k 30.4k +3/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "f/prompts.chat",
   "repository": "/repo/f/prompts.chat",
   "stars": "162500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### f/prompts.chat"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/f/prompts.chat"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "162.5k 21.2k +5/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "huggingface/transformers",
   "repository": "/repo/huggingface/transformers",
   "stars": "160800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### huggingface/transformers"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/huggingface/transformers"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "160.8k 33.3k +3/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "NousResearch/hermes-agent",
   "repository": "/repo/NousResearch/hermes-agent",
   "stars": "158200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### NousResearch/hermes-agent"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/NousResearch/hermes-agent"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "158.2k 25.6k +201/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "langflow-ai/langflow",
   "repository": "/repo/langflow-ai/langflow",
   "stars": "148500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### langflow-ai/langflow"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/langflow-ai/langflow"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "148.5k 9.1k +2/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "langgenius/dify",
   "repository": "/repo/langgenius/dify",
   "stars": "141900",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### langgenius/dify"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/langgenius/dify"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "141.9k 22.3k +34/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "multica-ai/andrej-karpathy-skills",
   "repository": "/repo/multica-ai/andrej-karpathy-skills",
   "stars": "138200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### multica-ai/andrej-karpathy-skills"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/multica-ai/andrej-karpathy-skills"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "138.2k 14.2k +146/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "forrestchang/andrej-karpathy-skills",
   "repository": "/repo/forrestchang/andrej-karpathy-skills",
   "stars": "138100",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### forrestchang/andrej-karpathy-skills"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/forrestchang/andrej-karpathy-skills"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "138.1k 14.2k +0/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "x1xhlol/system-prompts-and-models-of-ai-tools",
   "repository": "/repo/x1xhlol/system-prompts-and-models-of-ai-tools",
   "stars": "137900",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### x1xhlol/system-prompts-and-models-of-ai-tools"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/x1xhlol/system-prompts-and-models-of-ai-tools"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "137.9k 34.4k +20/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "open-webui/open-webui",
   "repository": "/repo/open-webui/open-webui",
   "stars": "137800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### open-webui/open-webui"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/open-webui/open-webui"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "137.8k 19.7k +18/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "langchain-ai/langchain",
   "repository": "/repo/langchain-ai/langchain",
   "stars": "137200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### langchain-ai/langchain"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/langchain-ai/langchain"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "137.2k 22.7k +11/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "firecrawl/firecrawl",
   "repository": "/repo/firecrawl/firecrawl",
   "stars": "122000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### firecrawl/firecrawl"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/firecrawl/firecrawl"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "122.0k 7.4k +45/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "Comfy-Org/ComfyUI",
   "repository": "/repo/Comfy-Org/ComfyUI",
   "stars": "113600",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### Comfy-Org/ComfyUI"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/Comfy-Org/ComfyUI"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "113.6k 13.3k +21/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "ggml-org/llama.cpp",
   "repository": "/repo/ggml-org/llama.cpp",
   "stars": "111500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### ggml-org/llama.cpp"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/ggml-org/llama.cpp"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "111.5k 18.4k +17/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "Shubhamsaboo/awesome-llm-apps",
   "repository": "/repo/Shubhamsaboo/awesome-llm-apps",
   "stars": "111100",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### Shubhamsaboo/awesome-llm-apps"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/Shubhamsaboo/awesome-llm-apps"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "111.1k 16.5k +11/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "microsoft/generative-ai-for-beginners",
   "repository": "/repo/microsoft/generative-ai-for-beginners",
   "stars": "111100",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### microsoft/generative-ai-for-beginners"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/microsoft/generative-ai-for-beginners"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "111.1k 59.6k +14/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "google-gemini/gemini-cli",
   "repository": "/repo/google-gemini/gemini-cli",
   "stars": "104300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### google-gemini/gemini-cli"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/google-gemini/gemini-cli"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "104.3k 13.7k +6/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "github/spec-kit",
   "repository": "/repo/github/spec-kit",
   "stars": "103400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### github/spec-kit"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/github/spec-kit"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "103.4k 9.1k +128/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "supabase/supabase",
   "repository": "/repo/supabase/supabase",
   "stars": "102700",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### supabase/supabase"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/supabase/supabase"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "102.7k 12.5k +12/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "pytorch/pytorch",
   "repository": "/repo/pytorch/pytorch",
   "stars": "100000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### pytorch/pytorch"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/pytorch/pytorch"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "100.0k 27.8k +2/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "rasbt/LLMs-from-scratch",
   "repository": "/repo/rasbt/LLMs-from-scratch",
   "stars": "95200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### rasbt/LLMs-from-scratch"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/rasbt/LLMs-from-scratch"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "95.2k 14.6k +9/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "browser-use/browser-use",
   "repository": "/repo/browser-use/browser-use",
   "stars": "94700",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### browser-use/browser-use"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/browser-use/browser-use"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "94.7k 10.7k +43/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "hacksider/Deep-Live-Cam",
   "repository": "/repo/hacksider/Deep-Live-Cam",
   "stars": "93200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### hacksider/Deep-Live-Cam"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/hacksider/Deep-Live-Cam"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "93.2k 13.6k +5/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "opencv/opencv",
   "repository": "/repo/opencv/opencv",
   "stars": "87600",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### opencv/opencv"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/opencv/opencv"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "87.6k 56.6k +6/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "punkpeye/awesome-mcp-servers",
   "repository": "/repo/punkpeye/awesome-mcp-servers",
   "stars": "87200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### punkpeye/awesome-mcp-servers"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/punkpeye/awesome-mcp-servers"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "87.2k 10.4k +6/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "microsoft/ML-For-Beginners",
   "repository": "/repo/microsoft/ML-For-Beginners",
   "stars": "85900",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### microsoft/ML-For-Beginners"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/microsoft/ML-For-Beginners"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "85.9k 20.8k +2/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "karpathy/autoresearch",
   "repository": "/repo/karpathy/autoresearch",
   "stars": "82000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### karpathy/autoresearch"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/karpathy/autoresearch"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "82.0k 11.9k +29/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "Developer-Y/cs-video-courses",
   "repository": "/repo/Developer-Y/cs-video-courses",
   "stars": "81500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### Developer-Y/cs-video-courses"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/Developer-Y/cs-video-courses"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "81.5k 11.3k +4/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "infiniflow/ragflow",
   "repository": "/repo/infiniflow/ragflow",
   "stars": "80800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### infiniflow/ragflow"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/infiniflow/ragflow"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "80.8k 9.3k +9/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "fighting41love/funNLP",
   "repository": "/repo/fighting41love/funNLP",
   "stars": "80800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### fighting41love/funNLP"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/fighting41love/funNLP"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "80.8k 15.2k +4/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "vllm-project/vllm",
   "repository": "/repo/vllm-project/vllm",
   "stars": "80500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### vllm-project/vllm"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/vllm-project/vllm"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "80.5k 17.0k +5/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "mlabonne/llm-course",
   "repository": "/repo/mlabonne/llm-course",
   "stars": "79500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### mlabonne/llm-course"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/mlabonne/llm-course"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "79.5k 9.2k +2/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "netdata/netdata",
   "repository": "/repo/netdata/netdata",
   "stars": "78900",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### netdata/netdata"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/netdata/netdata"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "78.9k 6.4k +5/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "PaddlePaddle/PaddleOCR",
   "repository": "/repo/PaddlePaddle/PaddleOCR",
   "stars": "78200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### PaddlePaddle/PaddleOCR"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/PaddlePaddle/PaddleOCR"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "78.2k 10.5k +11/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "d2l-ai/d2l-zh",
   "repository": "/repo/d2l-ai/d2l-zh",
   "stars": "77900",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### d2l-ai/d2l-zh"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/d2l-ai/d2l-zh"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "77.9k 12.3k +3/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "TauricResearch/TradingAgents",
   "repository": "/repo/TauricResearch/TradingAgents",
   "stars": "77400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### TauricResearch/TradingAgents"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/TauricResearch/TradingAgents"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "77.4k 15.1k +53/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "lobehub/lobehub",
   "repository": "/repo/lobehub/lobehub",
   "stars": "77400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### lobehub/lobehub"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/lobehub/lobehub"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "77.4k 15.2k +14/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "nomic-ai/gpt4all",
   "repository": "/repo/nomic-ai/gpt4all",
   "stars": "77400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### nomic-ai/gpt4all"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/nomic-ai/gpt4all"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "77.4k 8.3k +0/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "thedotmack/claude-mem",
   "repository": "/repo/thedotmack/claude-mem",
   "stars": "76900",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### thedotmack/claude-mem"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/thedotmack/claude-mem"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "76.9k 6.6k +34/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "dair-ai/Prompt-Engineering-Guide",
   "repository": "/repo/dair-ai/Prompt-Engineering-Guide",
   "stars": "74800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### dair-ai/Prompt-Engineering-Guide"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/dair-ai/Prompt-Engineering-Guide"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "74.8k 8.1k +8/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "OpenHands/OpenHands",
   "repository": "/repo/OpenHands/OpenHands",
   "stars": "74200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### OpenHands/OpenHands"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/OpenHands/OpenHands"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "74.2k 9.4k +14/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "tesseract-ocr/tesseract",
   "repository": "/repo/tesseract-ocr/tesseract",
   "stars": "74200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### tesseract-ocr/tesseract"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/tesseract-ocr/tesseract"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "74.2k 10.6k +1/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "CompVis/stable-diffusion",
   "repository": "/repo/CompVis/stable-diffusion",
   "stars": "73000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### CompVis/stable-diffusion"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/CompVis/stable-diffusion"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "73.0k 10.6k +0/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "josephmisiti/awesome-machine-learning",
   "repository": "/repo/josephmisiti/awesome-machine-learning",
   "stars": "72500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### josephmisiti/awesome-machine-learning"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/josephmisiti/awesome-machine-learning"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "72.5k 15.5k +0/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "daytonaio/daytona",
   "repository": "/repo/daytonaio/daytona",
   "stars": "72500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### daytonaio/daytona"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/daytonaio/daytona"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "72.5k 5.6k +2/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "hiyouga/LlamaFactory",
   "repository": "/repo/hiyouga/LlamaFactory",
   "stars": "71400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### hiyouga/LlamaFactory"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/hiyouga/LlamaFactory"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "71.4k 8.7k +7/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "binhnguyennus/awesome-scalability",
   "repository": "/repo/binhnguyennus/awesome-scalability",
   "stars": "71100",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### binhnguyennus/awesome-scalability"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/binhnguyennus/awesome-scalability"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "71.1k 7.0k +3/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "binary-husky/gpt_academic",
   "repository": "/repo/binary-husky/gpt_academic",
   "stars": "70700",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### binary-husky/gpt_academic"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/binary-husky/gpt_academic"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "70.7k 8.4k +0/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "bytedance/deer-flow",
   "repository": "/repo/bytedance/deer-flow",
   "stars": "68700",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### bytedance/deer-flow"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/bytedance/deer-flow"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "68.7k 9.2k +18/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "FoundationAgents/MetaGPT",
   "repository": "/repo/FoundationAgents/MetaGPT",
   "stars": "68100",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### FoundationAgents/MetaGPT"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/FoundationAgents/MetaGPT"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "68.1k 8.7k +10/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "OpenBB-finance/OpenBB",
   "repository": "/repo/OpenBB-finance/OpenBB",
   "stars": "67800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### OpenBB-finance/OpenBB"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/OpenBB-finance/OpenBB"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "67.8k 6.8k +5/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "labmlai/annotated_deep_learning_paper_implementations",
   "repository": "/repo/labmlai/annotated_deep_learning_paper_implementations",
   "stars": "66800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### labmlai/annotated_deep_learning_paper_implementations"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/labmlai/annotated_deep_learning_paper_implementations"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "66.8k 6.7k +1/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "xtekky/gpt4free",
   "repository": "/repo/xtekky/gpt4free",
   "stars": "66300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### xtekky/gpt4free"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/xtekky/gpt4free"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "66.3k 13.6k +0/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "scikit-learn/scikit-learn",
   "repository": "/repo/scikit-learn/scikit-learn",
   "stars": "66100",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### scikit-learn/scikit-learn"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/scikit-learn/scikit-learn"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "66.1k 27.0k +2/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "unclecode/crawl4ai",
   "repository": "/repo/unclecode/crawl4ai",
   "stars": "65900",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### unclecode/crawl4ai"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/unclecode/crawl4ai"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "65.9k 6.7k +4/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "unslothai/unsloth",
   "repository": "/repo/unslothai/unsloth",
   "stars": "64700",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### unslothai/unsloth"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/unslothai/unsloth"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "64.7k 5.7k +13/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "microsoft/ai-agents-for-beginners",
   "repository": "/repo/microsoft/ai-agents-for-beginners",
   "stars": "64400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### microsoft/ai-agents-for-beginners"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/microsoft/ai-agents-for-beginners"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "64.4k 21.3k +0/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "keras-team/keras",
   "repository": "/repo/keras-team/keras",
   "stars": "64100",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### keras-team/keras"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/keras-team/keras"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "64.1k 19.8k +0/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "opendatalab/MinerU",
   "repository": "/repo/opendatalab/MinerU",
   "stars": "63900",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### opendatalab/MinerU"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/opendatalab/MinerU"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "63.9k 5.4k +13/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "pathwaycom/pathway",
   "repository": "/repo/pathwaycom/pathway",
   "stars": "63300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### pathwaycom/pathway"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/pathwaycom/pathway"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "63.3k 1.7k +0/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "JuliusBrussee/caveman",
   "repository": "/repo/JuliusBrussee/caveman",
   "stars": "62400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### JuliusBrussee/caveman"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/JuliusBrussee/caveman"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "62.4k 3.5k +60/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "shareAI-lab/learn-claude-code",
   "repository": "/repo/shareAI-lab/learn-claude-code",
   "stars": "61400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### shareAI-lab/learn-claude-code"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/shareAI-lab/learn-claude-code"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "61.4k 10.0k +42/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "Mintplex-Labs/anything-llm",
   "repository": "/repo/Mintplex-Labs/anything-llm",
   "stars": "60300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### Mintplex-Labs/anything-llm"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/Mintplex-Labs/anything-llm"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "60.3k 6.5k +9/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "docling-project/docling",
   "repository": "/repo/docling-project/docling",
   "stars": "60000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### docling-project/docling"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/docling-project/docling"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "60.0k 4.2k +7/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "CorentinJ/Real-Time-Voice-Cloning",
   "repository": "/repo/CorentinJ/Real-Time-Voice-Cloning",
   "stars": "59800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### CorentinJ/Real-Time-Voice-Cloning"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/CorentinJ/Real-Time-Voice-Cloning"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "59.8k 9.4k +0/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "pathwaycom/llm-app",
   "repository": "/repo/pathwaycom/llm-app",
   "stars": "59700",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### pathwaycom/llm-app"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/pathwaycom/llm-app"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "59.7k 1.4k +0/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "warpdotdev/Warp",
   "repository": "/repo/warpdotdev/Warp",
   "stars": "59200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### warpdotdev/Warp"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/warpdotdev/Warp"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "59.2k 4.6k +0/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "code-yeongyu/oh-my-openagent",
   "repository": "/repo/code-yeongyu/oh-my-openagent",
   "stars": "58600",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### code-yeongyu/oh-my-openagent"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/code-yeongyu/oh-my-openagent"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "58.6k 4.8k +20/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "karpathy/nanoGPT",
   "repository": "/repo/karpathy/nanoGPT",
   "stars": "58400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### karpathy/nanoGPT"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/karpathy/nanoGPT"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "58.4k 10.0k +16/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "microsoft/autogen",
   "repository": "/repo/microsoft/autogen",
   "stars": "58200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### microsoft/autogen"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/microsoft/autogen"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "58.2k 8.8k +2/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "sansan0/TrendRadar",
   "repository": "/repo/sansan0/TrendRadar",
   "stars": "57900",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### sansan0/TrendRadar"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/sansan0/TrendRadar"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "57.9k 24.3k +12/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "meilisearch/meilisearch",
   "repository": "/repo/meilisearch/meilisearch",
   "stars": "57600",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### meilisearch/meilisearch"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/meilisearch/meilisearch"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "57.6k 2.6k +1/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "harry0703/MoneyPrinterTurbo",
   "repository": "/repo/harry0703/MoneyPrinterTurbo",
   "stars": "57400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### harry0703/MoneyPrinterTurbo"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/harry0703/MoneyPrinterTurbo"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "57.4k 8.3k +3/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "ultralytics/yolov5",
   "repository": "/repo/ultralytics/yolov5",
   "stars": "57400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### ultralytics/yolov5"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/ultralytics/yolov5"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "57.4k 17.5k +0/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "ultralytics/ultralytics",
   "repository": "/repo/ultralytics/ultralytics",
   "stars": "57300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### ultralytics/ultralytics"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/ultralytics/ultralytics"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "57.3k 11.0k +10/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "zylon-ai/private-gpt",
   "repository": "/repo/zylon-ai/private-gpt",
   "stars": "57200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### zylon-ai/private-gpt"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/zylon-ai/private-gpt"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "57.2k 7.6k +0/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "ageitgey/face_recognition",
   "repository": "/repo/ageitgey/face_recognition",
   "stars": "56400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### ageitgey/face_recognition"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/ageitgey/face_recognition"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "56.4k 13.7k -1/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "mem0ai/mem0",
   "repository": "/repo/mem0ai/mem0",
   "stars": "56200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### mem0ai/mem0"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/mem0ai/mem0"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "56.2k 6.4k +13/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "upstash/context7",
   "repository": "/repo/upstash/context7",
   "stars": "55700",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### upstash/context7"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/upstash/context7"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "55.7k 2.6k +14/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "deepfakes/faceswap",
   "repository": "/repo/deepfakes/faceswap",
   "stars": "55200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### deepfakes/faceswap"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/deepfakes/faceswap"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "55.2k 13.4k +0/wk"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "AntonOsika/gpt-engineer",
   "repository": "/repo/AntonOsika/gpt-engineer",
   "stars": "55200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### AntonOsika/gpt-engineer"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/AntonOsika/gpt-engineer"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "55.2k 7.4k +0/wk"
   ],
   "description_evidence": null,
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   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "koala73/worldmonitor",
   "repository": "/repo/koala73/worldmonitor",
   "stars": "54500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### koala73/worldmonitor"
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   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/koala73/worldmonitor"
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   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
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   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
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   "repository": "/repo/lencx/ChatGPT",
   "stars": "54400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### lencx/ChatGPT"
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    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/lencx/ChatGPT"
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    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
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   "url": "https://aisignal.dev/leaderboard",
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   "project": "shanraisshan/claude-code-best-practice",
   "repository": "/repo/shanraisshan/claude-code-best-practice",
   "stars": "53900",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### shanraisshan/claude-code-best-practice"
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   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/shanraisshan/claude-code-best-practice"
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   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "53.9k 5.4k +8/wk"
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  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
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   "repository": "/repo/ruvnet/ruflo",
   "stars": "53300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### ruvnet/ruflo"
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   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/ruvnet/ruflo"
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   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "53.3k 6.0k +42/wk"
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  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "FlowiseAI/Flowise",
   "repository": "/repo/FlowiseAI/Flowise",
   "stars": "52900",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### FlowiseAI/Flowise"
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   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/FlowiseAI/Flowise"
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   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "52.9k 24.4k +7/wk"
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  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "MemPalace/mempalace",
   "repository": "/repo/MemPalace/mempalace",
   "stars": "52500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### MemPalace/mempalace"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/MemPalace/mempalace"
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   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "52.5k 6.9k +7/wk"
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   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "milla-jovovich/mempalace",
   "repository": "/repo/milla-jovovich/mempalace",
   "stars": "52500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### milla-jovovich/mempalace"
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   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/milla-jovovich/mempalace"
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   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "52.5k 6.9k +46/wk"
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   "description_evidence": null,
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  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
   "project": "earendil-works/pi",
   "repository": "/repo/earendil-works/pi",
   "stars": "51800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### earendil-works/pi"
   ],
   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/earendil-works/pi"
   ],
   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "51.8k 6.2k +44/wk"
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   "description_evidence": null,
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  {
   "url": "https://aisignal.dev/leaderboard",
   "title": "AI Leaderboard \u2014 All-Time Most Starred AI Repos | AISignal",
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   "repository": "/repo/crewAIInc/crewAI",
   "stars": "51700",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### crewAIInc/crewAI"
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    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/crewAIInc/crewAI"
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   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
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   "url": "https://aisignal.dev/leaderboard",
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   "stars": "51700",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### earendil-works/pi-mono"
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   "repository_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/earendil-works/pi-mono"
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   "stars_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
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   "url": "https://aisignal.dev/leaderboard",
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   "stars": "51700",
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   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### badlogic/pi-mono"
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    "The most starred AI/ML repositories on GitHub",
    "/repo/badlogic/pi-mono"
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   "stars": "51500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "### datawhalechina/hello-agents"
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    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
    "/repo/datawhalechina/hello-agents"
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    "# All-Time Leaderboard",
    "The most starred AI/ML repositories on GitHub",
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   "url": "https://fungies.io/ai-agent-frameworks-comparison-2026-langchain-crewai-autogen",
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   "project_evidence": [
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    "### LangGraph: When You Need Control",
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   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "I\u2019ve spent the last three months building production systems with LangGraph, CrewAI, AutoGen, and the newer SDKs from OpenAI and Anthropic.",
    "### CrewAI: The Intuitive Choice",
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   "project_evidence": [
    "I\u2019ve spent the last three months building production systems with LangGraph, CrewAI, AutoGen, and the newer SDKs from OpenAI and Anthropic.",
    "### AutoGen: Microsoft\u2019s Multi-Agent Powerhouse",
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   "project_evidence": [
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   "project_evidence": [
    "# Awesome Agent Cortex",
    "## Agent Frameworks",
    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [AG2](https://github.com/ag2ai/ag2) - Open-source AgentOS for building multi-agent systems (evolved from AutoGen)."
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   "repository_evidence": [
    "# Awesome Agent Cortex",
    "## Agent Frameworks",
    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [AG2](https://github.com/ag2ai/ag2) - Open-source AgentOS for building multi-agent systems (evolved from AutoGen)."
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   "project_evidence": [
    "# Awesome Agent Cortex",
    "## Agent Frameworks",
    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [Agno](https://github.com/agno-agi/agno) - Framework for building and running agentic software at scale."
   ],
   "repository_evidence": [
    "# Awesome Agent Cortex",
    "## Agent Frameworks",
    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [Agno](https://github.com/agno-agi/agno) - Framework for building and running agentic software at scale."
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   "repository": "https://github.com/microsoft/autogen",
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   "project_evidence": [
    "# Awesome Agent Cortex",
    "## Agent Frameworks",
    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [AutoGen](https://github.com/microsoft/autogen) - Multi-agent conversation framework from Microsoft Research."
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   "repository_evidence": [
    "# Awesome Agent Cortex",
    "## Agent Frameworks",
    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [AutoGen](https://github.com/microsoft/autogen) - Multi-agent conversation framework from Microsoft Research."
   ],
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   "license_evidence": null
  },
  {
   "url": "https://github.com/0xNyk/awesome-agent-cortex",
   "title": "GitHub - 0xNyk/awesome-agent-cortex: Curated map of AI agent frameworks, protocols, runtimes, skills, memory, identity, security, evaluation, and commerce.",
   "project": "Claude Agent SDK",
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   "project_evidence": [
    "# Awesome Agent Cortex",
    "## Agent Frameworks",
    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [Claude Agent SDK](https://github.com/anthropics/claude-agent-sdk-python) - Official Python SDK for building agents on the Claude Code runtime."
   ],
   "repository_evidence": [
    "# Awesome Agent Cortex",
    "## Agent Frameworks",
    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [Claude Agent SDK](https://github.com/anthropics/claude-agent-sdk-python) - Official Python SDK for building agents on the Claude Code runtime."
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   "project_evidence": [
    "# Awesome Agent Cortex",
    "## Agent Frameworks",
    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [CrewAI](https://github.com/crewAIInc/crewAI) - Role-based multi-agent orchestration framework."
   ],
   "repository_evidence": [
    "# Awesome Agent Cortex",
    "## Agent Frameworks",
    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [CrewAI](https://github.com/crewAIInc/crewAI) - Role-based multi-agent orchestration framework."
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   "project_evidence": [
    "# Awesome Agent Cortex",
    "## Agent Frameworks",
    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [ElizaOS](https://github.com/elizaOS/eliza) - Multi-agent simulation framework for autonomous characters."
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   "repository_evidence": [
    "# Awesome Agent Cortex",
    "## Agent Frameworks",
    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [ElizaOS](https://github.com/elizaOS/eliza) - Multi-agent simulation framework for autonomous characters."
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   "title": "GitHub - 0xNyk/awesome-agent-cortex: Curated map of AI agent frameworks, protocols, runtimes, skills, memory, identity, security, evaluation, and commerce.",
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   "project_evidence": [
    "# Awesome Agent Cortex",
    "## Agent Frameworks",
    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [fractal](https://github.com/plasma-ai/fractal) - Runs supported coding-agent CLIs as a recursive hierarchy with per-node Git worktrees, configurable limits, persistent run state, and a live terminal UI."
   ],
   "repository_evidence": [
    "# Awesome Agent Cortex",
    "## Agent Frameworks",
    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [fractal](https://github.com/plasma-ai/fractal) - Runs supported coding-agent CLIs as a recursive hierarchy with per-node Git worktrees, configurable limits, persistent run state, and a live terminal UI."
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    "# Awesome Agent Cortex",
    "## Agent Frameworks",
    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [Google ADK](https://github.com/google/adk-python) - Agent Development Kit for building agents with Gemini."
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   "repository_evidence": [
    "# Awesome Agent Cortex",
    "## Agent Frameworks",
    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [Google ADK](https://github.com/google/adk-python) - Agent Development Kit for building agents with Gemini."
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   "project_evidence": [
    "# Awesome Agent Cortex",
    "## Agent Frameworks",
    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [Haystack](https://github.com/deepset-ai/haystack) - LLM orchestration framework for building search and RAG pipelines."
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   "repository_evidence": [
    "# Awesome Agent Cortex",
    "## Agent Frameworks",
    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [Haystack](https://github.com/deepset-ai/haystack) - LLM orchestration framework for building search and RAG pipelines."
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   "project_evidence": [
    "# Awesome Agent Cortex",
    "## Agent Frameworks",
    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [Hermes Agent](https://github.com/NousResearch/hermes-agent) - Tool-using autonomous agent platform with memory, skills, delegation, and MCP support."
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   "repository_evidence": [
    "# Awesome Agent Cortex",
    "## Agent Frameworks",
    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [Hermes Agent](https://github.com/NousResearch/hermes-agent) - Tool-using autonomous agent platform with memory, skills, delegation, and MCP support."
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    "| n8n | General automation | 400+ nodes/custom | Excellent | Very easy | Fair-code | \u2605\u2605\u2605\u2605\u2605 | Commercially driven | \u2605\u2605\u2605\u2605\u2606 |",
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    "| Dify | LLM app dev platform | Rich tools/model adap. | Excellent | Easy | Apache2.0+ | \u2605\u2605\u2605\u2605\u2605 | Pro team/dual roadmap | \u2605\u2605\u2605\u2605\u2605 |",
    "- **[Dify](https://github.com/langgenius/dify/)** (LangGenius open source): A **production-grade LLM app development and operations platform** blending Backend-as-a-Service and LLMOps concepts."
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    "## Community Activity & Maintenance Status",
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   "stars": "62000",
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    "| RAGFlow | RAG engine/library | Internal modules | Average | Easy to intg. | Apache2.0 | \u2605\u2605\u2605\u2605\u2606 | Startup/high growth | \u2605\u2605\u2605\u2605\u2606 |",
    "- **[RAGFlow](https://github.com/Infiniflow/ragflow)** (InfiniFlow open source): A **deep document understanding RAG engine** for high-quality, explainable retrieval-augmented generation."
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    "| Fabric | General AI CLI | Community skill packs | None | Very easy | MIT | \u2605\u2605\u2605\u2605 | Personal/community | \u2605\u2605\u2605\u2605 |",
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    "# Open Source AI Agent Platform Comparison (2026): n8n, Dify, LangGraph, Coze, RAGFlow",
    "## Core Positioning & Architecture",
    "- **[Fabric](https://github.com/danielmiessler/fabric)** (Daniel Miessler open source): A \u201chuman augmentation\u201d **general AI automation framework**."
   ],
   "stars_evidence": [
    "# Open Source AI Agent Platform Comparison (2026): n8n, Dify, LangGraph, Coze, RAGFlow",
    "## Community Activity & Maintenance Status",
    "- **Fabric**: Daniel Miessler, **33k+ stars**, personal project, active but long-term maintenance depends on community."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentlist.top",
   "title": "Home | AgentList",
   "project": "Hermes Agent",
   "repository": null,
   "stars": "238200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### Hermes Agent\n238.2k \u00b7 Python\nActive A\n An autonomous AI agent framework from NousResearch that supports multiple LLM backends and grows with user needs.\nagent-frameworkautonomous-agentllm +1 ](/en/projects/nousresearch-hermes-agent/)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### Hermes Agent\n238.2k \u00b7 Python\nActive A\n An autonomous AI agent framework from NousResearch that supports multiple LLM backends and grows with user needs.\nagent-frameworkautonomous-agentllm +1 ](/en/projects/nousresearch-hermes-agent/)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentlist.top",
   "title": "Home | AgentList",
   "project": "n8n",
   "repository": null,
   "stars": "202800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### n8n\n202.8k \u00b7 TypeScript\nActive A+\n n8n is a powerful workflow automation platform with native AI agent nodes, enabling multi-step agent workflow orchestration and hundreds of external service integrations.\nworkflowautomationai-agent +2 ](/en/projects/n8n-io-n8n/)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### n8n\n202.8k \u00b7 TypeScript\nActive A+\n n8n is a powerful workflow automation platform with native AI agent nodes, enabling multi-step agent workflow orchestration and hundreds of external service integrations.\nworkflowautomationai-agent +2 ](/en/projects/n8n-io-n8n/)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentlist.top",
   "title": "Home | AgentList",
   "project": "Firecrawl",
   "repository": null,
   "stars": "174100",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### Firecrawl\n174.1k \u00b7 TypeScript\nActive A+\n Firecrawl is a web scraping and search engine designed for AI agents, converting any webpage into structured Markdown data with search, scrape, and clean capabilities for building web-data-powered AI applications.\nweb-scrapingsearch-enginemarkdown +2 ](/en/projects/firecrawl/)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### Firecrawl\n174.1k \u00b7 TypeScript\nActive A+\n Firecrawl is a web scraping and search engine designed for AI agents, converting any webpage into structured Markdown data with search, scrape, and clean capabilities for building web-data-powered AI applications.\nweb-scrapingsearch-enginemarkdown +2 ](/en/projects/firecrawl/)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentlist.top",
   "title": "Home | AgentList",
   "project": "Langflow",
   "repository": null,
   "stars": "153900",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### Langflow\n153.9k \u00b7 Python\nActive A+\n Langflow is a visual AI agent and workflow builder platform with drag-and-drop design, multi-LLM integration, and tool composition to simplify agent development.\nagent-frameworkworkflowvisual-editor +2 ](/en/projects/langflow-ai-langflow/)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### Langflow\n153.9k \u00b7 Python\nActive A+\n Langflow is a visual AI agent and workflow builder platform with drag-and-drop design, multi-LLM integration, and tool composition to simplify agent development.\nagent-frameworkworkflowvisual-editor +2 ](/en/projects/langflow-ai-langflow/)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentlist.top",
   "title": "Home | AgentList",
   "project": "Dify",
   "repository": null,
   "stars": "153800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### Dify\n153.8k \u00b7 TypeScript\nActive A+\n Dify is an open-source LLM application development platform with a visual agent orchestration interface, supporting workflows, knowledge bases, and multiple models.\nplatformworkflowrag +1 ](/en/projects/langgenius-dify/)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### Dify\n153.8k \u00b7 TypeScript\nActive A+\n Dify is an open-source LLM application development platform with a visual agent orchestration interface, supporting workflows, knowledge bases, and multiple models.\nplatformworkflowrag +1 ](/en/projects/langgenius-dify/)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentlist.top",
   "title": "Home | AgentList",
   "project": "Open WebUI",
   "repository": null,
   "stars": "150400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### Open WebUI\n150.4k \u00b7 Python\nActive A+\n Open WebUI is a feature-rich, user-friendly self-hosted AI platform supporting Ollama and OpenAI-compatible APIs, with RAG, agents, and MCP capabilities.\nllmself-hostedollama +2 ](/en/projects/open-webui-open-webui/)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### Open WebUI\n150.4k \u00b7 Python\nActive A+\n Open WebUI is a feature-rich, user-friendly self-hosted AI platform supporting Ollama and OpenAI-compatible APIs, with RAG, agents, and MCP capabilities.\nllmself-hostedollama +2 ](/en/projects/open-webui-open-webui/)"
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentlist.top",
   "title": "Home | AgentList",
   "project": "OpenClaw",
   "repository": null,
   "stars": "388000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### OpenClaw\n388.0k \u00b7 TypeScript\nActive A+\n OpenClaw is an open-source personal AI assistant platform supporting 25+ messaging channels (WhatsApp, Telegram, Slack, etc.) with multi-LLM integration and personal knowledge management.\nassistantmulti-channelllm +2 ](/en/projects/openclaw/)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### OpenClaw\n388.0k \u00b7 TypeScript\nActive A+\n OpenClaw is an open-source personal AI assistant platform supporting 25+ messaging channels (WhatsApp, Telegram, Slack, etc.) with multi-LLM integration and personal knowledge management.\nassistantmulti-channelllm +2 ](/en/projects/openclaw/)"
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentlist.top",
   "title": "Home | AgentList",
   "project": "Superpowers",
   "repository": null,
   "stars": "279400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### Superpowers\n279.4k \u00b7 Shell\nActive A+\n An agentic skills framework and software development methodology that provides reusable skill modules and engineered workflows for AI coding agents.\nagentcodingtools +2 ](/en/projects/obra-superpowers/)"
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   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### Superpowers\n279.4k \u00b7 Shell\nActive A+\n An agentic skills framework and software development methodology that provides reusable skill modules and engineered workflows for AI coding agents.\nagentcodingtools +2 ](/en/projects/obra-superpowers/)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentlist.top",
   "title": "Home | AgentList",
   "project": "ECC",
   "repository": null,
   "stars": "244300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### ECC\n244.3k \u00b7 JavaScript\nActive A+\n Agent harness operating system providing skills, instincts, memory optimization, continuous learning, and security scanning.\nagent-harnessskillsclaude-code +2 ](/en/projects/affaan-m-ecc/)"
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   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### ECC\n244.3k \u00b7 JavaScript\nActive A+\n Agent harness operating system providing skills, instincts, memory optimization, continuous learning, and security scanning.\nagent-harnessskillsclaude-code +2 ](/en/projects/affaan-m-ecc/)"
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentlist.top",
   "title": "Home | AgentList",
   "project": "Everything Claude Code",
   "repository": null,
   "stars": "244300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### Everything Claude Code\n244.3k \u00b7 JavaScript\nActive A+\n The agent harness performance optimization system with skills, instincts, memory, security and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.\ncodingagentjavascript +2 ](/en/projects/affaan-m-everything-claude-code/)"
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   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### Everything Claude Code\n244.3k \u00b7 JavaScript\nActive A+\n The agent harness performance optimization system with skills, instincts, memory, security and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.\ncodingagentjavascript +2 ](/en/projects/affaan-m-everything-claude-code/)"
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   "license_evidence": null
  },
  {
   "url": "https://agentlist.top",
   "title": "Home | AgentList",
   "project": "OpenCode",
   "repository": null,
   "stars": "202400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### OpenCode\n202.4k \u00b7 TypeScript\nActive A+\n OpenCode is an open-source terminal coding agent that supports multiple LLM providers, offering AI-powered code generation and editing in the terminal.\ncodingcliagent +2 ](/en/projects/sst-opencode/)"
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   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### OpenCode\n202.4k \u00b7 TypeScript\nActive A+\n OpenCode is an open-source terminal coding agent that supports multiple LLM providers, offering AI-powered code generation and editing in the terminal.\ncodingcliagent +2 ](/en/projects/sst-opencode/)"
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  },
  {
   "url": "https://agentlist.top",
   "title": "Home | AgentList",
   "project": "AutoGPT",
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   "stars": "187000",
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    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### AutoGPT\n187.0k \u00b7 Python\nActive A+\n AutoGPT is an autonomous AI agent that can complete user-defined tasks end-to-end. It plans and executes steps on its own and is considered a milestone in agent autonomy.\nautonomousagentgpt +1 ](/en/projects/significant-gravitas-autogpt/)"
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   "stars_evidence": [
    "# Discover Open Source AI Agent Projects",
    "## Featured Projects",
    "[### AutoGPT\n187.0k \u00b7 Python\nActive A+\n AutoGPT is an autonomous AI agent that can complete user-defined tasks end-to-end. It plans and executes steps on its own and is considered a milestone in agent autonomy.\nautonomousagentgpt +1 ](/en/projects/significant-gravitas-autogpt/)"
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    "Top 10 repos you must know if you're building with AI Agents.",
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   "repository_evidence": [
    "Top 10 repos you must know if you're building with AI Agents.",
    "1. OpenViking \u2014 A new context database for AI agents that unifies memory, knowledge and skills. [github.com/volcengine/Ope\u2026](https://github.com/volcengine/OpenViking)"
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  {
   "url": "https://x.com/divyansht91162/status/2091879586045018406",
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    "Top 10 repos you must know if you're building with AI Agents.",
    "2. AgentMemory \u2014 Gives coding agents persistent memory so they can remember and learn across tasks. [github.com/rohitg00/agent\u2026](https://github.com/rohitg00/agentmemory)"
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  {
   "url": "https://x.com/divyansht91162/status/2091879586045018406",
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    "Top 10 repos you must know if you're building with AI Agents.",
    "3. Anthropic Skills \u2014 Reusable skills designed to give AI agents new capabilities and workflows. [github.com/anthropics/ski\u2026](https://github.com/anthropics/skills)"
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   "url": "https://x.com/divyansht91162/status/2091879586045018406",
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    "4. Diagram Design \u2014 A fresh collection of high-quality diagrams specifically designed for Claude Code workflows. [github.com/cathrynlavery/\u2026](https://github.com/cathrynlavery/diagram-design)"
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   "url": "https://x.com/divyansht91162/status/2091879586045018406",
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    "Top 10 repos you must know if you're building with AI Agents.",
    "5. Scientific Agent Skills \u2014 Turn AI agents into research assistants with 160+ scientific skills and databases. [github.com/K-Dense-AI/sci\u2026](https://github.com/K-Dense-AI/scientific-agent-skills)"
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  {
   "url": "https://x.com/divyansht91162/status/2091879586045018406",
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    "Top 10 repos you must know if you're building with AI Agents.",
    "6. Awesome Harness Engineering \u2014 A collection of patterns for agent memory, skills, security, evals and orchestration. [github.com/ai-boost/aweso\u2026](https://github.com/ai-boost/awesome-harness-engineering)"
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  {
   "url": "https://x.com/divyansht91162/status/2091879586045018406",
   "title": "divyansh tiwari (@DivyanshT91162) on X",
   "project": "Anthropic Cybersecurity Skills",
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    "Top 10 repos you must know if you're building with AI Agents.",
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   "repository_evidence": [
    "Top 10 repos you must know if you're building with AI Agents.",
    "7. Anthropic Cybersecurity Skills \u2014 Hundreds of structured cybersecurity skills built for modern AI coding agents. [github.com/mukul975/Anthr\u2026](https://github.com/mukul975/Anthropic-Cybersecurity-Skills)"
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  {
   "url": "https://x.com/divyansht91162/status/2091879586045018406",
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   "project": "AI Job Search",
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   "license": null,
   "project_evidence": [
    "Top 10 repos you must know if you're building with AI Agents.",
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   "repository_evidence": [
    "Top 10 repos you must know if you're building with AI Agents.",
    "8. AI Job Search \u2014 An AI-powered job application agent that runs locally and handles the application workflow. [github.com/MadsLorentzen/\u2026](https://github.com/MadsLorentzen/ai-job-search)"
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  {
   "url": "https://x.com/divyansht91162/status/2091879586045018406",
   "title": "divyansh tiwari (@DivyanshT91162) on X",
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   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 repos you must know if you're building with AI Agents.",
    "9. OpenHands \u2014 Open-source AI software development platform for autonomous coding and engineering workflows."
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   "repository_evidence": [
    "Top 10 repos you must know if you're building with AI Agents.",
    "9. OpenHands \u2014 Open-source AI software development platform for autonomous coding and engineering workflows. [github.com/OpenHands/Open\u2026](https://github.com/OpenHands/OpenHands)"
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   "stars_evidence": null,
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  },
  {
   "url": "https://x.com/divyansht91162/status/2091879586045018406",
   "title": "divyansh tiwari (@DivyanshT91162) on X",
   "project": "Browser Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 repos you must know if you're building with AI Agents.",
    "10. Browser Use \u2014 Lets AI agents browse websites, click, type and complete real-world browser tasks."
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   "repository_evidence": [
    "Top 10 repos you must know if you're building with AI Agents.",
    "10. Browser Use \u2014 Lets AI agents browse websites, click, type and complete real-world browser tasks. [github.com/browser-use/br\u2026](https://github.com/browser-use/browser-use)"
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   "stars_evidence": null,
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  },
  {
   "url": "https://aws.amazon.com/solutions/case-studies/dify-lambda-case-study?refid=cr_card&trk=faq_card&utm_custom=test",
   "title": "Building a Scalable and Secure Plugin Platform for Generative AI Using AWS Lambda with Dify",
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   "repository": null,
   "stars": "100000",
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   "license": null,
   "project_evidence": [
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    "Dify is an open-source development platform for large language model applications.",
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alextech.ai/en/news/github-digest-august-31-2026",
   "title": "Github digest \u2014 august 31, 2026 \u2014 AlexTech.ai",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "41985",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Github digest \u2014 august 31, 2026",
    "### AI Agents & Frameworks",
    "- [agno-agi/agno](https://github.com/agno-agi/agno) (**Python**, **41985**): A toolkit for building, running, and managing AI agent-based platforms."
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   "repository_evidence": [
    "# Github digest \u2014 august 31, 2026",
    "### AI Agents & Frameworks",
    "- [agno-agi/agno](https://github.com/agno-agi/agno) (**Python**, **41985**): A toolkit for building, running, and managing AI agent-based platforms."
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   "stars_evidence": [
    "# Github digest \u2014 august 31, 2026",
    "### AI Agents & Frameworks",
    "- [agno-agi/agno](https://github.com/agno-agi/agno) (**Python**, **41985**): A toolkit for building, running, and managing AI agent-based platforms."
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alextech.ai/en/news/github-digest-august-31-2026",
   "title": "Github digest \u2014 august 31, 2026 \u2014 AlexTech.ai",
   "project": "AgentScope",
   "repository": "https://github.com/agentscope-ai/agentscope",
   "stars": "30230",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Github digest \u2014 august 31, 2026",
    "### AI Agents & Frameworks",
    "- [agentscope-ai/agentscope](https://github.com/agentscope-ai/agentscope) (**Python**, **30230**): A framework for building transparent, reliable, and understandable AI agents."
   ],
   "repository_evidence": [
    "# Github digest \u2014 august 31, 2026",
    "### AI Agents & Frameworks",
    "- [agentscope-ai/agentscope](https://github.com/agentscope-ai/agentscope) (**Python**, **30230**): A framework for building transparent, reliable, and understandable AI agents."
   ],
   "stars_evidence": [
    "# Github digest \u2014 august 31, 2026",
    "### AI Agents & Frameworks",
    "- [agentscope-ai/agentscope](https://github.com/agentscope-ai/agentscope) (**Python**, **30230**): A framework for building transparent, reliable, and understandable AI agents."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alextech.ai/en/news/github-digest-august-31-2026",
   "title": "Github digest \u2014 august 31, 2026 \u2014 AlexTech.ai",
   "project": "CowAgent",
   "repository": "https://github.com/zhayujie/CowAgent",
   "stars": "46739",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Github digest \u2014 august 31, 2026",
    "### AI Agents & Frameworks",
    "- [zhayujie/CowAgent](https://github.com/zhayujie/CowAgent) (**Python**, **46739**): An open-source AI assistant and harness capable of task planning, tool use, and self-evolution."
   ],
   "repository_evidence": [
    "# Github digest \u2014 august 31, 2026",
    "### AI Agents & Frameworks",
    "- [zhayujie/CowAgent](https://github.com/zhayujie/CowAgent) (**Python**, **46739**): An open-source AI assistant and harness capable of task planning, tool use, and self-evolution."
   ],
   "stars_evidence": [
    "# Github digest \u2014 august 31, 2026",
    "### AI Agents & Frameworks",
    "- [zhayujie/CowAgent](https://github.com/zhayujie/CowAgent) (**Python**, **46739**): An open-source AI assistant and harness capable of task planning, tool use, and self-evolution."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alextech.ai/en/news/github-digest-august-31-2026",
   "title": "Github digest \u2014 august 31, 2026 \u2014 AlexTech.ai",
   "project": "AstrBot",
   "repository": "https://github.com/AstrBotDevs/AstrBot",
   "stars": "39859",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Github digest \u2014 august 31, 2026",
    "### AI Agents & Frameworks",
    "- [AstrBotDevs/AstrBot](https://github.com/AstrBotDevs/AstrBot) (**Python**, **39859**): An AI assistant framework integrating various instant messaging platforms and advanced plugins."
   ],
   "repository_evidence": [
    "# Github digest \u2014 august 31, 2026",
    "### AI Agents & Frameworks",
    "- [AstrBotDevs/AstrBot](https://github.com/AstrBotDevs/AstrBot) (**Python**, **39859**): An AI assistant framework integrating various instant messaging platforms and advanced plugins."
   ],
   "stars_evidence": [
    "# Github digest \u2014 august 31, 2026",
    "### AI Agents & Frameworks",
    "- [AstrBotDevs/AstrBot](https://github.com/AstrBotDevs/AstrBot) (**Python**, **39859**): An AI assistant framework integrating various instant messaging platforms and advanced plugins."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alextech.ai/en/news/github-digest-august-31-2026",
   "title": "Github digest \u2014 august 31, 2026 \u2014 AlexTech.ai",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": "35713",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Github digest \u2014 august 31, 2026",
    "### AI Agents & Frameworks",
    "- [continuedev/continue](https://github.com/continuedev/continue) (**TypeScript**, **35713**): An open-source coding agent designed to assist developers during the programming process."
   ],
   "repository_evidence": [
    "# Github digest \u2014 august 31, 2026",
    "### AI Agents & Frameworks",
    "- [continuedev/continue](https://github.com/continuedev/continue) (**TypeScript**, **35713**): An open-source coding agent designed to assist developers during the programming process."
   ],
   "stars_evidence": [
    "# Github digest \u2014 august 31, 2026",
    "### AI Agents & Frameworks",
    "- [continuedev/continue](https://github.com/continuedev/continue) (**TypeScript**, **35713**): An open-source coding agent designed to assist developers during the programming process."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alextech.ai/en/news/github-digest-august-31-2026",
   "title": "Github digest \u2014 august 31, 2026 \u2014 AlexTech.ai",
   "project": "Postiz",
   "repository": "https://github.com/gitroomhq/postiz-app",
   "stars": "35312",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Github digest \u2014 august 31, 2026",
    "### AI Agents & Frameworks",
    "- [gitroomhq/postiz-app](https://github.com/gitroomhq/postiz-app) (**TypeScript**, **35312**): An agent-based social media scheduling tool for content management."
   ],
   "repository_evidence": [
    "# Github digest \u2014 august 31, 2026",
    "### AI Agents & Frameworks",
    "- [gitroomhq/postiz-app](https://github.com/gitroomhq/postiz-app) (**TypeScript**, **35312**): An agent-based social media scheduling tool for content management."
   ],
   "stars_evidence": [
    "# Github digest \u2014 august 31, 2026",
    "### AI Agents & Frameworks",
    "- [gitroomhq/postiz-app](https://github.com/gitroomhq/postiz-app) (**TypeScript**, **35312**): An agent-based social media scheduling tool for content management."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alextech.ai/en/news/github-digest-august-31-2026",
   "title": "Github digest \u2014 august 31, 2026 \u2014 AlexTech.ai",
   "project": "CopilotKit",
   "repository": "https://github.com/CopilotKit/CopilotKit",
   "stars": "37131",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Github digest \u2014 august 31, 2026",
    "### LLM Interfaces & Platforms",
    "- [CopilotKit/CopilotKit](https://github.com/CopilotKit/CopilotKit) (**TypeScript**, **37131**): A frontend stack for integrating agents and generative UI into React, Angular, and mobile apps."
   ],
   "repository_evidence": [
    "# Github digest \u2014 august 31, 2026",
    "### LLM Interfaces & Platforms",
    "- [CopilotKit/CopilotKit](https://github.com/CopilotKit/CopilotKit) (**TypeScript**, **37131**): A frontend stack for integrating agents and generative UI into React, Angular, and mobile apps."
   ],
   "stars_evidence": [
    "# Github digest \u2014 august 31, 2026",
    "### LLM Interfaces & Platforms",
    "- [CopilotKit/CopilotKit](https://github.com/CopilotKit/CopilotKit) (**TypeScript**, **37131**): A frontend stack for integrating agents and generative UI into React, Angular, and mobile apps."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pub.scientificirg.com/index.php/JSAA/article/view/534",
   "title": "A Systematic Survey of LLM-Based Agentic AI Frameworks for Multi-Agent Coordination and Interoperability",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A Systematic Survey of LLM-Based Agentic AI Frameworks for Multi-Agent Coordination and Interoperability",
    "The review uses a PRISMA-based methodology, including literature from 2020 to March 2026, with particular focus on prominent frameworks such as LangChain, AutoGPT, AutoGen, MetaGPT, CAMEL, ChatDev, and CrewAI."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pub.scientificirg.com/index.php/JSAA/article/view/534",
   "title": "A Systematic Survey of LLM-Based Agentic AI Frameworks for Multi-Agent Coordination and Interoperability",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT?utm_source=chatgpt.com",
   "stars": null,
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   "project_evidence": [
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   ],
   "repository_evidence": [
    "A Systematic Survey of LLM-Based Agentic AI Frameworks for Multi-Agent Coordination and Interoperability",
    "[32] \u201cGitHub - Significant-Gravitas/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. \u00b7 GitHub.\u201d Accessed: Aug. 27, 2026. [Online]. Available: [https://github.com/Significant-Gravitas/AutoGPT?utm_source=chatgpt.com](https://github.com/Significant-Gravitas/AutoGPT?utm_source=chatgpt.com)"
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  {
   "url": "https://pub.scientificirg.com/index.php/JSAA/article/view/534",
   "title": "A Systematic Survey of LLM-Based Agentic AI Frameworks for Multi-Agent Coordination and Interoperability",
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   "url": "https://pub.scientificirg.com/index.php/JSAA/article/view/534",
   "title": "A Systematic Survey of LLM-Based Agentic AI Frameworks for Multi-Agent Coordination and Interoperability",
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   "url": "https://pub.scientificirg.com/index.php/JSAA/article/view/534",
   "title": "A Systematic Survey of LLM-Based Agentic AI Frameworks for Multi-Agent Coordination and Interoperability",
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   "stars": null,
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   "url": "https://pub.scientificirg.com/index.php/JSAA/article/view/534",
   "title": "A Systematic Survey of LLM-Based Agentic AI Frameworks for Multi-Agent Coordination and Interoperability",
   "project": "ChatDev",
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   ],
   "repository_evidence": [
    "A Systematic Survey of LLM-Based Agentic AI Frameworks for Multi-Agent Coordination and Interoperability",
    "[44] C. Qian et al., \u201cChatDev: Communicative Agents for Software Development,\u201d vol. 1, pp. 15174\u201315186, Accessed: May 23, 2026. [Online]. Available: [https://github.com/OpenBMB/ChatDev](https://github.com/OpenBMB/ChatDev)."
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  {
   "url": "https://pub.scientificirg.com/index.php/JSAA/article/view/534",
   "title": "A Systematic Survey of LLM-Based Agentic AI Frameworks for Multi-Agent Coordination and Interoperability",
   "project": "CrewAI",
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   "project_evidence": [
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   "url": "https://flaex.ai/blog/best-multi-agent-orchestration-frameworks",
   "title": "Best Multi-Agent Orchestration Frameworks: 10 Picks for 2026",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "Best Multi-Agent Orchestration Frameworks: 10 Picks for 2026",
    "## 1. LangGraph by LangChain",
    "LangGraph is the framework I'd pick when the problem is **deterministic control**."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://flaex.ai/blog/best-multi-agent-orchestration-frameworks",
   "title": "Best Multi-Agent Orchestration Frameworks: 10 Picks for 2026",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Multi-Agent Orchestration Frameworks: 10 Picks for 2026",
    "## 2. Microsoft Agent Framework successor to AutoGen",
    "Microsoft's Agent Framework is the cleaner enterprise answer for teams that outgrew research demos."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://flaex.ai/blog/best-multi-agent-orchestration-frameworks",
   "title": "Best Multi-Agent Orchestration Frameworks: 10 Picks for 2026",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Multi-Agent Orchestration Frameworks: 10 Picks for 2026",
    "## 3. AutoGen Microsoft Research community managed",
    "AutoGen earned its place because it made **agent-to-agent conversation** understandable."
   ],
   "repository_evidence": [
    "Best Multi-Agent Orchestration Frameworks: 10 Picks for 2026",
    "## 3. AutoGen Microsoft Research community managed",
    "**Website:** [AutoGen on GitHub](https://github.com/microsoft/autogen)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://flaex.ai/blog/best-multi-agent-orchestration-frameworks",
   "title": "Best Multi-Agent Orchestration Frameworks: 10 Picks for 2026",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Multi-Agent Orchestration Frameworks: 10 Picks for 2026",
    "## 4. CrewAI",
    "CrewAI solves a different problem, **role clarity**."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://flaex.ai/blog/best-multi-agent-orchestration-frameworks",
   "title": "Best Multi-Agent Orchestration Frameworks: 10 Picks for 2026",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Multi-Agent Orchestration Frameworks: 10 Picks for 2026",
    "## 5. Dify",
    "Dify is the pick for teams that want to move quickly from a workflow idea to a deployable agent app."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://flaex.ai/blog/best-multi-agent-orchestration-frameworks",
   "title": "Best Multi-Agent Orchestration Frameworks: 10 Picks for 2026",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Multi-Agent Orchestration Frameworks: 10 Picks for 2026",
    "## 6. Flowise",
    "Flowise is what many teams reach for when they want a visual builder without giving up too much orchestration structure."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://flaex.ai/blog/best-multi-agent-orchestration-frameworks",
   "title": "Best Multi-Agent Orchestration Frameworks: 10 Picks for 2026",
   "project": "LlamaIndex AgentWorkflow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Multi-Agent Orchestration Frameworks: 10 Picks for 2026",
    "## 7. LlamaIndex AgentWorkflow part of LlamaIndex",
    "LlamaIndex AgentWorkflow is the right answer when the problem is **RAG-centered orchestration**."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://flaex.ai/blog/best-multi-agent-orchestration-frameworks",
   "title": "Best Multi-Agent Orchestration Frameworks: 10 Picks for 2026",
   "project": "Haystack",
   "repository": null,
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   "project_evidence": [
    "Best Multi-Agent Orchestration Frameworks: 10 Picks for 2026",
    "## 8. Haystack by deepset",
    "Haystack is the strongest pick when the problem is **sovereignty**."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  },
  {
   "url": "https://flaex.ai/blog/best-multi-agent-orchestration-frameworks",
   "title": "Best Multi-Agent Orchestration Frameworks: 10 Picks for 2026",
   "project": "AgentScope",
   "repository": null,
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   "description": null,
   "license": null,
   "project_evidence": [
    "Best Multi-Agent Orchestration Frameworks: 10 Picks for 2026",
    "## 9. AgentScope AlibabaModelScope ecosystem",
    "AgentScope solves the scale problem better than most of the field."
   ],
   "repository_evidence": null,
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  },
  {
   "url": "https://flaex.ai/blog/best-multi-agent-orchestration-frameworks",
   "title": "Best Multi-Agent Orchestration Frameworks: 10 Picks for 2026",
   "project": "SuperAGI",
   "repository": null,
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   "project_evidence": [
    "Best Multi-Agent Orchestration Frameworks: 10 Picks for 2026",
    "## 10. SuperAGI",
    "SuperAGI is the developer-first option for teams that want a broad toolkit and quick access to agent automations."
   ],
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  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alexbevi%2Fawesome-agent-frameworks?topic=agentic",
   "title": "awesome-agent-frameworks | Ecosyste.ms: Awesome",
   "project": "AX (Agent Executor)",
   "repository": "https://github.com/google/ax",
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   "project_evidence": [
    "# awesome-agent-frameworks",
    "- ## 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."
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   "repository_evidence": [
    "# awesome-agent-frameworks",
    "Curated awesome list of open source agent frameworks and tools for building, running, connecting, and observing AI agents.",
    "[https://github.com/alexbevi/awesome-agent-frameworks](https://github.com/alexbevi/awesome-agent-frameworks)",
    "- ## 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,
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  },
  {
   "url": "https://aws.amazon.com/solutions/case-studies/dify-lambda-case-study?refid=ft_lightsail",
   "title": "Building a Scalable and Secure Plugin Platform for Generative AI Using AWS Lambda with Dify",
   "project": "Dify",
   "repository": null,
   "stars": "100000",
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   "project_evidence": [
    "Building a Scalable and Secure Plugin Platform for Generative AI Using AWS Lambda with Dify",
    "Learn how Dify, a development platform for generative AI applications, uses AWS Lambda to scale its plugin runtime environment.",
    "Dify is an open-source platform for developing large language model applications."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Building a Scalable and Secure Plugin Platform for Generative AI Using AWS Lambda with Dify",
    "Dify is an open-source development platform for large language model applications.",
    "Dify is available as a software-as-a-service (SaaS) platform on AWS and as a self-deployable platform for enterprises and individual users, and it has more than 100,000 GitHub Stars."
   ],
   "description_evidence": null,
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  },
  {
   "url": "https://the-agent-report.com/2026/06/hermes-agent-ecosystem-2026-pillar",
   "title": "The Hermes Agent Ecosystem in 2026: 22 Releases, 188K Stars, and the Open-Source Runtime Powering the Agent Economy",
   "project": "Hermes Agent",
   "repository": null,
   "stars": "188000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Hermes Agent Ecosystem in 2026: 22 Releases, 188K Stars, and the Open-Source Runtime Powering the Agent Economy",
    "**TL;DR:** Hermes Agent, the open-source AI agent runtime by Nous Research, has grown from 40,000 to 188,000 GitHub stars between April and June 2026 \u2014 a rate of 24,000 stars per week at its peak."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The Hermes Agent Ecosystem in 2026: 22 Releases, 188K Stars, and the Open-Source Runtime Powering the Agent Economy",
    "**TL;DR:** Hermes Agent, the open-source AI agent runtime by Nous Research, has grown from 40,000 to 188,000 GitHub stars between April and June 2026 \u2014 a rate of 24,000 stars per week at its peak."
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  },
  {
   "url": "https://x.com/DivyanshT91162/status/2091879586045018406",
   "title": "divyansh tiwari (@DivyanshT91162) on X",
   "project": "OpenViking",
   "repository": "https://github.com/volcengine/OpenViking",
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   "project_evidence": [
    "Top 10 repos you must know if you're building with AI Agents.",
    "1. OpenViking \u2014 A new context database for AI agents that unifies memory, knowledge and skills."
   ],
   "repository_evidence": [
    "Top 10 repos you must know if you're building with AI Agents.",
    "1. OpenViking \u2014 A new context database for AI agents that unifies memory, knowledge and skills. [github.com/volcengine/Ope\u2026](https://github.com/volcengine/OpenViking)"
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    "## Platforms",
    "- [AgentGPT](https://github.com/reworkd/AgentGPT) - Browser-based tool for assembling, configuring, and deploying autonomous AI agents."
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    "## Platforms",
    "- [BabyAGI](https://github.com/yoheinakajima/babyagi) - Task management system using OpenAI and vector databases to create and prioritize tasks autonomously."
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    "## Platforms",
    "- [BabyAGI](https://github.com/yoheinakajima/babyagi) - Task management system using OpenAI and vector databases to create and prioritize tasks autonomously."
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    "## Platforms",
    "- [SuperAGI](https://github.com/TransformerOptimus/SuperAGI) - Dev-first open-source autonomous AI agent framework with tools, logs, and agent provisioning."
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    "## Platforms",
    "- [SuperAGI](https://github.com/TransformerOptimus/SuperAGI) - Dev-first open-source autonomous AI agent framework with tools, logs, and agent provisioning."
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    "## Platforms",
    "- [MetaGPT](https://github.com/geekan/MetaGPT) - Multi-agent framework assigning different GPT roles to form collaborative software entities."
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    "## Platforms",
    "- [MetaGPT](https://github.com/geekan/MetaGPT) - Multi-agent framework assigning different GPT roles to form collaborative software entities."
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    "## Platforms",
    "- [OpenHands](https://github.com/All-Hands-AI/OpenHands) - Open-source platform for autonomous software engineering agents (formerly OpenDevin)."
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   "repository_evidence": [
    "## Platforms",
    "- [OpenHands](https://github.com/All-Hands-AI/OpenHands) - Open-source platform for autonomous software engineering agents (formerly OpenDevin)."
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    "## Platforms",
    "- [E2B](https://github.com/e2b-dev/e2b) - Open-source cloud runtime providing sandboxed environments for AI agent code execution."
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   "repository_evidence": [
    "## Platforms",
    "- [E2B](https://github.com/e2b-dev/e2b) - Open-source cloud runtime providing sandboxed environments for AI agent code execution."
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    "## Platforms",
    "- [Flowise](https://github.com/FlowiseAI/Flowise) - Drag-and-drop UI for building customized LLM orchestration flows and AI agents."
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   "repository_evidence": [
    "## Platforms",
    "- [Flowise](https://github.com/FlowiseAI/Flowise) - Drag-and-drop UI for building customized LLM orchestration flows and AI agents."
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    "## Platforms",
    "- [Dify](https://github.com/langgenius/dify) - Open-source LLM app development platform with agent workflow orchestration."
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    "## Platforms",
    "- [Dify](https://github.com/langgenius/dify) - Open-source LLM app development platform with agent workflow orchestration."
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    "## Platforms",
    "- [Letta](https://github.com/letta-ai/letta) - Framework for creating stateful LLM agents with long-term memory (formerly MemGPT)."
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   "repository_evidence": [
    "## Platforms",
    "- [Letta](https://github.com/letta-ai/letta) - Framework for creating stateful LLM agents with long-term memory (formerly MemGPT)."
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    "## 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."
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   "repository_evidence": [
    "## 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."
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    "## Frameworks",
    "- [LangChain](https://github.com/langchain-ai/langchain) - Framework for developing applications powered by language models with chains, agents, and retrieval."
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    "## Frameworks",
    "- [LangChain](https://github.com/langchain-ai/langchain) - Framework for developing applications powered by language models with chains, agents, and retrieval."
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    "## Frameworks",
    "- [LlamaIndex](https://github.com/run-llama/llama_index) - Data framework for connecting custom data sources to large language models."
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    "## Frameworks",
    "- [LlamaIndex](https://github.com/run-llama/llama_index) - Data framework for connecting custom data sources to large language models."
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    "## Frameworks",
    "- [CrewAI](https://github.com/crewAIInc/crewAI) - Framework for orchestrating role-playing autonomous AI agents that work together as a crew."
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   "repository_evidence": [
    "## Frameworks",
    "- [CrewAI](https://github.com/crewAIInc/crewAI) - Framework for orchestrating role-playing autonomous AI agents that work together as a crew."
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    "## Frameworks",
    "- [Autogen](https://github.com/microsoft/autogen) - Microsoft's framework for building multi-agent conversational AI systems."
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    "## Frameworks",
    "- [Autogen](https://github.com/microsoft/autogen) - Microsoft's framework for building multi-agent conversational AI systems."
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    "## Frameworks",
    "- [Semantic Kernel](https://github.com/microsoft/semantic-kernel) - Microsoft's SDK for integrating LLMs into apps with planners, plugins, and agent patterns."
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   "repository_evidence": [
    "## Frameworks",
    "- [Semantic Kernel](https://github.com/microsoft/semantic-kernel) - Microsoft's SDK for integrating LLMs into apps with planners, plugins, and agent patterns."
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    "## Frameworks",
    "- [Phidata](https://github.com/phidatahq/phidata) - Toolkit for building AI assistants with memory, knowledge, and tool use."
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   "repository_evidence": [
    "## Frameworks",
    "- [Phidata](https://github.com/phidatahq/phidata) - Toolkit for building AI assistants with memory, knowledge, and tool use."
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    "## Frameworks",
    "- [Haystack](https://github.com/deepset-ai/haystack) - End-to-end NLP framework for building production-ready LLM applications and agents."
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   "repository_evidence": [
    "## Frameworks",
    "- [Haystack](https://github.com/deepset-ai/haystack) - End-to-end NLP framework for building production-ready LLM applications and agents."
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    "## Frameworks",
    "- [Pydantic AI](https://github.com/pydantic/pydantic-ai) - Production-grade type-safe agent framework from the creators of Pydantic."
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   "repository_evidence": [
    "## Frameworks",
    "- [Pydantic AI](https://github.com/pydantic/pydantic-ai) - Production-grade type-safe agent framework from the creators of Pydantic."
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    "## Frameworks",
    "- [Swarm](https://github.com/openai/swarm) - OpenAI's experimental lightweight multi-agent orchestration framework."
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   "repository_evidence": [
    "## Frameworks",
    "- [Swarm](https://github.com/openai/swarm) - OpenAI's experimental lightweight multi-agent orchestration framework."
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    "## Frameworks",
    "- [Smolagents](https://github.com/huggingface/smolagents) - Hugging Face's minimalist library for building powerful agents in a few lines of code."
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   "repository_evidence": [
    "## Frameworks",
    "- [Smolagents](https://github.com/huggingface/smolagents) - Hugging Face's minimalist library for building powerful agents in a few lines of code."
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    "## Frameworks",
    "- [LangGraph](https://github.com/langchain-ai/langgraph) - Library for building stateful, multi-actor applications with LLMs using graph-based workflows."
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   "repository_evidence": [
    "## Frameworks",
    "- [LangGraph](https://github.com/langchain-ai/langgraph) - Library for building stateful, multi-actor applications with LLMs using graph-based workflows."
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    "## Frameworks",
    "- [DSPy](https://github.com/stanfordnlp/dspy) - Stanford's framework for programming with foundation models through declarative modules rather than prompting."
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   "repository_evidence": [
    "## Frameworks",
    "- [DSPy](https://github.com/stanfordnlp/dspy) - Stanford's framework for programming with foundation models through declarative modules rather than prompting."
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    "## Frameworks",
    "- [Rivet](https://github.com/Ironclad/rivet) - Visual programming environment for building complex AI agent workflows with a node-based editor."
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   "repository_evidence": [
    "## Frameworks",
    "- [Rivet](https://github.com/Ironclad/rivet) - Visual programming environment for building complex AI agent workflows with a node-based editor."
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    "## Frameworks",
    "- [Composio](https://github.com/ComposioHQ/composio) - Platform providing 250+ tool integrations for AI agents across popular frameworks."
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   "repository_evidence": [
    "## Frameworks",
    "- [Composio](https://github.com/ComposioHQ/composio) - Platform providing 250+ tool integrations for AI agents across popular frameworks."
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    "## Frameworks",
    "- [Coinbase AgentKit](https://github.com/coinbase/agentkit) - Toolkit for building AI agents with onchain capabilities and wallet management."
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    "## Frameworks",
    "- [Coinbase AgentKit](https://github.com/coinbase/agentkit) - Toolkit for building AI agents with onchain capabilities and wallet management."
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    "## Frameworks",
    "- [Vercel AI SDK](https://github.com/vercel/ai) - TypeScript toolkit for building AI-powered applications with streaming, tool calling, and agent support."
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   "repository_evidence": [
    "## Frameworks",
    "- [Vercel AI SDK](https://github.com/vercel/ai) - TypeScript toolkit for building AI-powered applications with streaming, tool calling, and agent support."
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    "## Frameworks",
    "- [Instructor](https://github.com/instructor-ai/instructor) - Library for structured data extraction from LLMs using Pydantic models."
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    "## Frameworks",
    "- [Instructor](https://github.com/instructor-ai/instructor) - Library for structured data extraction from LLMs using Pydantic models."
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    "## Frameworks",
    "- [Camel](https://github.com/camel-ai/camel) - Communicative agents framework for exploring multi-agent cooperation and competition."
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    "## Frameworks",
    "- [Camel](https://github.com/camel-ai/camel) - Communicative agents framework for exploring multi-agent cooperation and competition."
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    "## Frameworks",
    "- [Agency Swarm](https://github.com/VRSEN/agency-swarm) - Framework for creating collaborative swarms of AI agents based on the agency model."
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   "repository_evidence": [
    "## Frameworks",
    "- [Agency Swarm](https://github.com/VRSEN/agency-swarm) - Framework for creating collaborative swarms of AI agents based on the agency model."
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    "## Frameworks",
    "- [TaskWeaver](https://github.com/microsoft/TaskWeaver) - Microsoft's code-first agent framework converting natural language requests into executable code."
   ],
   "repository_evidence": [
    "## Frameworks",
    "- [TaskWeaver](https://github.com/microsoft/TaskWeaver) - Microsoft's code-first agent framework converting natural language requests into executable code."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Frameworks",
    "- [Mastra](https://github.com/mastra-ai/mastra) - TypeScript framework for building AI applications with agents, workflows, and RAG."
   ],
   "repository_evidence": [
    "## Frameworks",
    "- [Mastra](https://github.com/mastra-ai/mastra) - TypeScript framework for building AI applications with agents, workflows, and RAG."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "project": "rust-norion",
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   "stars": null,
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   "license": null,
   "project_evidence": [
    "## 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."
   ],
   "repository_evidence": [
    "## 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,
   "description_evidence": null,
   "license_evidence": null
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   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Frameworks",
    "- [Agno](https://github.com/agno-agi/agno) - Lightweight library for building multi-modal agents with memory and knowledge."
   ],
   "repository_evidence": [
    "## Frameworks",
    "- [Agno](https://github.com/agno-agi/agno) - Lightweight library for building multi-modal agents with memory and knowledge."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "project": "Bernstein",
   "repository": "https://github.com/sipyourdrink-ltd/bernstein",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 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."
   ],
   "repository_evidence": [
    "## 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."
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   "stars_evidence": null,
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   "project": "Google A2A",
   "repository": "https://github.com/google/A2A",
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   "license": null,
   "project_evidence": [
    "## 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": [
    "## Agent-to-Agent Protocols",
    "- [Google A2A](https://github.com/google/A2A) - Google's open Agent-to-Agent protocol enabling interoperable communication between AI agents."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "project": "Model Context Protocol (MCP)",
   "repository": "https://github.com/modelcontextprotocol",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## 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": [
    "## 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."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "project": "OpenClaw Beacon",
   "repository": "https://github.com/Scottcjn/beacon-skill",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 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": [
    "## 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,
   "description_evidence": null,
   "license_evidence": null
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   "project": "Grazer",
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   "license": null,
   "project_evidence": [
    "## 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."
   ],
   "repository_evidence": [
    "## 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
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   "project": "Agent Protocol",
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   "stars": null,
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   "license": null,
   "project_evidence": [
    "## 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."
   ],
   "repository_evidence": [
    "## 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."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "project": "Agora Protocol",
   "repository": "https://github.com/agoraprotocol/agora",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agent-to-Agent Protocols",
    "- [Agora Protocol](https://github.com/agoraprotocol/agora) - Open protocol for agent-to-agent marketplace interactions and task negotiation."
   ],
   "repository_evidence": [
    "## Agent-to-Agent Protocols",
    "- [Agora Protocol](https://github.com/agoraprotocol/agora) - Open protocol for agent-to-agent marketplace interactions and task negotiation."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "project": "ANP",
   "repository": "https://github.com/agent-network-protocol/AgentNetworkProtocol",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 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."
   ],
   "repository_evidence": [
    "## 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."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "project": "ComfyUI",
   "repository": "https://github.com/comfyanonymous/ComfyUI",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## Video and Media",
    "- [ComfyUI](https://github.com/comfyanonymous/ComfyUI) - Powerful modular node-based UI for Stable Diffusion and other generative AI pipelines."
   ],
   "repository_evidence": [
    "## Video and Media",
    "- [ComfyUI](https://github.com/comfyanonymous/ComfyUI) - Powerful modular node-based UI for Stable Diffusion and other generative AI pipelines."
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   "stars_evidence": null,
   "description_evidence": null,
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   "project": "SillyTavern",
   "repository": "https://github.com/SillyTavern/SillyTavern",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## Social and Community",
    "- [SillyTavern](https://github.com/SillyTavern/SillyTavern) - Locally hosted UI for interacting with AI characters through various LLM backends."
   ],
   "repository_evidence": [
    "## Social and Community",
    "- [SillyTavern](https://github.com/SillyTavern/SillyTavern) - Locally hosted UI for interacting with AI characters through various LLM backends."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "project": "RustChain",
   "repository": "https://github.com/Scottcjn/Rustchain",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Blockchain and Rewards",
    "- [RustChain](https://github.com/Scottcjn/Rustchain) - Proof-of-Antiquity blockchain rewarding vintage and exotic hardware miners with RTC tokens."
   ],
   "repository_evidence": [
    "## 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,
   "description_evidence": null,
   "license_evidence": null
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   "project": "x402 Payment Protocol",
   "repository": "https://github.com/coinbase/x402",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 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": [
    "## 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,
   "description_evidence": null,
   "license_evidence": null
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  {
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   "repository": "https://github.com/cascade-protocol/x402-proxy",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## 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."
   ],
   "repository_evidence": [
    "## 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,
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   "project": "Fetch.ai",
   "repository": "https://github.com/fetchai/fetchd",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## Blockchain and Rewards",
    "- [Fetch.ai](https://github.com/fetchai/fetchd) - Decentralized machine learning platform with autonomous economic agents on a dedicated blockchain."
   ],
   "repository_evidence": [
    "## 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,
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   "project": "Autonolas",
   "repository": "https://github.com/valory-xyz/open-autonomy",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Blockchain and Rewards",
    "- [Autonolas](https://github.com/valory-xyz/open-autonomy) - Platform for creating and deploying autonomous agent services on-chain."
   ],
   "repository_evidence": [
    "## Blockchain and Rewards",
    "- [Autonolas](https://github.com/valory-xyz/open-autonomy) - Platform for creating and deploying autonomous agent services on-chain."
   ],
   "stars_evidence": null,
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   "project": "ai16z ELIZA",
   "repository": "https://github.com/ai16z/eliza",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## 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": [
    "## 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,
   "description_evidence": null,
   "license_evidence": null
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   "stars": null,
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   "license": null,
   "project_evidence": [
    "## Blockchain and Rewards",
    "- [Morpheus](https://github.com/MorpheusAIs/Morpheus) - Decentralized network of personal AI agents connected to smart contracts and crypto wallets."
   ],
   "repository_evidence": [
    "## Blockchain and Rewards",
    "- [Morpheus](https://github.com/MorpheusAIs/Morpheus) - Decentralized network of personal AI agents connected to smart contracts and crypto wallets."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "repository": "https://github.com/singnet",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## Blockchain and Rewards",
    "- [SingularityNET](https://github.com/singnet) - Decentralized marketplace for AI services where agents can buy and sell algorithms."
   ],
   "repository_evidence": [
    "## Blockchain and Rewards",
    "- [SingularityNET](https://github.com/singnet) - Decentralized marketplace for AI services where agents can buy and sell algorithms."
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   "stars_evidence": null,
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   "license_evidence": null
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   "project": "Ocean Protocol",
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   "stars": null,
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   "license": null,
   "project_evidence": [
    "## Blockchain and Rewards",
    "- [Ocean Protocol](https://github.com/oceanprotocol) - Decentralized data exchange protocol enabling AI agents to access and monetize data."
   ],
   "repository_evidence": [
    "## Blockchain and Rewards",
    "- [Ocean Protocol](https://github.com/oceanprotocol) - Decentralized data exchange protocol enabling AI agents to access and monetize data."
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   "stars": null,
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   "license": null,
   "project_evidence": [
    "## 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."
   ],
   "repository_evidence": [
    "## 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."
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   "project_evidence": [
    "## 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": [
    "## 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."
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   "license": null,
   "project_evidence": [
    "## 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": [
    "## 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."
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   "project_evidence": [
    "## Monitoring and Observability",
    "- [Helicone](https://github.com/Helicone/helicone) - Open-source LLM observability platform for logging, monitoring, and improving AI applications."
   ],
   "repository_evidence": [
    "## Monitoring and Observability",
    "- [Helicone](https://github.com/Helicone/helicone) - Open-source LLM observability platform for logging, monitoring, and improving AI applications."
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   "project_evidence": [
    "## Monitoring and Observability",
    "- [Langfuse](https://github.com/langfuse/langfuse) - Open-source LLM engineering platform with tracing, evaluations, prompt management, and metrics."
   ],
   "repository_evidence": [
    "## Monitoring and Observability",
    "- [Langfuse](https://github.com/langfuse/langfuse) - Open-source LLM engineering platform with tracing, evaluations, prompt management, and metrics."
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   "project": "Arize Phoenix",
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   "license": null,
   "project_evidence": [
    "## 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": [
    "## 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."
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   "description_evidence": null,
   "license_evidence": null
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   "project": "Future AGI",
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   "stars": null,
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   "license": null,
   "project_evidence": [
    "## 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": [
    "## 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."
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   "stars_evidence": null,
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   "project": "Weights & Biases",
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   "stars": null,
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   "project_evidence": [
    "## Monitoring and Observability",
    "- [Weights & Biases](https://github.com/wandb/wandb) - Platform for experiment tracking, model management, and ML pipeline observability."
   ],
   "repository_evidence": [
    "## Monitoring and Observability",
    "- [Weights & Biases](https://github.com/wandb/wandb) - Platform for experiment tracking, model management, and ML pipeline observability."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "project": "Portkey",
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   "stars": null,
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   "project_evidence": [
    "## Monitoring and Observability",
    "- [Portkey](https://github.com/Portkey-AI/gateway) - AI gateway for routing, monitoring, and managing requests across 200+ LLM providers."
   ],
   "repository_evidence": [
    "## Monitoring and Observability",
    "- [Portkey](https://github.com/Portkey-AI/gateway) - AI gateway for routing, monitoring, and managing requests across 200+ LLM providers."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "project": "AgentOps",
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   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Monitoring and Observability",
    "- [AgentOps](https://github.com/AgentOps-AI/agentops) - Toolkit for agent monitoring, testing, and replay debugging with session recordings."
   ],
   "repository_evidence": [
    "## Monitoring and Observability",
    "- [AgentOps](https://github.com/AgentOps-AI/agentops) - Toolkit for agent monitoring, testing, and replay debugging with session recordings."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "project": "BrowserTrace",
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   "stars": null,
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   "license": null,
   "project_evidence": [
    "## 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."
   ],
   "repository_evidence": [
    "## 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,
   "description_evidence": null,
   "license_evidence": null
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   "project": "beacon-skill",
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   "license": null,
   "project_evidence": [
    "## 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."
   ],
   "repository_evidence": [
    "## 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."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "stars": null,
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   "license": null,
   "project_evidence": [
    "## 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": [
    "## SDKs and Libraries",
    "- [OpenAI Python](https://github.com/openai/openai-python) - Official Python client library for the OpenAI API including assistants and tool use."
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   "description_evidence": null,
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   "project": "Anthropic Python",
   "repository": "https://github.com/anthropics/anthropic-sdk-python",
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   "license": null,
   "project_evidence": [
    "## 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": [
    "## 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."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "project": "Google GenAI",
   "repository": "https://github.com/google/generative-ai-python",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## 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."
   ],
   "repository_evidence": [
    "## 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."
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   "description_evidence": null,
   "license_evidence": null
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   "project": "Ollama Python",
   "repository": "https://github.com/ollama/ollama-python",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## 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": [
    "## SDKs and Libraries",
    "- [Ollama Python](https://github.com/ollama/ollama-python) - Python library for running and interacting with local LLMs via the Ollama runtime."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
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   "project": "LiteLLM",
   "repository": "https://github.com/BerriAI/litellm",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 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."
   ],
   "repository_evidence": [
    "## 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,
   "description_evidence": null,
   "license_evidence": null
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   "project": "Marvin",
   "repository": "https://github.com/prefecthq/marvin",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## SDKs and Libraries",
    "- [Marvin](https://github.com/prefecthq/marvin) - Lightweight AI engineering toolkit for building natural language interfaces and AI functions."
   ],
   "repository_evidence": [
    "## SDKs and Libraries",
    "- [Marvin](https://github.com/prefecthq/marvin) - Lightweight AI engineering toolkit for building natural language interfaces and AI functions."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "project": "AgentWallet SDK",
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   "license": null,
   "project_evidence": [
    "## 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": [
    "## 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,
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   "license_evidence": null
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   "project": "RustChain",
   "repository": "https://github.com/Scottcjn/Rustchain",
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   "project_evidence": [
    "## 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."
   ],
   "repository_evidence": [
    "## 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,
   "description_evidence": null,
   "license_evidence": null
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   "project_evidence": [
    "## 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": [
    "## Standards and Specifications",
    "- [OpenAPI Specification](https://github.com/OAI/OpenAPI-Specification) - Industry-standard specification for describing HTTP APIs, widely used for agent tool definitions."
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   "project": "A2A Protocol Spec",
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   "project_evidence": [
    "## 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": [
    "## Standards and Specifications",
    "- [A2A Protocol Spec](https://github.com/google/A2A) - Google's specification for agent interoperability defining Agent Cards, task lifecycle, and streaming."
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   "project": "N64 nano-GPT",
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   "project_evidence": [
    "## 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": [
    "## 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."
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   "project": "llama.cpp",
   "repository": "https://github.com/ggml-org/llama.cpp",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## 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."
   ],
   "repository_evidence": [
    "## 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,
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   "project": "TinyLlama",
   "repository": "https://github.com/jzhang38/TinyLlama",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## 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."
   ],
   "repository_evidence": [
    "## 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,
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   "project": "MLC LLM",
   "repository": "https://github.com/mlc-ai/mlc-llm",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## 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": [
    "## 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,
   "description_evidence": null,
   "license_evidence": null
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   "project": "ExecuTorch",
   "repository": "https://github.com/pytorch/executorch",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## Edge and Retro Inference",
    "- [ExecuTorch](https://github.com/pytorch/executorch) - PyTorch's on-device inference framework for mobile and edge AI with optimized backends."
   ],
   "repository_evidence": [
    "## Edge and Retro Inference",
    "- [ExecuTorch](https://github.com/pytorch/executorch) - PyTorch's on-device inference framework for mobile and edge AI with optimized backends."
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   "stars_evidence": null,
   "description_evidence": null,
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   "project": "Whisper.cpp",
   "repository": "https://github.com/ggml-org/whisper.cpp",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## 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."
   ],
   "repository_evidence": [
    "## 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."
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   "stars_evidence": null,
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   "project": "TensorFlow Lite Micro",
   "repository": "https://github.com/tensorflow/tflite-micro",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## 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": [
    "## 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."
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   "description_evidence": null,
   "license_evidence": null
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   "project": "AgentBench",
   "repository": "https://github.com/THUDM/AgentBench",
   "stars": null,
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   "project_evidence": [
    "## Research and Papers",
    "- [AgentBench](https://github.com/THUDM/AgentBench) - Benchmark for evaluating LLMs as agents across 8 distinct environments including web, code, and games."
   ],
   "repository_evidence": [
    "## Research and Papers",
    "- [AgentBench](https://github.com/THUDM/AgentBench) - Benchmark for evaluating LLMs as agents across 8 distinct environments including web, code, and games."
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   "project": "Voyager",
   "repository": "https://github.com/MineDojo/Voyager",
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   "project_evidence": [
    "## Research and Papers",
    "- [Voyager](https://github.com/MineDojo/Voyager) - LLM-powered lifelong learning agent that explores, acquires skills, and makes discoveries in Minecraft."
   ],
   "repository_evidence": [
    "## Research and Papers",
    "- [Voyager](https://github.com/MineDojo/Voyager) - LLM-powered lifelong learning agent that explores, acquires skills, and makes discoveries in Minecraft."
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   "project_evidence": [
    "## 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": [
    "## 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."
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  {
   "url": "https://aws.amazon.com/solutions/case-studies/dify-lambda-case-study?refid=cr_card&sc_channel=psm&trk=ap_card",
   "title": "Building a Scalable and Secure Plugin Platform for Generative AI Using AWS Lambda with Dify",
   "project": "Dify",
   "repository": null,
   "stars": "100000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Building a Scalable and Secure Plugin Platform for Generative AI Using AWS Lambda with Dify",
    "Learn how Dify, a development platform for generative AI applications, uses AWS Lambda to scale its plugin runtime environment.",
    "Dify is an open-source platform for developing large language model applications."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Building a Scalable and Secure Plugin Platform for Generative AI Using AWS Lambda with Dify",
    "Dify is an open-source development platform for large language model applications.",
    "Dify is available as a software-as-a-service (SaaS) platform on AWS and as a self-deployable platform for enterprises and individual users, and it has more than 100,000 GitHub Stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "182452",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) | 182,452 | Early category-defining OSS project; high name recognition, mixed practical fit | Popularized autonomous-agent loops and agent-platform thinking | You want to study agent history or need a broad autonomous-agent platform | Situational | Pair with [mem0](https://github.com/mem0ai/mem0) and [browser-use](https://github.com/browser-use/browser-use) if you actually operationalize it |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) | 182,452 | Early category-defining OSS project; high name recognition, mixed practical fit | Popularized autonomous-agent loops and agent-platform thinking | You want to study agent history or need a broad autonomous-agent platform | Situational | Pair with [mem0](https://github.com/mem0ai/mem0) and [browser-use](https://github.com/browser-use/browser-use) if you actually operationalize it |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) | 182,452 | Early category-defining OSS project; high name recognition, mixed practical fit | Popularized autonomous-agent loops and agent-platform thinking | You want to study agent history or need a broad autonomous-agent platform | Situational | Pair with [mem0](https://github.com/mem0ai/mem0) and [browser-use](https://github.com/browser-use/browser-use) if you actually operationalize it |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "opencode",
   "repository": "https://github.com/anomalyco/opencode",
   "stars": "122146",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [anomalyco/opencode](https://github.com/anomalyco/opencode) | 122,146 | Strong breakout OSS coding-agent project | Full coding-agent runtime with modern CLI workflow | You want a serious open coding-agent environment rather than a prompt pack | Situational primary stack | Pair with [upstash/context7](https://github.com/upstash/context7), [anthropics/skills](https://github.com/anthropics/skills), and [browser-use](https://github.com/browser-use/browser-use) |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [anomalyco/opencode](https://github.com/anomalyco/opencode) | 122,146 | Strong breakout OSS coding-agent project | Full coding-agent runtime with modern CLI workflow | You want a serious open coding-agent environment rather than a prompt pack | Situational primary stack | Pair with [upstash/context7](https://github.com/upstash/context7), [anthropics/skills](https://github.com/anthropics/skills), and [browser-use](https://github.com/browser-use/browser-use) |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [anomalyco/opencode](https://github.com/anomalyco/opencode) | 122,146 | Strong breakout OSS coding-agent project | Full coding-agent runtime with modern CLI workflow | You want a serious open coding-agent environment rather than a prompt pack | Situational primary stack | Pair with [upstash/context7](https://github.com/upstash/context7), [anthropics/skills](https://github.com/anthropics/skills), and [browser-use](https://github.com/browser-use/browser-use) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "whisper",
   "repository": "https://github.com/openai/whisper",
   "stars": "95946",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [openai/whisper](https://github.com/openai/whisper) | 95,946 | Top-tier lab, widely trusted | Speech-to-text layer for voice, meetings, media, and multimodal ingestion | Your agent/app needs audio input or transcription | Pair with others | Pair with [n8n](../../services/whisper/), [browser-use](https://github.com/browser-use/browser-use), or content pipelines |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [openai/whisper](https://github.com/openai/whisper) | 95,946 | Top-tier lab, widely trusted | Speech-to-text layer for voice, meetings, media, and multimodal ingestion | Your agent/app needs audio input or transcription | Pair with others | Pair with [n8n](../../services/whisper/), [browser-use](https://github.com/browser-use/browser-use), or content pipelines |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [openai/whisper](https://github.com/openai/whisper) | 95,946 | Top-tier lab, widely trusted | Speech-to-text layer for voice, meetings, media, and multimodal ingestion | Your agent/app needs audio input or transcription | Pair with others | Pair with [n8n](../../services/whisper/), [browser-use](https://github.com/browser-use/browser-use), or content pipelines |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "skills",
   "repository": "https://github.com/anthropics/skills",
   "stars": "93449",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [anthropics/skills](https://github.com/anthropics/skills) | 93,449 | Top-tier lab; first-party reference | Canonical reusable skill format and examples for Claude-centric workflows | You are using Claude Code or Claude-based agents | Always consider for Claude stacks | Pair with [obra/superpowers](https://github.com/obra/superpowers), [anthropics/claude-cookbooks](https://github.com/anthropics/claude-cookbooks), and [upstash/context7](https://github.com/upstash/context7) |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [anthropics/skills](https://github.com/anthropics/skills) | 93,449 | Top-tier lab; first-party reference | Canonical reusable skill format and examples for Claude-centric workflows | You are using Claude Code or Claude-based agents | Always consider for Claude stacks | Pair with [obra/superpowers](https://github.com/obra/superpowers), [anthropics/claude-cookbooks](https://github.com/anthropics/claude-cookbooks), and [upstash/context7](https://github.com/upstash/context7) |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [anthropics/skills](https://github.com/anthropics/skills) | 93,449 | Top-tier lab; first-party reference | Canonical reusable skill format and examples for Claude-centric workflows | You are using Claude Code or Claude-based agents | Always consider for Claude stacks | Pair with [obra/superpowers](https://github.com/obra/superpowers), [anthropics/claude-cookbooks](https://github.com/anthropics/claude-cookbooks), and [upstash/context7](https://github.com/upstash/context7) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "superpowers",
   "repository": "https://github.com/obra/superpowers",
   "stars": "83255",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [obra/superpowers](https://github.com/obra/superpowers) | 83,255 | High-signal solo maintainer with major ecosystem adoption | Strong engineering process for coding agents: brainstorming, planning, TDD, review | You want higher-quality agent output instead of raw speed | Always consider for coding agents | Pair with [anthropics/skills](https://github.com/anthropics/skills), [anthropics/claude-cookbooks](https://github.com/anthropics/claude-cookbooks), and your preferred coding agent |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [obra/superpowers](https://github.com/obra/superpowers) | 83,255 | High-signal solo maintainer with major ecosystem adoption | Strong engineering process for coding agents: brainstorming, planning, TDD, review | You want higher-quality agent output instead of raw speed | Always consider for coding agents | Pair with [anthropics/skills](https://github.com/anthropics/skills), [anthropics/claude-cookbooks](https://github.com/anthropics/claude-cookbooks), and your preferred coding agent |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [obra/superpowers](https://github.com/obra/superpowers) | 83,255 | High-signal solo maintainer with major ecosystem adoption | Strong engineering process for coding agents: brainstorming, planning, TDD, review | You want higher-quality agent output instead of raw speed | Always consider for coding agents | Pair with [anthropics/skills](https://github.com/anthropics/skills), [anthropics/claude-cookbooks](https://github.com/anthropics/claude-cookbooks), and your preferred coding agent |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "80774",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [browser-use/browser-use](https://github.com/browser-use/browser-use) | 80,774 | Established OSS agent-tool project | Makes websites operable by agents when APIs are missing or insufficient | The workflow depends on real browser interaction | Pair with others | Pair with [Playwright](../../tools/development_ops/playwright/), [Tavily](../../tools/providers/tavily/), and [mem0](https://github.com/mem0ai/mem0) |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [browser-use/browser-use](https://github.com/browser-use/browser-use) | 80,774 | Established OSS agent-tool project | Makes websites operable by agents when APIs are missing or insufficient | The workflow depends on real browser interaction | Pair with others | Pair with [Playwright](../../tools/development_ops/playwright/), [Tavily](../../tools/providers/tavily/), and [mem0](https://github.com/mem0ai/mem0) |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [browser-use/browser-use](https://github.com/browser-use/browser-use) | 80,774 | Established OSS agent-tool project | Makes websites operable by agents when APIs are missing or insufficient | The workflow depends on real browser interaction | Pair with others | Pair with [Playwright](../../tools/development_ops/playwright/), [Tavily](../../tools/providers/tavily/), and [mem0](https://github.com/mem0ai/mem0) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": "50749",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise) | 50,749 | Established OSS vendor in LLM tooling | Visual builder for agents, RAG, and workflows | You want a visual control plane rather than a pure-code framework | Situational primary stack | Pair with [LocalAI](https://github.com/mudler/LocalAI), [Supabase](../../tools/infrastructure/supabase/), or [n8n](../../services/n8n/) |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise) | 50,749 | Established OSS vendor in LLM tooling | Visual builder for agents, RAG, and workflows | You want a visual control plane rather than a pure-code framework | Situational primary stack | Pair with [LocalAI](https://github.com/mudler/LocalAI), [Supabase](../../tools/infrastructure/supabase/), or [n8n](../../services/n8n/) |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise) | 50,749 | Established OSS vendor in LLM tooling | Visual builder for agents, RAG, and workflows | You want a visual control plane rather than a pure-code framework | Situational primary stack | Pair with [LocalAI](https://github.com/mudler/LocalAI), [Supabase](../../tools/infrastructure/supabase/), or [n8n](../../services/n8n/) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": "49821",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [mem0ai/mem0](https://github.com/mem0ai/mem0) | 49,821 | Focused startup with clear category fit | Durable memory layer for agents | Your agents need persistent user/task/project memory | Pair with others | Pair with [browser-use](https://github.com/browser-use/browser-use), [deer-flow](https://github.com/bytedance/deer-flow), or coding agents |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [mem0ai/mem0](https://github.com/mem0ai/mem0) | 49,821 | Focused startup with clear category fit | Durable memory layer for agents | Your agents need persistent user/task/project memory | Pair with others | Pair with [browser-use](https://github.com/browser-use/browser-use), [deer-flow](https://github.com/bytedance/deer-flow), or coding agents |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [mem0ai/mem0](https://github.com/mem0ai/mem0) | 49,821 | Focused startup with clear category fit | Durable memory layer for agents | Your agents need persistent user/task/project memory | Pair with others | Pair with [browser-use](https://github.com/browser-use/browser-use), [deer-flow](https://github.com/bytedance/deer-flow), or coding agents |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "context7",
   "repository": "https://github.com/upstash/context7",
   "stars": "49032",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [upstash/context7](https://github.com/upstash/context7) | 49,032 | Strong devtools company reputation | Fresh documentation/context retrieval for LLMs and coding agents | Agents need current library docs instead of stale model memory | Always consider for coding agents | Pair with [opencode](https://github.com/anomalyco/opencode), [Claude Code](../../tools/development_ops/claude-code/), and [superpowers](https://github.com/obra/superpowers) |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [upstash/context7](https://github.com/upstash/context7) | 49,032 | Strong devtools company reputation | Fresh documentation/context retrieval for LLMs and coding agents | Agents need current library docs instead of stale model memory | Always consider for coding agents | Pair with [opencode](https://github.com/anomalyco/opencode), [Claude Code](../../tools/development_ops/claude-code/), and [superpowers](https://github.com/obra/superpowers) |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [upstash/context7](https://github.com/upstash/context7) | 49,032 | Strong devtools company reputation | Fresh documentation/context retrieval for LLMs and coding agents | Agents need current library docs instead of stale model memory | Always consider for coding agents | Pair with [opencode](https://github.com/anomalyco/opencode), [Claude Code](../../tools/development_ops/claude-code/), and [superpowers](https://github.com/obra/superpowers) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "awesome-claude-skills",
   "repository": "https://github.com/ComposioHQ/awesome-claude-skills",
   "stars": "44053",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [ComposioHQ/awesome-claude-skills](https://github.com/ComposioHQ/awesome-claude-skills) | 44,053 | Strong org and broad ecosystem presence | Discovery index for Claude skill packs and workflow resources | You want to survey the skills ecosystem quickly | Pair with others | Pair with [anthropics/skills](https://github.com/anthropics/skills) and [superpowers](https://github.com/obra/superpowers) |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [ComposioHQ/awesome-claude-skills](https://github.com/ComposioHQ/awesome-claude-skills) | 44,053 | Strong org and broad ecosystem presence | Discovery index for Claude skill packs and workflow resources | You want to survey the skills ecosystem quickly | Pair with others | Pair with [anthropics/skills](https://github.com/anthropics/skills) and [superpowers](https://github.com/obra/superpowers) |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [ComposioHQ/awesome-claude-skills](https://github.com/ComposioHQ/awesome-claude-skills) | 44,053 | Strong org and broad ecosystem presence | Discovery index for Claude skill packs and workflow resources | You want to survey the skills ecosystem quickly | Pair with others | Pair with [anthropics/skills](https://github.com/anthropics/skills) and [superpowers](https://github.com/obra/superpowers) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "LocalAI",
   "repository": "https://github.com/mudler/LocalAI",
   "stars": "43605",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [mudler/LocalAI](https://github.com/mudler/LocalAI) | 43,605 | Well-known OSS local-AI project | OpenAI-compatible local inference stack | You want local/self-hosted inference with broad provider compatibility | Situational primary stack | Pair with [llmfit](https://github.com/AlexsJones/llmfit), [Flowise](https://github.com/FlowiseAI/Flowise), and [Supabase](../../tools/infrastructure/supabase/) |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [mudler/LocalAI](https://github.com/mudler/LocalAI) | 43,605 | Well-known OSS local-AI project | OpenAI-compatible local inference stack | You want local/self-hosted inference with broad provider compatibility | Situational primary stack | Pair with [llmfit](https://github.com/AlexsJones/llmfit), [Flowise](https://github.com/FlowiseAI/Flowise), and [Supabase](../../tools/infrastructure/supabase/) |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [mudler/LocalAI](https://github.com/mudler/LocalAI) | 43,605 | Well-known OSS local-AI project | OpenAI-compatible local inference stack | You want local/self-hosted inference with broad provider compatibility | Situational primary stack | Pair with [llmfit](https://github.com/AlexsJones/llmfit), [Flowise](https://github.com/FlowiseAI/Flowise), and [Supabase](../../tools/infrastructure/supabase/) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "agency-agents",
   "repository": "https://github.com/msitarzewski/agency-agents",
   "stars": "43446",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [msitarzewski/agency-agents](https://github.com/msitarzewski/agency-agents) | 43,446 | Strong community-maintained prompt/agent pack | A packaged \"AI agency\" roster of specialist agents | You want pre-shaped specialist roles for marketing/content/ops | Situational | Pair with [n8n](../../services/n8n/), [Claude Code](../../tools/development_ops/claude-code/), and your own SOPs |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [msitarzewski/agency-agents](https://github.com/msitarzewski/agency-agents) | 43,446 | Strong community-maintained prompt/agent pack | A packaged \"AI agency\" roster of specialist agents | You want pre-shaped specialist roles for marketing/content/ops | Situational | Pair with [n8n](../../services/n8n/), [Claude Code](../../tools/development_ops/claude-code/), and your own SOPs |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [msitarzewski/agency-agents](https://github.com/msitarzewski/agency-agents) | 43,446 | Strong community-maintained prompt/agent pack | A packaged \"AI agency\" roster of specialist agents | You want pre-shaped specialist roles for marketing/content/ops | Situational | Pair with [n8n](../../services/n8n/), [Claude Code](../../tools/development_ops/claude-code/), and your own SOPs |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "claude-cookbooks",
   "repository": "https://github.com/anthropics/claude-cookbooks",
   "stars": "34951",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [anthropics/claude-cookbooks](https://github.com/anthropics/claude-cookbooks) | 34,951 | Top-tier lab; first-party | Concrete implementation examples for building with Claude | You want to build with Claude from examples rather than guess from API docs | Always consider for Claude stacks | Pair with [anthropics/skills](https://github.com/anthropics/skills) and [superpowers](https://github.com/obra/superpowers) |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [anthropics/claude-cookbooks](https://github.com/anthropics/claude-cookbooks) | 34,951 | Top-tier lab; first-party | Concrete implementation examples for building with Claude | You want to build with Claude from examples rather than guess from API docs | Always consider for Claude stacks | Pair with [anthropics/skills](https://github.com/anthropics/skills) and [superpowers](https://github.com/obra/superpowers) |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [anthropics/claude-cookbooks](https://github.com/anthropics/claude-cookbooks) | 34,951 | Top-tier lab; first-party | Concrete implementation examples for building with Claude | You want to build with Claude from examples rather than guess from API docs | Always consider for Claude stacks | Pair with [anthropics/skills](https://github.com/anthropics/skills) and [superpowers](https://github.com/obra/superpowers) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "langextract",
   "repository": "https://github.com/google/langextract",
   "stars": "34701",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [google/langextract](https://github.com/google/langextract) | 34,701 | Top-tier lab | Structured extraction with grounding and visualization | You need reliable extraction from unstructured text, not general chat | Pair with others | Pair with [NotebookLM](../../tools/ai_knowledge/notebooklm/), [Supabase](../../tools/infrastructure/supabase/), or document pipelines |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [google/langextract](https://github.com/google/langextract) | 34,701 | Top-tier lab | Structured extraction with grounding and visualization | You need reliable extraction from unstructured text, not general chat | Pair with others | Pair with [NotebookLM](../../tools/ai_knowledge/notebooklm/), [Supabase](../../tools/infrastructure/supabase/), or document pipelines |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [google/langextract](https://github.com/google/langextract) | 34,701 | Top-tier lab | Structured extraction with grounding and visualization | You need reliable extraction from unstructured text, not general chat | Pair with others | Pair with [NotebookLM](../../tools/ai_knowledge/notebooklm/), [Supabase](../../tools/infrastructure/supabase/), or document pipelines |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "autoresearch",
   "repository": "https://github.com/karpathy/autoresearch",
   "stars": "33913",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [karpathy/autoresearch](https://github.com/karpathy/autoresearch) | 33,913 | Top-tier individual researcher | Minimal, research-oriented autonomous iteration loop | You want to study compact research-agent loops | Situational | Pair with [deer-flow](https://github.com/bytedance/deer-flow) ideas or [Tavily](../../tools/providers/tavily/) |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [karpathy/autoresearch](https://github.com/karpathy/autoresearch) | 33,913 | Top-tier individual researcher | Minimal, research-oriented autonomous iteration loop | You want to study compact research-agent loops | Situational | Pair with [deer-flow](https://github.com/bytedance/deer-flow) ideas or [Tavily](../../tools/providers/tavily/) |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [karpathy/autoresearch](https://github.com/karpathy/autoresearch) | 33,913 | Top-tier individual researcher | Minimal, research-oriented autonomous iteration loop | You want to study compact research-agent loops | Situational | Pair with [deer-flow](https://github.com/bytedance/deer-flow) ideas or [Tavily](../../tools/providers/tavily/) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "agents",
   "repository": "https://github.com/wshobson/agents",
   "stars": "31235",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [wshobson/agents](https://github.com/wshobson/agents) | 31,235 | Strong solo maintainer with practical Claude Code focus | Multi-agent orchestration and subagent workflows for Claude Code | You want ready-made multi-agent structure on top of Claude Code | Situational primary stack | Pair with [anthropics/skills](https://github.com/anthropics/skills), [superpowers](https://github.com/obra/superpowers), and [context7](https://github.com/upstash/context7) |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [wshobson/agents](https://github.com/wshobson/agents) | 31,235 | Strong solo maintainer with practical Claude Code focus | Multi-agent orchestration and subagent workflows for Claude Code | You want ready-made multi-agent structure on top of Claude Code | Situational primary stack | Pair with [anthropics/skills](https://github.com/anthropics/skills), [superpowers](https://github.com/obra/superpowers), and [context7](https://github.com/upstash/context7) |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [wshobson/agents](https://github.com/wshobson/agents) | 31,235 | Strong solo maintainer with practical Claude Code focus | Multi-agent orchestration and subagent workflows for Claude Code | You want ready-made multi-agent structure on top of Claude Code | Situational primary stack | Pair with [anthropics/skills](https://github.com/anthropics/skills), [superpowers](https://github.com/obra/superpowers), and [context7](https://github.com/upstash/context7) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "deer-flow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": "30532",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [bytedance/deer-flow](https://github.com/bytedance/deer-flow) | 30,532 | Top-tier product organization with strong AI engineering capability | Researches, codes, and creates through a super-agent harness with tools, memories, and subagents | You want a modern research/coding harness rather than a simple chatbot | Situational primary stack | Pair with [Tavily](../../tools/providers/tavily/), [mem0](https://github.com/mem0ai/mem0), and [browser-use](https://github.com/browser-use/browser-use) |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [bytedance/deer-flow](https://github.com/bytedance/deer-flow) | 30,532 | Top-tier product organization with strong AI engineering capability | Researches, codes, and creates through a super-agent harness with tools, memories, and subagents | You want a modern research/coding harness rather than a simple chatbot | Situational primary stack | Pair with [Tavily](../../tools/providers/tavily/), [mem0](https://github.com/mem0ai/mem0), and [browser-use](https://github.com/browser-use/browser-use) |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [bytedance/deer-flow](https://github.com/bytedance/deer-flow) | 30,532 | Top-tier product organization with strong AI engineering capability | Researches, codes, and creates through a super-agent harness with tools, memories, and subagents | You want a modern research/coding harness rather than a simple chatbot | Situational primary stack | Pair with [Tavily](../../tools/providers/tavily/), [mem0](https://github.com/mem0ai/mem0), and [browser-use](https://github.com/browser-use/browser-use) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "get-shit-done",
   "repository": "https://github.com/gsd-build/get-shit-done",
   "stars": "30028",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [gsd-build/get-shit-done](https://github.com/gsd-build/get-shit-done) | 30,028 | Strong emerging org around spec-driven Claude workflows | Meta-prompting and spec-driven development system for Claude Code | You want a lighter-weight alternative to Superpowers-style rigor | Situational | Pair with [anthropics/skills](https://github.com/anthropics/skills) and [context7](https://github.com/upstash/context7) |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [gsd-build/get-shit-done](https://github.com/gsd-build/get-shit-done) | 30,028 | Strong emerging org around spec-driven Claude workflows | Meta-prompting and spec-driven development system for Claude Code | You want a lighter-weight alternative to Superpowers-style rigor | Situational | Pair with [anthropics/skills](https://github.com/anthropics/skills) and [context7](https://github.com/upstash/context7) |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [gsd-build/get-shit-done](https://github.com/gsd-build/get-shit-done) | 30,028 | Strong emerging org around spec-driven Claude workflows | Meta-prompting and spec-driven development system for Claude Code | You want a lighter-weight alternative to Superpowers-style rigor | Situational | Pair with [anthropics/skills](https://github.com/anthropics/skills) and [context7](https://github.com/upstash/context7) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "claude-code-router",
   "repository": "https://github.com/musistudio/claude-code-router",
   "stars": "29650",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [musistudio/claude-code-router](https://github.com/musistudio/claude-code-router) | 29,650 | Strong community utility with clear operational value | Model/provider routing layer for Claude Code | You want to keep the Claude Code UX while swapping model backends or cost profiles | Pair with others | Pair with [cc-switch](https://github.com/farion1231/cc-switch), [LocalAI](https://github.com/mudler/LocalAI), and [OpenRouter](../../tools/ai_knowledge/openrouter/) |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [musistudio/claude-code-router](https://github.com/musistudio/claude-code-router) | 29,650 | Strong community utility with clear operational value | Model/provider routing layer for Claude Code | You want to keep the Claude Code UX while swapping model backends or cost profiles | Pair with others | Pair with [cc-switch](https://github.com/farion1231/cc-switch), [LocalAI](https://github.com/mudler/LocalAI), and [OpenRouter](../../tools/ai_knowledge/openrouter/) |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [musistudio/claude-code-router](https://github.com/musistudio/claude-code-router) | 29,650 | Strong community utility with clear operational value | Model/provider routing layer for Claude Code | You want to keep the Claude Code UX while swapping model backends or cost profiles | Pair with others | Pair with [cc-switch](https://github.com/farion1231/cc-switch), [LocalAI](https://github.com/mudler/LocalAI), and [OpenRouter](../../tools/ai_knowledge/openrouter/) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "cc-switch",
   "repository": "https://github.com/farion1231/cc-switch",
   "stars": "28132",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [farion1231/cc-switch](https://github.com/farion1231/cc-switch) | 28,132 | Strong community desktop utility | Desktop control plane for switching across Claude Code, Codex, OpenCode, OpenClaw, and Gemini CLI | You actively use multiple coding agents and want one switchboard | Pair with others | Pair with [claude-code-router](https://github.com/musistudio/claude-code-router) and [anthropics/skills](https://github.com/anthropics/skills) |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [farion1231/cc-switch](https://github.com/farion1231/cc-switch) | 28,132 | Strong community desktop utility | Desktop control plane for switching across Claude Code, Codex, OpenCode, OpenClaw, and Gemini CLI | You actively use multiple coding agents and want one switchboard | Pair with others | Pair with [claude-code-router](https://github.com/musistudio/claude-code-router) and [anthropics/skills](https://github.com/anthropics/skills) |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [farion1231/cc-switch](https://github.com/farion1231/cc-switch) | 28,132 | Strong community desktop utility | Desktop control plane for switching across Claude Code, Codex, OpenCode, OpenClaw, and Gemini CLI | You actively use multiple coding agents and want one switchboard | Pair with others | Pair with [claude-code-router](https://github.com/musistudio/claude-code-router) and [anthropics/skills](https://github.com/anthropics/skills) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "agenticSeek",
   "repository": "https://github.com/Fosowl/agenticSeek",
   "stars": "25504",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [Fosowl/agenticSeek](https://github.com/Fosowl/agenticSeek) | 25,504 | Strong solo maintainer, local-first niche | Fully local autonomous agent positioned as a local Manus-style system | You want local-only autonomous browsing/coding without paid APIs | Situational primary stack | Pair with [LocalAI](https://github.com/mudler/LocalAI), [llmfit](https://github.com/AlexsJones/llmfit), and [browser-use](https://github.com/browser-use/browser-use) |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [Fosowl/agenticSeek](https://github.com/Fosowl/agenticSeek) | 25,504 | Strong solo maintainer, local-first niche | Fully local autonomous agent positioned as a local Manus-style system | You want local-only autonomous browsing/coding without paid APIs | Situational primary stack | Pair with [LocalAI](https://github.com/mudler/LocalAI), [llmfit](https://github.com/AlexsJones/llmfit), and [browser-use](https://github.com/browser-use/browser-use) |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [Fosowl/agenticSeek](https://github.com/Fosowl/agenticSeek) | 25,504 | Strong solo maintainer, local-first niche | Fully local autonomous agent positioned as a local Manus-style system | You want local-only autonomous browsing/coding without paid APIs | Situational primary stack | Pair with [LocalAI](https://github.com/mudler/LocalAI), [llmfit](https://github.com/AlexsJones/llmfit), and [browser-use](https://github.com/browser-use/browser-use) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "cli",
   "repository": "https://github.com/googleworkspace/cli",
   "stars": "20276",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [googleworkspace/cli](https://github.com/googleworkspace/cli) | 20,276 | Top-tier platform team | Single CLI for Workspace automation across Drive, Gmail, Calendar, Docs, Sheets, Chat, and Admin | Google Workspace is a core operating surface for your business | Always consider for Workspace-heavy ops | Pair with [n8n](../../services/n8n/), [Gemini Canvas](../../tools/ai_knowledge/gemini-canvas/), and agent skills |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [googleworkspace/cli](https://github.com/googleworkspace/cli) | 20,276 | Top-tier platform team | Single CLI for Workspace automation across Drive, Gmail, Calendar, Docs, Sheets, Chat, and Admin | Google Workspace is a core operating surface for your business | Always consider for Workspace-heavy ops | Pair with [n8n](../../services/n8n/), [Gemini Canvas](../../tools/ai_knowledge/gemini-canvas/), and agent skills |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [googleworkspace/cli](https://github.com/googleworkspace/cli) | 20,276 | Top-tier platform team | Single CLI for Workspace automation across Drive, Gmail, Calendar, Docs, Sheets, Chat, and Admin | Google Workspace is a core operating surface for your business | Always consider for Workspace-heavy ops | Pair with [n8n](../../services/n8n/), [Gemini Canvas](../../tools/ai_knowledge/gemini-canvas/), and agent skills |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "devika",
   "repository": "https://github.com/stitionai/devika",
   "stars": "19495",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [stitionai/devika](https://github.com/stitionai/devika) | 19,495 | Well-known open-source Devin-style project | Open-source \"agentic software engineer\" stack | You want a self-hosted autonomous SWE agent product surface | Situational primary stack | Pair with [context7](https://github.com/upstash/context7) and code-review guardrails |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [stitionai/devika](https://github.com/stitionai/devika) | 19,495 | Well-known open-source Devin-style project | Open-source \"agentic software engineer\" stack | You want a self-hosted autonomous SWE agent product surface | Situational primary stack | Pair with [context7](https://github.com/upstash/context7) and code-review guardrails |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [stitionai/devika](https://github.com/stitionai/devika) | 19,495 | Well-known open-source Devin-style project | Open-source \"agentic software engineer\" stack | You want a self-hosted autonomous SWE agent product surface | Situational primary stack | Pair with [context7](https://github.com/upstash/context7) and code-review guardrails |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "llmfit",
   "repository": "https://github.com/AlexsJones/llmfit",
   "stars": "16612",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [AlexsJones/llmfit](https://github.com/AlexsJones/llmfit) | 16,612 | Strong individual utility maintainer | Hardware/model fit calculator across many providers and models | You need to know what can run on your machine before building locally | Pair with others | Pair with [LocalAI](https://github.com/mudler/LocalAI), [Ollama](../../services/ollama/), or [LM Studio](../tools/ai_knowledge/lm-studio.md) |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [AlexsJones/llmfit](https://github.com/AlexsJones/llmfit) | 16,612 | Strong individual utility maintainer | Hardware/model fit calculator across many providers and models | You need to know what can run on your machine before building locally | Pair with others | Pair with [LocalAI](https://github.com/mudler/LocalAI), [Ollama](../../services/ollama/), or [LM Studio](../tools/ai_knowledge/lm-studio.md) |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [AlexsJones/llmfit](https://github.com/AlexsJones/llmfit) | 16,612 | Strong individual utility maintainer | Hardware/model fit calculator across many providers and models | You need to know what can run on your machine before building locally | Pair with others | Pair with [LocalAI](https://github.com/mudler/LocalAI), [Ollama](../../services/ollama/), or [LM Studio](../tools/ai_knowledge/lm-studio.md) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "claude-code-best-practice",
   "repository": "https://github.com/shanraisshan/claude-code-best-practice",
   "stars": "16043",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [shanraisshan/claude-code-best-practice](https://github.com/shanraisshan/claude-code-best-practice) | 16,043 | Community-maintained playbook repo | Practical conventions and prompts for using Claude Code more effectively | You want field-tested workflow ideas without adopting a whole framework | Pair with others | Pair with [superpowers](https://github.com/obra/superpowers) or [get-shit-done](https://github.com/gsd-build/get-shit-done) |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [shanraisshan/claude-code-best-practice](https://github.com/shanraisshan/claude-code-best-practice) | 16,043 | Community-maintained playbook repo | Practical conventions and prompts for using Claude Code more effectively | You want field-tested workflow ideas without adopting a whole framework | Pair with others | Pair with [superpowers](https://github.com/obra/superpowers) or [get-shit-done](https://github.com/gsd-build/get-shit-done) |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [shanraisshan/claude-code-best-practice](https://github.com/shanraisshan/claude-code-best-practice) | 16,043 | Community-maintained playbook repo | Practical conventions and prompts for using Claude Code more effectively | You want field-tested workflow ideas without adopting a whole framework | Pair with others | Pair with [superpowers](https://github.com/obra/superpowers) or [get-shit-done](https://github.com/gsd-build/get-shit-done) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/knowledge_base/starred_ai_agent_repos",
   "title": "Starred AI / Agent Repositories Over 10K Stars",
   "project": "plandex",
   "repository": "https://github.com/plandex-ai/plandex",
   "stars": "15078",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [plandex-ai/plandex](https://github.com/plandex-ai/plandex) | 15,078 | Focused OSS vendor | Open-source AI coding agent aimed at real-world, large-project work | You want a terminal-first coding agent designed for bigger codebases | Situational primary stack | Pair with [context7](https://github.com/upstash/context7), [browser-use](https://github.com/browser-use/browser-use), and repo-specific planning conventions |"
   ],
   "repository_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [plandex-ai/plandex](https://github.com/plandex-ai/plandex) | 15,078 | Focused OSS vendor | Open-source AI coding agent aimed at real-world, large-project work | You want a terminal-first coding agent designed for bigger codebases | Situational primary stack | Pair with [context7](https://github.com/upstash/context7), [browser-use](https://github.com/browser-use/browser-use), and repo-specific planning conventions |"
   ],
   "stars_evidence": [
    "# Starred AI / Agent Repositories Over 10K Stars\u00b6",
    "This page summarizes the AI and agent-related repositories from your GitHub stars that currently have more than 10,000 GitHub stars.",
    "## Decision table\u00b6",
    "| Repo | Stars | Reputation | Core value | Use when | Default stance | Best combinations |",
    "| [plandex-ai/plandex](https://github.com/plandex-ai/plandex) | 15,078 | Focused OSS vendor | Open-source AI coding agent aimed at real-world, large-project work | You want a terminal-first coding agent designed for bigger codebases | Situational primary stack | Pair with [context7](https://github.com/upstash/context7), [browser-use](https://github.com/browser-use/browser-use), and repo-specific planning conventions |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/multi-agent-orchestration-frameworks-2026",
   "title": "Multi-Agent Orchestration Frameworks 2026",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 2026 Multi-Agent Framework Landscape",
    "Framework Comparison Matrix",
    "| Framework | Production maturity | Multi-agent patterns | Observability | Best for |",
    "| [LangGraph](https://github.com/langchain-ai/langgraph) | High | Graph-state machine, supervisor | LangSmith integration | Enterprise production |"
   ],
   "repository_evidence": [
    "## The 2026 Multi-Agent Framework Landscape",
    "Framework Comparison Matrix",
    "| Framework | Production maturity | Multi-agent patterns | Observability | Best for |",
    "| [LangGraph](https://github.com/langchain-ai/langgraph) | High | Graph-state machine, supervisor | LangSmith integration | Enterprise production |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/multi-agent-orchestration-frameworks-2026",
   "title": "Multi-Agent Orchestration Frameworks 2026",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 2026 Multi-Agent Framework Landscape",
    "Framework Comparison Matrix",
    "| Framework | Production maturity | Multi-agent patterns | Observability | Best for |",
    "| [CrewAI](https://github.com/crewAIInc/crewAI) | Medium | Role-based crews, hierarchical | Basic logging | Rapid prototyping |"
   ],
   "repository_evidence": [
    "## The 2026 Multi-Agent Framework Landscape",
    "Framework Comparison Matrix",
    "| Framework | Production maturity | Multi-agent patterns | Observability | Best for |",
    "| [CrewAI](https://github.com/crewAIInc/crewAI) | Medium | Role-based crews, hierarchical | Basic logging | Rapid prototyping |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/multi-agent-orchestration-frameworks-2026",
   "title": "Multi-Agent Orchestration Frameworks 2026",
   "project": "Microsoft AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 2026 Multi-Agent Framework Landscape",
    "Framework Comparison Matrix",
    "| Framework | Production maturity | Multi-agent patterns | Observability | Best for |",
    "| [Microsoft AutoGen](https://github.com/microsoft/autogen) | Medium | Conversational agents, debate | OpenTelemetry integration | Research and academia |"
   ],
   "repository_evidence": [
    "## The 2026 Multi-Agent Framework Landscape",
    "Framework Comparison Matrix",
    "| Framework | Production maturity | Multi-agent patterns | Observability | Best for |",
    "| [Microsoft AutoGen](https://github.com/microsoft/autogen) | Medium | Conversational agents, debate | OpenTelemetry integration | Research and academia |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/multi-agent-orchestration-frameworks-2026",
   "title": "Multi-Agent Orchestration Frameworks 2026",
   "project": "OpenAI Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 2026 Multi-Agent Framework Landscape",
    "Framework Comparison Matrix",
    "| Framework | Production maturity | Multi-agent patterns | Observability | Best for |",
    "| [OpenAI Swarm](https://github.com/openai/swarm) | Low (experimental) | Handoff pattern | Minimal | Narrow handoff flows |"
   ],
   "repository_evidence": [
    "## The 2026 Multi-Agent Framework Landscape",
    "Framework Comparison Matrix",
    "| Framework | Production maturity | Multi-agent patterns | Observability | Best for |",
    "| [OpenAI Swarm](https://github.com/openai/swarm) | Low (experimental) | Handoff pattern | Minimal | Narrow handoff flows |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/shamylbm/inside-openclaw-a-technical-deep-dive-into-the-open-source-agent-framework-powering-77-channels-470i",
   "title": "Inside OpenClaw: A Technical Deep-Dive Into the Open-Source Agent Framework Powering 77+ Channels",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside OpenClaw: A Technical Deep-Dive Into the Open-Source Agent Framework Powering 77+ Channels",
    "Most AI agent frameworks treat the chat interface as an afterthought.",
    "You build a clever agent in LangChain or AutoGen, then bolt on a Slack bot or a web chat widget as a thin delivery layer."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/shamylbm/inside-openclaw-a-technical-deep-dive-into-the-open-source-agent-framework-powering-77-channels-470i",
   "title": "Inside OpenClaw: A Technical Deep-Dive Into the Open-Source Agent Framework Powering 77+ Channels",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside OpenClaw: A Technical Deep-Dive Into the Open-Source Agent Framework Powering 77+ Channels",
    "Most AI agent frameworks treat the chat interface as an afterthought.",
    "You build a clever agent in LangChain or AutoGen, then bolt on a Slack bot or a web chat widget as a thin delivery layer."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://scored.tools/blog/best-open-source-ai-automation-tools-2026",
   "title": "Best Open Source AI Automation Tools 2026: Honest Rankings",
   "project": "n8n",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source AI Automation Tools 2026: Honest Rankings",
    "## 1. n8n \u2014 Score: 9.0",
    "[n8n](/tools/n8n/) is still the one to beat."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://scored.tools/blog/best-open-source-ai-automation-tools-2026",
   "title": "Best Open Source AI Automation Tools 2026: Honest Rankings",
   "project": "Langflow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source AI Automation Tools 2026: Honest Rankings",
    "## 2. Langflow \u2014 Score: 8.2",
    "[Langflow](/tools/langflow/) is the cleanest visual builder for LangChain-style agent and RAG pipelines."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://scored.tools/blog/best-open-source-ai-automation-tools-2026",
   "title": "Best Open Source AI Automation Tools 2026: Honest Rankings",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source AI Automation Tools 2026: Honest Rankings",
    "## 3. Flowise \u2014 Score: 7.8",
    "[Flowise](/tools/flowise/) occupies the same neighborhood as Langflow but with broader LLM provider coverage and a simpler deployment story."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://scored.tools/blog/best-open-source-ai-automation-tools-2026",
   "title": "Best Open Source AI Automation Tools 2026: Honest Rankings",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source AI Automation Tools 2026: Honest Rankings",
    "## 4. Dify \u2014 Score: 7.8",
    "[Dify](/tools/dify/) is the most opinionated tool in this list and it benefits from that opinion."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://scored.tools/blog/best-open-source-ai-automation-tools-2026",
   "title": "Best Open Source AI Automation Tools 2026: Honest Rankings",
   "project": "Sim",
   "repository": null,
   "stars": null,
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   "project_evidence": [
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   "stars_evidence": null,
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   "stars": null,
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   "project_evidence": [
    "# AI agent frameworks",
    "[### Agno\nHigh-performance Python framework for multi-modal agents and teams\nPython MPL-2.0 orchestration ](/frameworks/agno/)"
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    "# AI agent frameworks",
    "[### AutoGen\nMicrosoft's multi-agent conversation framework with role-based agents and tool use\nPython MIT orchestration ](/frameworks/autogen/)"
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    "# AI agent frameworks",
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    "# AI agent frameworks",
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    "# AI agent frameworks",
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    "# AI agent frameworks",
    "[### Haystack\nThe pipeline-first AI framework built for European enterprises and production RAG\nPython Apache-2.0 orchestration ](/frameworks/haystack/)"
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    "# AI agent frameworks",
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    "# AI agent frameworks",
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    "# AI agent frameworks",
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    "# AI agent frameworks",
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    "# AI agent frameworks",
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    "# AI agent frameworks",
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    "# AI agent frameworks",
    "[### LiveKit Agents\nReal-time voice and video AI agents built on WebRTC infrastructure\nPython Apache-2.0 voice ](/frameworks/livekit-agents/)"
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    "# AI agent frameworks",
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    "# AI agent frameworks",
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    "# AI agent frameworks",
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    "# AI agent frameworks",
    "[### Phidata\nPython agent framework, now superseded by Agno\nPython Mozilla Public License 2.0 orchestration ](/frameworks/phidata/)"
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    "# AI agent frameworks",
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    "# AI agent frameworks",
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   "url": "https://agentbrisk.com/frameworks",
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    "[### smolagents\nHuggingFace's minimal agent framework where the LLM writes Python, not JSON\nPython Apache-2.0 orchestration ](/frameworks/smolagents/)"
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   "url": "https://agentbrisk.com/frameworks",
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   "project_evidence": [
    "# AI agent frameworks",
    "[### Swarms\nEnterprise multi-agent orchestration framework for building large-scale cooperative agent swarms\nPython Apache-2.0 multi-agent ](/frameworks/swarms/)"
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   "repository_evidence": null,
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  {
   "url": "https://agentbrisk.com/frameworks",
   "title": "AI Agent Frameworks: Open-Source Toolkits for Builders | Agentbrisk",
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   "stars": null,
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   "project_evidence": [
    "# AI agent frameworks",
    "[### VoltAgent\nTypeScript agent framework with built-in VoltOps observability for production AI systems\nTypeScript MIT orchestration ](/frameworks/voltagent/)"
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   "stars_evidence": null,
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   "url": "https://aws.amazon.com/solutions/case-studies/dify-lambda-case-study?refid=ep_card&trk=ap_card",
   "title": "Building a Scalable and Secure Plugin Platform for Generative AI Using AWS Lambda with Dify",
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   "repository": null,
   "stars": "100000",
   "description": null,
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    "Dify is an open-source platform for developing large language model applications."
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   "url": "https://fungies.io/ai-agent-frameworks-langchain-crewai-autogen-2026",
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    "### 1. LangGraph: The Power User\u2019s Choice",
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   ],
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    "- [LangGraph GitHub Repository](https://github.com/langchain-ai/langgraph)"
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    "Feature Comparison: LangGraph vs CrewAI vs AutoGen",
    "| Feature | LangGraph | CrewAI | AutoGen |",
    "| **GitHub Stars** | 21,000+ | 8,500+ | 35,000+ |"
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   "url": "https://fungies.io/ai-agent-frameworks-langchain-crewai-autogen-2026",
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    "### 2. CrewAI: Business Automation Made Simple",
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   ],
   "repository_evidence": [
    "- [CrewAI GitHub Repository](https://github.com/crewAIInc/crewAI)"
   ],
   "stars_evidence": [
    "Feature Comparison: LangGraph vs CrewAI vs AutoGen",
    "| Feature | LangGraph | CrewAI | AutoGen |",
    "| **GitHub Stars** | 21,000+ | 8,500+ | 35,000+ |"
   ],
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   "url": "https://fungies.io/ai-agent-frameworks-langchain-crewai-autogen-2026",
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    "After testing every major framework in production environments, three stand out: LangGraph (part of the LangChain ecosystem), CrewAI, and Microsoft\u2019s AutoGen.",
    "### 3. AutoGen: Microsoft\u2019s Research Powerhouse",
    "Microsoft\u2019s AutoGen is the most academically rigorous of the three."
   ],
   "repository_evidence": [
    "- [AutoGen GitHub Repository](https://github.com/microsoft/autogen)"
   ],
   "stars_evidence": [
    "Feature Comparison: LangGraph vs CrewAI vs AutoGen",
    "| Feature | LangGraph | CrewAI | AutoGen |",
    "| **GitHub Stars** | 21,000+ | 8,500+ | 35,000+ |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://readsignal.io/article/claude-agent-sdk-default-ai-development-platform",
   "title": "The Claude Agent SDK Is Quietly Becoming the Default AI Development Platform",
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   "repository": null,
   "stars": "34200",
   "description": null,
   "license": null,
   "project_evidence": [
    "The Claude Agent SDK \\u2014 Anthropic\\u2019s first-party framework for building AI agent applications \\u2014 surpassed LangChain in weekly npm downloads for the first time.",
    "# The Claude Agent SDK Is Quietly Becoming the Default AI Development Platform",
    "The AI agent framework market has consolidated around five major options.",
    "| Feature | Claude Agent SDK | LangChain | CrewAI | AutoGen (Microsoft) | Semantic Kernel (Microsoft) |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "- **Claude Agent SDK GitHub stars:** 34,200 (fastest-growing AI dev repo in 2026)",
    "# The Numbers Nobody Is Talking About",
    "Here are the numbers as of Q1 2026:",
    "The AI agent framework market has consolidated around five major options.",
    "| Feature | Claude Agent SDK | LangChain | CrewAI | AutoGen (Microsoft) | Semantic Kernel (Microsoft) |",
    "| **GitHub Stars** | 34.2K | 91K | 22.8K | 36.1K | 22.4K |"
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   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://readsignal.io/article/claude-agent-sdk-default-ai-development-platform",
   "title": "The Claude Agent SDK Is Quietly Becoming the Default AI Development Platform",
   "project": "LangChain",
   "repository": null,
   "stars": "91000",
   "description": null,
   "license": null,
   "project_evidence": [
    "The Claude Agent SDK \\u2014 Anthropic\\u2019s first-party framework for building AI agent applications \\u2014 surpassed LangChain in weekly npm downloads for the first time.",
    "# The Claude Agent SDK Is Quietly Becoming the Default AI Development Platform",
    "The AI agent framework market has consolidated around five major options.",
    "| Feature | Claude Agent SDK | LangChain | CrewAI | AutoGen (Microsoft) | Semantic Kernel (Microsoft) |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The Claude Agent SDK Is Quietly Becoming the Default AI Development Platform",
    "The AI agent framework market has consolidated around five major options.",
    "| Feature | Claude Agent SDK | LangChain | CrewAI | AutoGen (Microsoft) | Semantic Kernel (Microsoft) |",
    "| **GitHub Stars** | 34.2K | 91K | 22.8K | 36.1K | 22.4K |"
   ],
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://readsignal.io/article/claude-agent-sdk-default-ai-development-platform",
   "title": "The Claude Agent SDK Is Quietly Becoming the Default AI Development Platform",
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   "repository": null,
   "stars": "22800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Claude Agent SDK Is Quietly Becoming the Default AI Development Platform",
    "The AI agent framework market has consolidated around five major options.",
    "| Feature | Claude Agent SDK | LangChain | CrewAI | AutoGen (Microsoft) | Semantic Kernel (Microsoft) |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The Claude Agent SDK Is Quietly Becoming the Default AI Development Platform",
    "The AI agent framework market has consolidated around five major options.",
    "| Feature | Claude Agent SDK | LangChain | CrewAI | AutoGen (Microsoft) | Semantic Kernel (Microsoft) |",
    "| **GitHub Stars** | 34.2K | 91K | 22.8K | 36.1K | 22.4K |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://readsignal.io/article/claude-agent-sdk-default-ai-development-platform",
   "title": "The Claude Agent SDK Is Quietly Becoming the Default AI Development Platform",
   "project": "AutoGen",
   "repository": null,
   "stars": "36100",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Claude Agent SDK Is Quietly Becoming the Default AI Development Platform",
    "The AI agent framework market has consolidated around five major options.",
    "| Feature | Claude Agent SDK | LangChain | CrewAI | AutoGen (Microsoft) | Semantic Kernel (Microsoft) |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The Claude Agent SDK Is Quietly Becoming the Default AI Development Platform",
    "The AI agent framework market has consolidated around five major options.",
    "| Feature | Claude Agent SDK | LangChain | CrewAI | AutoGen (Microsoft) | Semantic Kernel (Microsoft) |",
    "| **GitHub Stars** | 34.2K | 91K | 22.8K | 36.1K | 22.4K |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://readsignal.io/article/claude-agent-sdk-default-ai-development-platform",
   "title": "The Claude Agent SDK Is Quietly Becoming the Default AI Development Platform",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "22400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Claude Agent SDK Is Quietly Becoming the Default AI Development Platform",
    "The AI agent framework market has consolidated around five major options.",
    "| Feature | Claude Agent SDK | LangChain | CrewAI | AutoGen (Microsoft) | Semantic Kernel (Microsoft) |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The Claude Agent SDK Is Quietly Becoming the Default AI Development Platform",
    "The AI agent framework market has consolidated around five major options.",
    "| Feature | Claude Agent SDK | LangChain | CrewAI | AutoGen (Microsoft) | Semantic Kernel (Microsoft) |",
    "| **GitHub Stars** | 34.2K | 91K | 22.8K | 36.1K | 22.4K |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madebyagents.com/blog/schedule-python-ai-agent-github-actions",
   "title": "How to Schedule a Python AI Agent With GitHub Actions, No Framework Needed",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "How to Schedule a Python AI Agent With GitHub Actions, No Framework Needed",
    "Open-source frameworks are not much of a lock-in risk in the commercial sense."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madebyagents.com/blog/schedule-python-ai-agent-github-actions",
   "title": "How to Schedule a Python AI Agent With GitHub Actions, No Framework Needed",
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   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "How to Schedule a Python AI Agent With GitHub Actions, No Framework Needed",
    "Open-source frameworks are not much of a lock-in risk in the commercial sense."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madebyagents.com/blog/schedule-python-ai-agent-github-actions",
   "title": "How to Schedule a Python AI Agent With GitHub Actions, No Framework Needed",
   "project": "Pydantic AI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "How to Schedule a Python AI Agent With GitHub Actions, No Framework Needed",
    "Open-source frameworks are not much of a lock-in risk in the commercial sense."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madebyagents.com/blog/schedule-python-ai-agent-github-actions",
   "title": "How to Schedule a Python AI Agent With GitHub Actions, No Framework Needed",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "How to Schedule a Python AI Agent With GitHub Actions, No Framework Needed",
    "If you want the middle ground, look at Hugging Face's [smolagents](https://www.madebyagents.com/frameworks/smolagents).",
    "The whole agent implementation is about a thousand lines and the abstractions stay close to the raw code 8."
   ],
   "repository_evidence": [
    "7. [\"smolagents\"](https://github.com/huggingface/smolagents). Hugging Face."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pondero.ai/agents/guides/dify-vs-langflow-vs-flowise-may-2026",
   "title": "Dify vs LangFlow vs Flowise: which OSS LLM-app builder fits your stack?",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Dify vs LangFlow vs Flowise: which OSS LLM-app builder fits your stack?",
    "We compared Dify, LangFlow, and Flowise on visual builder UX, RAG support, deployment, and license posture.",
    "| Dimension | Dify | LangFlow | Flowise |"
   ],
   "repository_evidence": [
    "## License + commercial-use posture",
    "**Dify (`langgenius/dify`).**",
    "*Sources: Dify repo and LICENSE ([github.com/langgenius/dify](https://github.com/langgenius/dify?utm_source=pondero.ai&utm_medium=referral&utm_campaign=dify-vs-langflow-vs-flowise-may-2026)); Dify docs ([docs.dify.ai](https://docs.dify.ai/?utm_source=pondero.ai&utm_medium=referral&utm_campaign=dify-vs-langflow-vs-flowise-may-2026)); Dify pricing ([dify.ai/pricing](https://dify.ai/pricing?utm_source=pondero.ai&utm_medium=referral&utm_campaign=dify-vs-langflow-vs-flowise-may-2026)); LangFlow repo and LICENSE ([github.com/langflow-ai/langflow](https://github.com/langflow-ai/langflow?utm_source=pondero.ai&utm_medium=referral&utm_campaign=dify-vs-langflow-vs-flowise-may-2026)); LangFlow docs ([docs.langflow.org](https://docs.langflow.org/?utm_source=pondero.ai&utm_medium=referral&utm_campaign=dify-vs-langflow-vs-flowise-may-2026)); Flowise repo and LICENSE.md ([github.com/FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise?utm_source=pondero.ai&utm_medium=referral&utm_campaign=dify-vs-langflow-vs-flowise-may-2026)); Flowise docs ([docs.flowiseai.com](https://docs.flowiseai.com/?utm_source=pondero.ai&utm_medium=referral&utm_campaign=dify-vs-langflow-vs-flowise-may-2026))."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pondero.ai/agents/guides/dify-vs-langflow-vs-flowise-may-2026",
   "title": "Dify vs LangFlow vs Flowise: which OSS LLM-app builder fits your stack?",
   "project": "LangFlow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Dify vs LangFlow vs Flowise: which OSS LLM-app builder fits your stack?",
    "We compared Dify, LangFlow, and Flowise on visual builder UX, RAG support, deployment, and license posture.",
    "| Dimension | Dify | LangFlow | Flowise |"
   ],
   "repository_evidence": [
    "## License + commercial-use posture",
    "**LangFlow (`langflow-ai/langflow`).**",
    "*Sources: Dify repo and LICENSE ([github.com/langgenius/dify](https://github.com/langgenius/dify?utm_source=pondero.ai&utm_medium=referral&utm_campaign=dify-vs-langflow-vs-flowise-may-2026)); Dify docs ([docs.dify.ai](https://docs.dify.ai/?utm_source=pondero.ai&utm_medium=referral&utm_campaign=dify-vs-langflow-vs-flowise-may-2026)); Dify pricing ([dify.ai/pricing](https://dify.ai/pricing?utm_source=pondero.ai&utm_medium=referral&utm_campaign=dify-vs-langflow-vs-flowise-may-2026)); LangFlow repo and LICENSE ([github.com/langflow-ai/langflow](https://github.com/langflow-ai/langflow?utm_source=pondero.ai&utm_medium=referral&utm_campaign=dify-vs-langflow-vs-flowise-may-2026)); LangFlow docs ([docs.langflow.org](https://docs.langflow.org/?utm_source=pondero.ai&utm_medium=referral&utm_campaign=dify-vs-langflow-vs-flowise-may-2026)); Flowise repo and LICENSE.md ([github.com/FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise?utm_source=pondero.ai&utm_medium=referral&utm_campaign=dify-vs-langflow-vs-flowise-may-2026)); Flowise docs ([docs.flowiseai.com](https://docs.flowiseai.com/?utm_source=pondero.ai&utm_medium=referral&utm_campaign=dify-vs-langflow-vs-flowise-may-2026))."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pondero.ai/agents/guides/dify-vs-langflow-vs-flowise-may-2026",
   "title": "Dify vs LangFlow vs Flowise: which OSS LLM-app builder fits your stack?",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Dify vs LangFlow vs Flowise: which OSS LLM-app builder fits your stack?",
    "We compared Dify, LangFlow, and Flowise on visual builder UX, RAG support, deployment, and license posture.",
    "| Dimension | Dify | LangFlow | Flowise |"
   ],
   "repository_evidence": [
    "## License + commercial-use posture",
    "**Flowise (`FlowiseAI/Flowise`).**",
    "*Sources: Dify repo and LICENSE ([github.com/langgenius/dify](https://github.com/langgenius/dify?utm_source=pondero.ai&utm_medium=referral&utm_campaign=dify-vs-langflow-vs-flowise-may-2026)); Dify docs ([docs.dify.ai](https://docs.dify.ai/?utm_source=pondero.ai&utm_medium=referral&utm_campaign=dify-vs-langflow-vs-flowise-may-2026)); Dify pricing ([dify.ai/pricing](https://dify.ai/pricing?utm_source=pondero.ai&utm_medium=referral&utm_campaign=dify-vs-langflow-vs-flowise-may-2026)); LangFlow repo and LICENSE ([github.com/langflow-ai/langflow](https://github.com/langflow-ai/langflow?utm_source=pondero.ai&utm_medium=referral&utm_campaign=dify-vs-langflow-vs-flowise-may-2026)); LangFlow docs ([docs.langflow.org](https://docs.langflow.org/?utm_source=pondero.ai&utm_medium=referral&utm_campaign=dify-vs-langflow-vs-flowise-may-2026)); Flowise repo and LICENSE.md ([github.com/FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise?utm_source=pondero.ai&utm_medium=referral&utm_campaign=dify-vs-langflow-vs-flowise-may-2026)); Flowise docs ([docs.flowiseai.com](https://docs.flowiseai.com/?utm_source=pondero.ai&utm_medium=referral&utm_campaign=dify-vs-langflow-vs-flowise-may-2026))."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2602.03786v1",
   "title": "Automating Sub-Agent Creation for Agentic Orchestration",
   "project": "AOrchestra",
   "repository": "https://github.com/FoundationAgents/AOrchestra",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AOrchestra: Automating Sub-Agent Creation for Agentic Orchestration",
    "The code is available at: [https://github.com/FoundationAgents/AOrchestra](https://github.com/FoundationAgents/AOrchestra)"
   ],
   "repository_evidence": [
    "# AOrchestra: Automating Sub-Agent Creation for Agentic Orchestration",
    "The code is available at: [https://github.com/FoundationAgents/AOrchestra](https://github.com/FoundationAgents/AOrchestra)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2602.03786v1",
   "title": "Automating Sub-Agent Creation for Agentic Orchestration",
   "project": "Terminal-Bench",
   "repository": "https://github.com/laude-institute/terminal-bench",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- \u2022\nTerminal Bench 2.0 (Team, 2025): Terminal-Bench evaluates agents on end-to-end, real-world workflows in a sandboxed command-line environment, graded by executable tests.",
    "Team (2025) Team, T. T.-B. Terminal-bench: A benchmark for ai agents in terminal environments, Apr 2025. URL [https://github.com/laude-institute/terminal-bench](https://github.com/laude-institute/terminal-bench)."
   ],
   "repository_evidence": [
    "- \u2022\nTerminal Bench 2.0 (Team, 2025): Terminal-Bench evaluates agents on end-to-end, real-world workflows in a sandboxed command-line environment, graded by executable tests.",
    "Team (2025) Team, T. T.-B. Terminal-bench: A benchmark for ai agents in terminal environments, Apr 2025. URL [https://github.com/laude-institute/terminal-bench](https://github.com/laude-institute/terminal-bench)."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents-2026/blob/main",
   "title": "GitHub - ARUNAGIRINATHAN-K/awesome-ai-agents-2026: Awesome AI Agents for 2026 - 300+ AI Agents, Frameworks & Coding \u2022 Creative \u2022 Voice \u2022 Research \u2022 Enterprise. Comparison guides, benchmarks & deep dives",
   "project": "Agency Swarm",
   "repository": "https://github.com/VRSEN/agency-swarm",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [Agency Swarm](https://github.com/VRSEN/agency-swarm) - Orchestrates multi-agent systems built on the OpenAI Assistants API with role-based collaboration (\ud83c\udff7\ufe0f `Python``OpenAI``SDK`)."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [Agency Swarm](https://github.com/VRSEN/agency-swarm) - Orchestrates multi-agent systems built on the OpenAI Assistants API with role-based collaboration (\ud83c\udff7\ufe0f `Python``OpenAI``SDK`)."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
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    "## Orchestration Frameworks",
    "- [PraisonAI](https://github.com/MervinPraison/PraisonAI) - Production multi-agent framework with self-reflection, MCP integration, and workflow automation (\ud83c\udff7\ufe0f `Python``Multi-Agent``CLI`)."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [PraisonAI](https://github.com/MervinPraison/PraisonAI) - Production multi-agent framework with self-reflection, MCP integration, and workflow automation (\ud83c\udff7\ufe0f `Python``Multi-Agent``CLI`)."
   ],
   "stars_evidence": null,
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   "title": "GitHub - ARUNAGIRINATHAN-K/awesome-ai-agents-2026: Awesome AI Agents for 2026 - 300+ AI Agents, Frameworks & Coding \u2022 Creative \u2022 Voice \u2022 Research \u2022 Enterprise. Comparison guides, benchmarks & deep dives",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [PydanticAI](https://github.com/pydantic/pydantic-ai) - Type-safe agent framework from the Pydantic team with a FastAPI-style developer experience (\ud83c\udff7\ufe0f `Python``Pydantic``SDK`)."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [PydanticAI](https://github.com/pydantic/pydantic-ai) - Type-safe agent framework from the Pydantic team with a FastAPI-style developer experience (\ud83c\udff7\ufe0f `Python``Pydantic``SDK`)."
   ],
   "stars_evidence": null,
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   "license_evidence": null
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  {
   "url": "https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents-2026/blob/main",
   "title": "GitHub - ARUNAGIRINATHAN-K/awesome-ai-agents-2026: Awesome AI Agents for 2026 - 300+ AI Agents, Frameworks & Coding \u2022 Creative \u2022 Voice \u2022 Research \u2022 Enterprise. Comparison guides, benchmarks & deep dives",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [Semantic Kernel](https://github.com/microsoft/semantic-kernel) - Microsoft enterprise SDK for Python, C#, and Java with modular plugins, memory, and goal planning (\ud83c\udff7\ufe0f `C#``Microsoft``SDK`)."
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   "repository_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [Semantic Kernel](https://github.com/microsoft/semantic-kernel) - Microsoft enterprise SDK for Python, C#, and Java with modular plugins, memory, and goal planning (\ud83c\udff7\ufe0f `C#``Microsoft``SDK`)."
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   "stars_evidence": null,
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   "license_evidence": null
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  {
   "url": "https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents-2026/blob/main",
   "title": "GitHub - ARUNAGIRINATHAN-K/awesome-ai-agents-2026: Awesome AI Agents for 2026 - 300+ AI Agents, Frameworks & Coding \u2022 Creative \u2022 Voice \u2022 Research \u2022 Enterprise. Comparison guides, benchmarks & deep dives",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [Smolagents](https://github.com/huggingface/smolagents) - Hugging Face code-first framework where agents write and execute Python instead of JSON tool calls (\ud83c\udff7\ufe0f `Python``Hugging Face``SDK`)."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [Smolagents](https://github.com/huggingface/smolagents) - Hugging Face code-first framework where agents write and execute Python instead of JSON tool calls (\ud83c\udff7\ufe0f `Python``Hugging Face``SDK`)."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents-2026/blob/main",
   "title": "GitHub - ARUNAGIRINATHAN-K/awesome-ai-agents-2026: Awesome AI Agents for 2026 - 300+ AI Agents, Frameworks & Coding \u2022 Creative \u2022 Voice \u2022 Research \u2022 Enterprise. Comparison guides, benchmarks & deep dives",
   "project": "Strands Agents SDK",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [Strands Agents SDK](https://github.com/strands-agents/sdk-python) - AWS model-driven agent SDK with native Bedrock integration (\ud83c\udff7\ufe0f `Python``AWS Bedrock``SDK`)."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [Strands Agents SDK](https://github.com/strands-agents/sdk-python) - AWS model-driven agent SDK with native Bedrock integration (\ud83c\udff7\ufe0f `Python``AWS Bedrock``SDK`)."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents-2026/blob/main",
   "title": "GitHub - ARUNAGIRINATHAN-K/awesome-ai-agents-2026: Awesome AI Agents for 2026 - 300+ AI Agents, Frameworks & Coding \u2022 Creative \u2022 Voice \u2022 Research \u2022 Enterprise. Comparison guides, benchmarks & deep dives",
   "project": "Upsonic",
   "repository": "https://github.com/Upsonic/Upsonic",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [Upsonic](https://github.com/Upsonic/Upsonic) - Minimalist agent framework with MCP support and rapid setup for quick prototyping (\ud83c\udff7\ufe0f `Python``MCP``SDK`)."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [Upsonic](https://github.com/Upsonic/Upsonic) - Minimalist agent framework with MCP support and rapid setup for quick prototyping (\ud83c\udff7\ufe0f `Python``MCP``SDK`)."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents-2026/blob/main",
   "title": "GitHub - ARUNAGIRINATHAN-K/awesome-ai-agents-2026: Awesome AI Agents for 2026 - 300+ AI Agents, Frameworks & Coding \u2022 Creative \u2022 Voice \u2022 Research \u2022 Enterprise. Comparison guides, benchmarks & deep dives",
   "project": "Vercel AI SDK",
   "repository": "https://github.com/vercel/ai",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [Vercel AI SDK](https://github.com/vercel/ai) - Streaming-first primitives for AI UIs with React Server Components and edge runtime support (\ud83c\udff7\ufe0f `TypeScript``Next.js``SDK`)."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [Vercel AI SDK](https://github.com/vercel/ai) - Streaming-first primitives for AI UIs with React Server Components and edge runtime support (\ud83c\udff7\ufe0f `TypeScript``Next.js``SDK`)."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents-2026/blob/main",
   "title": "GitHub - ARUNAGIRINATHAN-K/awesome-ai-agents-2026: Awesome AI Agents for 2026 - 300+ AI Agents, Frameworks & Coding \u2022 Creative \u2022 Voice \u2022 Research \u2022 Enterprise. Comparison guides, benchmarks & deep dives",
   "project": "VoltAgent",
   "repository": "https://github.com/voltagent/voltagent",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [VoltAgent](https://github.com/voltagent/voltagent) - TypeScript agent framework with built-in observability and a self-improving context engine (\ud83c\udff7\ufe0f `TypeScript``React``SDK`)."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [VoltAgent](https://github.com/voltagent/voltagent) - TypeScript agent framework with built-in observability and a self-improving context engine (\ud83c\udff7\ufe0f `TypeScript``React``SDK`)."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentscout.live/tech/ai-agents/insight/ai-agent-framework-consolidation-developer-preference-shifts",
   "title": "AI Agent Framework Ecosystem Consolidation: Developer Preference Shifts in 2026",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "26980",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Background & Context",
    "LangGraph launched in August 2023 as LangChain\u2019s answer to stateful agent orchestration.",
    "- [LangGraph GitHub Repository](https://github.com/langchain-ai/langgraph) \u2014 LangChain, 2026-03"
   ],
   "repository_evidence": [
    "Sources",
    "- [LangGraph GitHub Repository](https://github.com/langchain-ai/langgraph) \u2014 LangChain, 2026-03"
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   "stars_evidence": [
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| LangGraph | 26,980 | 41.1M | Active Development |",
    "Key Data Points",
    "| Metric | LangGraph | CrewAI | AutoGen | OpenAI Agents SDK | Source |",
    "| GitHub Stars | 26,980 | 46,669 | 55,930 | 20,153 | GitHub API |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentscout.live/tech/ai-agents/insight/ai-agent-framework-consolidation-developer-preference-shifts",
   "title": "AI Agent Framework Ecosystem Consolidation: Developer Preference Shifts in 2026",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "46669",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Background & Context",
    "CrewAI followed in October 2023 with a focus on simplicity and team-based agent collaboration.",
    "- [CrewAI GitHub Repository](https://github.com/crewAIInc/crewAI) \u2014 CrewAI Inc, 2026-03"
   ],
   "repository_evidence": [
    "Sources",
    "- [CrewAI GitHub Repository](https://github.com/crewAIInc/crewAI) \u2014 CrewAI Inc, 2026-03"
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   "stars_evidence": [
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| CrewAI | 46,669 | 5.77M | Active Development |",
    "Key Data Points",
    "| Metric | LangGraph | CrewAI | AutoGen | OpenAI Agents SDK | Source |",
    "| GitHub Stars | 26,980 | 46,669 | 55,930 | 20,153 | GitHub API |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentscout.live/tech/ai-agents/insight/ai-agent-framework-consolidation-developer-preference-shifts",
   "title": "AI Agent Framework Ecosystem Consolidation: Developer Preference Shifts in 2026",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "55930",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Background & Context",
    "Microsoft\u2019s AutoGen emerged from research labs the same month.",
    "- [AutoGen GitHub Repository](https://github.com/microsoft/autogen) \u2014 Microsoft, 2026-03"
   ],
   "repository_evidence": [
    "Sources",
    "- [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 |",
    "Key Data Points",
    "| Metric | LangGraph | CrewAI | AutoGen | OpenAI Agents SDK | Source |",
    "| GitHub Stars | 26,980 | 46,669 | 55,930 | 20,153 | GitHub API |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentscout.live/tech/ai-agents/insight/ai-agent-framework-consolidation-developer-preference-shifts",
   "title": "AI Agent Framework Ecosystem Consolidation: Developer Preference Shifts in 2026",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "20153",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Executive Summary",
    "First, OpenAI Agents SDK has achieved remarkable velocity\u201418.2 million monthly downloads within twelve months of launch, representing 44% of LangGraph\u2019s 41.1 million monthly volume.",
    "- [OpenAI Agents SDK GitHub Repository](https://github.com/openai/openai-agents-python) \u2014 OpenAI, 2026-03"
   ],
   "repository_evidence": [
    "Sources",
    "- [OpenAI Agents SDK GitHub Repository](https://github.com/openai/openai-agents-python) \u2014 OpenAI, 2026-03"
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   "stars_evidence": [
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| OpenAI Agents SDK | 20,153 | 18.2M | Active Development |",
    "Key Data Points",
    "| Metric | LangGraph | CrewAI | AutoGen | OpenAI Agents SDK | Source |",
    "| GitHub Stars | 26,980 | 46,669 | 55,930 | 20,153 | GitHub API |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentscout.live/tech/ai-agents/insight/ai-agent-framework-consolidation-developer-preference-shifts",
   "title": "AI Agent Framework Ecosystem Consolidation: Developer Preference Shifts in 2026",
   "project": "OpenAI Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": "21197",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Background & Context",
    "OpenAI entered the fray in February 2024 with Swarm\u2014an educational, experimental framework designed to demonstrate multi-agent patterns.",
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| OpenAI Swarm | 21,197 | N/A (Deprecated) | Deprecated |",
    "- [OpenAI Swarm GitHub Repository](https://github.com/openai/swarm) \u2014 OpenAI, 2025-03"
   ],
   "repository_evidence": [
    "Sources",
    "- [OpenAI Swarm GitHub Repository](https://github.com/openai/swarm) \u2014 OpenAI, 2025-03"
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   "stars_evidence": [
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| OpenAI Swarm | 21,197 | N/A (Deprecated) | Deprecated |"
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   "description_evidence": null,
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  },
  {
   "url": "https://agentscout.live/tech/ai-agents/insight/ai-agent-framework-consolidation-developer-preference-shifts",
   "title": "AI Agent Framework Ecosystem Consolidation: Developer Preference Shifts in 2026",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": "18491",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Background & Context",
    "New entrants included PydanticAI (type-safe agents with Pydantic validation), Google ADK (Google Cloud integration), and various specialized frameworks.",
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| Google ADK | 18,491 | N/A | Active Development |",
    "- [Google ADK Python](https://github.com/google/adk-python) \u2014 Google, 2026-03"
   ],
   "repository_evidence": [
    "Sources",
    "- [Google ADK Python](https://github.com/google/adk-python) \u2014 Google, 2026-03"
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   "stars_evidence": [
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| Google ADK | 18,491 | N/A | Active Development |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentscout.live/tech/ai-agents/insight/ai-agent-framework-consolidation-developer-preference-shifts",
   "title": "AI Agent Framework Ecosystem Consolidation: Developer Preference Shifts in 2026",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": "15613",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Background & Context",
    "New entrants included PydanticAI (type-safe agents with Pydantic validation), Google ADK (Google Cloud integration), and various specialized frameworks.",
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| PydanticAI | 15,613 | N/A | Active Development |",
    "- [PydanticAI GitHub Repository](https://github.com/pydantic/pydantic-ai) \u2014 Pydantic, 2026-03"
   ],
   "repository_evidence": [
    "Sources",
    "- [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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Prismfy/awesome-agentOS",
   "title": "GitHub - Prismfy/awesome-agentOS: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "block/goose",
   "repository": "https://github.com/block/goose",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [block/goose](https://github.com/block/goose) | On-machine AI agent that automates development tasks from start to finish with MCP support. | [![Stars](https://camo.githubusercontent.com/a03c2a55baa46bd95ac1aec8abdeeb7ee15340dcf8e2d427622d061d69717337/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f626c6f636b2f676f6f73653f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/a03c2a55baa46bd95ac1aec8abdeeb7ee15340dcf8e2d427622d061d69717337/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f626c6f636b2f676f6f73653f7374796c653d666c61742d737175617265) |"
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [block/goose](https://github.com/block/goose) | On-machine AI agent that automates development tasks from start to finish with MCP support. | [![Stars](https://camo.githubusercontent.com/a03c2a55baa46bd95ac1aec8abdeeb7ee15340dcf8e2d427622d061d69717337/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f626c6f636b2f676f6f73653f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/a03c2a55baa46bd95ac1aec8abdeeb7ee15340dcf8e2d427622d061d69717337/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f626c6f636b2f676f6f73653f7374796c653d666c61742d737175617265) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Prismfy/awesome-agentOS",
   "title": "GitHub - Prismfy/awesome-agentOS: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "elizaOS/eliza",
   "repository": "https://github.com/elizaOS/eliza",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [elizaOS/eliza](https://github.com/elizaOS/eliza) | Multi-agent simulation framework with Discord, Telegram, and Twitter integration for autonomous agents. | [![Stars](https://camo.githubusercontent.com/aa6b33c1c5f5ebb8f65c881d0f3d7f2cde06333f10258071252b9146e0218608/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f656c697a614f532f656c697a613f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/aa6b33c1c5f5ebb8f65c881d0f3d7f2cde06333f10258071252b9146e0218608/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f656c697a614f532f656c697a613f7374796c653d666c61742d737175617265) |"
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [elizaOS/eliza](https://github.com/elizaOS/eliza) | Multi-agent simulation framework with Discord, Telegram, and Twitter integration for autonomous agents. | [![Stars](https://camo.githubusercontent.com/aa6b33c1c5f5ebb8f65c881d0f3d7f2cde06333f10258071252b9146e0218608/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f656c697a614f532f656c697a613f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/aa6b33c1c5f5ebb8f65c881d0f3d7f2cde06333f10258071252b9146e0218608/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f656c697a614f532f656c697a613f7374796c653d666c61742d737175617265) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Prismfy/awesome-agentOS",
   "title": "GitHub - Prismfy/awesome-agentOS: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "n8n-io/n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [n8n-io/n8n](https://github.com/n8n-io/n8n) | Fair-code workflow automation platform with native AI capabilities and 400+ integrations. | [![Stars](https://camo.githubusercontent.com/f4e4d5e2b482efe038f7481d0f7f78c3e514dda2daf4c213ab62d44a95198fa3/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6e386e2d696f2f6e386e3f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/f4e4d5e2b482efe038f7481d0f7f78c3e514dda2daf4c213ab62d44a95198fa3/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6e386e2d696f2f6e386e3f7374796c653d666c61742d737175617265) |"
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [n8n-io/n8n](https://github.com/n8n-io/n8n) | Fair-code workflow automation platform with native AI capabilities and 400+ integrations. | [![Stars](https://camo.githubusercontent.com/f4e4d5e2b482efe038f7481d0f7f78c3e514dda2daf4c213ab62d44a95198fa3/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6e386e2d696f2f6e386e3f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/f4e4d5e2b482efe038f7481d0f7f78c3e514dda2daf4c213ab62d44a95198fa3/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6e386e2d696f2f6e386e3f7374796c653d666c61742d737175617265) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Prismfy/awesome-agentOS",
   "title": "GitHub - Prismfy/awesome-agentOS: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "simstudioai/sim",
   "repository": "https://github.com/simstudioai/sim",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [simstudioai/sim](https://github.com/simstudioai/sim) | Open-source platform to build and deploy AI agent workflows. | [![Stars](https://camo.githubusercontent.com/e3cd0a1d374cdfa743fc3485bf9ad95d079f8f1ec7d11b18b10cdf002c5c00f7/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f73696d73747564696f61692f73696d3f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/e3cd0a1d374cdfa743fc3485bf9ad95d079f8f1ec7d11b18b10cdf002c5c00f7/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f73696d73747564696f61692f73696d3f7374796c653d666c61742d737175617265) |"
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [simstudioai/sim](https://github.com/simstudioai/sim) | Open-source platform to build and deploy AI agent workflows. | [![Stars](https://camo.githubusercontent.com/e3cd0a1d374cdfa743fc3485bf9ad95d079f8f1ec7d11b18b10cdf002c5c00f7/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f73696d73747564696f61692f73696d3f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/e3cd0a1d374cdfa743fc3485bf9ad95d079f8f1ec7d11b18b10cdf002c5c00f7/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f73696d73747564696f61692f73696d3f7374796c653d666c61742d737175617265) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Prismfy/awesome-agentOS",
   "title": "GitHub - Prismfy/awesome-agentOS: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "FlowiseAI/Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise) | Drag-and-drop interface for building customized LLM orchestration flows and AI agents. | [![Stars](https://camo.githubusercontent.com/47e8adb0af36da531539b51a61514e3e7f850c0045eb0656818fc32dffee0f1d/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f466c6f7769736541492f466c6f776973653f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/47e8adb0af36da531539b51a61514e3e7f850c0045eb0656818fc32dffee0f1d/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f466c6f7769736541492f466c6f776973653f7374796c653d666c61742d737175617265) |"
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise) | Drag-and-drop interface for building customized LLM orchestration flows and AI agents. | [![Stars](https://camo.githubusercontent.com/47e8adb0af36da531539b51a61514e3e7f850c0045eb0656818fc32dffee0f1d/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f466c6f7769736541492f466c6f776973653f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/47e8adb0af36da531539b51a61514e3e7f850c0045eb0656818fc32dffee0f1d/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f466c6f7769736541492f466c6f776973653f7374796c653d666c61742d737175617265) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Prismfy/awesome-agentOS",
   "title": "GitHub - Prismfy/awesome-agentOS: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "langflow-ai/langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [langflow-ai/langflow](https://github.com/langflow-ai/langflow) | Low-code platform for building and deploying AI-powered agents and workflows. | [![Stars](https://camo.githubusercontent.com/b4ca007f2d2a880e66cc801766a2a304dc9a9fc62572cf2c5b033271d1fd5b89/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6c616e67666c6f772d61692f6c616e67666c6f773f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/b4ca007f2d2a880e66cc801766a2a304dc9a9fc62572cf2c5b033271d1fd5b89/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6c616e67666c6f772d61692f6c616e67666c6f773f7374796c653d666c61742d737175617265) |"
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [langflow-ai/langflow](https://github.com/langflow-ai/langflow) | Low-code platform for building and deploying AI-powered agents and workflows. | [![Stars](https://camo.githubusercontent.com/b4ca007f2d2a880e66cc801766a2a304dc9a9fc62572cf2c5b033271d1fd5b89/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6c616e67666c6f772d61692f6c616e67666c6f773f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/b4ca007f2d2a880e66cc801766a2a304dc9a9fc62572cf2c5b033271d1fd5b89/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6c616e67666c6f772d61692f6c616e67666c6f773f7374796c653d666c61742d737175617265) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Prismfy/awesome-agentOS",
   "title": "GitHub - Prismfy/awesome-agentOS: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "SmythOS/sre",
   "repository": "https://github.com/SmythOS/sre",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [SmythOS/sre](https://github.com/SmythOS/sre) | Cloud-native runtime for building, running, and managing intelligent agentic AI. | [![Stars](https://camo.githubusercontent.com/deaf316c6524f1351f894a1f75a3a9df05c39bdd0536f95ed5bc968cee1471e9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f536d7974684f532f7372653f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/deaf316c6524f1351f894a1f75a3a9df05c39bdd0536f95ed5bc968cee1471e9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f536d7974684f532f7372653f7374796c653d666c61742d737175617265) |"
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [SmythOS/sre](https://github.com/SmythOS/sre) | Cloud-native runtime for building, running, and managing intelligent agentic AI. | [![Stars](https://camo.githubusercontent.com/deaf316c6524f1351f894a1f75a3a9df05c39bdd0536f95ed5bc968cee1471e9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f536d7974684f532f7372653f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/deaf316c6524f1351f894a1f75a3a9df05c39bdd0536f95ed5bc968cee1471e9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f536d7974684f532f7372653f7374796c653d666c61742d737175617265) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Prismfy/awesome-agentOS",
   "title": "GitHub - Prismfy/awesome-agentOS: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "activepieces/activepieces",
   "repository": "https://github.com/activepieces/activepieces",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [activepieces/activepieces](https://github.com/activepieces/activepieces) | Open-source AI automation framework with extensive MCP server support. | [![Stars](https://camo.githubusercontent.com/6244afcc49e01ea121f8be08fb9c74225ae20edbeb643f3f9b167a7b7daae455/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6163746976657069656365732f6163746976657069656365733f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/6244afcc49e01ea121f8be08fb9c74225ae20edbeb643f3f9b167a7b7daae455/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6163746976657069656365732f6163746976657069656365733f7374796c653d666c61742d737175617265) |"
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [activepieces/activepieces](https://github.com/activepieces/activepieces) | Open-source AI automation framework with extensive MCP server support. | [![Stars](https://camo.githubusercontent.com/6244afcc49e01ea121f8be08fb9c74225ae20edbeb643f3f9b167a7b7daae455/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6163746976657069656365732f6163746976657069656365733f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/6244afcc49e01ea121f8be08fb9c74225ae20edbeb643f3f9b167a7b7daae455/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6163746976657069656365732f6163746976657069656365733f7374796c653d666c61742d737175617265) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Prismfy/awesome-agentOS",
   "title": "GitHub - Prismfy/awesome-agentOS: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "FoundationAgents/OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [FoundationAgents/OpenManus](https://github.com/FoundationAgents/OpenManus) | An open-source implementation of an autonomous AI agent. | [![Stars](https://camo.githubusercontent.com/da1f5fa3a607a17ee35152b02930ba31ffe971ebf8c9b67b3c0d992a3061e8dc/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f466f756e646174696f6e4167656e74732f4f70656e4d616e75733f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/da1f5fa3a607a17ee35152b02930ba31ffe971ebf8c9b67b3c0d992a3061e8dc/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f466f756e646174696f6e4167656e74732f4f70656e4d616e75733f7374796c653d666c61742d737175617265) |"
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [FoundationAgents/OpenManus](https://github.com/FoundationAgents/OpenManus) | An open-source implementation of an autonomous AI agent. | [![Stars](https://camo.githubusercontent.com/da1f5fa3a607a17ee35152b02930ba31ffe971ebf8c9b67b3c0d992a3061e8dc/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f466f756e646174696f6e4167656e74732f4f70656e4d616e75733f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/da1f5fa3a607a17ee35152b02930ba31ffe971ebf8c9b67b3c0d992a3061e8dc/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f466f756e646174696f6e4167656e74732f4f70656e4d616e75733f7374796c653d666c61742d737175617265) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Prismfy/awesome-agentOS",
   "title": "GitHub - Prismfy/awesome-agentOS: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "letta-ai/letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [letta-ai/letta](https://github.com/letta-ai/letta) | Platform for building stateful agents with advanced memory that learn over time. | [![Stars](https://camo.githubusercontent.com/db3229b638bf28e544bf9c17f3b73e8d314455ab12fb19719e5ba5a9518811b7/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6c657474612d61692f6c657474613f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/db3229b638bf28e544bf9c17f3b73e8d314455ab12fb19719e5ba5a9518811b7/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6c657474612d61692f6c657474613f7374796c653d666c61742d737175617265) |"
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [letta-ai/letta](https://github.com/letta-ai/letta) | Platform for building stateful agents with advanced memory that learn over time. | [![Stars](https://camo.githubusercontent.com/db3229b638bf28e544bf9c17f3b73e8d314455ab12fb19719e5ba5a9518811b7/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6c657474612d61692f6c657474613f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/db3229b638bf28e544bf9c17f3b73e8d314455ab12fb19719e5ba5a9518811b7/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6c657474612d61692f6c657474613f7374796c653d666c61742d737175617265) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Prismfy/awesome-agentOS",
   "title": "GitHub - Prismfy/awesome-agentOS: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "Significant-Gravitas/AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) | An experimental open-source application showcasing the capabilities of the GPT-4 language model. | [![Stars](https://camo.githubusercontent.com/4bcde36540d9e877a67c59ddf820f9f8ebaf319c0457e658beb9d91d2d1cf6b2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5369676e69666963616e742d47726176697461732f4175746f4750543f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/4bcde36540d9e877a67c59ddf820f9f8ebaf319c0457e658beb9d91d2d1cf6b2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5369676e69666963616e742d47726176697461732f4175746f4750543f7374796c653d666c61742d737175617265) |"
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) | An experimental open-source application showcasing the capabilities of the GPT-4 language model. | [![Stars](https://camo.githubusercontent.com/4bcde36540d9e877a67c59ddf820f9f8ebaf319c0457e658beb9d91d2d1cf6b2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5369676e69666963616e742d47726176697461732f4175746f4750543f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/4bcde36540d9e877a67c59ddf820f9f8ebaf319c0457e658beb9d91d2d1cf6b2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5369676e69666963616e742d47726176697461732f4175746f4750543f7374796c653d666c61742d737175617265) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Prismfy/awesome-agentOS",
   "title": "GitHub - Prismfy/awesome-agentOS: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "open-interpreter/open-interpreter",
   "repository": "https://github.com/open-interpreter/open-interpreter",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [open-interpreter/open-interpreter](https://github.com/open-interpreter/open-interpreter) | Open-source AI agent that can execute code on your computer to perform tasks. | [![Stars](https://camo.githubusercontent.com/ca2e98be1317864d4873592734d81e5838d8ec25d977fae1bc998ff9c809943a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6f70656e2d696e7465727072657465722f6f70656e2d696e7465727072657465723f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/ca2e98be1317864d4873592734d81e5838d8ec25d977fae1bc998ff9c809943a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6f70656e2d696e7465727072657465722f6f70656e2d696e7465727072657465723f7374796c653d666c61742d737175617265) |"
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [open-interpreter/open-interpreter](https://github.com/open-interpreter/open-interpreter) | Open-source AI agent that can execute code on your computer to perform tasks. | [![Stars](https://camo.githubusercontent.com/ca2e98be1317864d4873592734d81e5838d8ec25d977fae1bc998ff9c809943a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6f70656e2d696e7465727072657465722f6f70656e2d696e7465727072657465723f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/ca2e98be1317864d4873592734d81e5838d8ec25d977fae1bc998ff9c809943a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6f70656e2d696e7465727072657465722f6f70656e2d696e7465727072657465723f7374796c653d666c61742d737175617265) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Prismfy/awesome-agentOS",
   "title": "GitHub - Prismfy/awesome-agentOS: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "huginn/huginn",
   "repository": "https://github.com/huginn/huginn",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [huginn/huginn](https://github.com/huginn/huginn) | System for creating agents that monitor and act on your behalf across the web. | [![Stars](https://camo.githubusercontent.com/54d44b92853205ecb7c7e6e984035d483791146c9e9a24d1f3b0ba98bfa9d378/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f687567696e6e2f687567696e6e3f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/54d44b92853205ecb7c7e6e984035d483791146c9e9a24d1f3b0ba98bfa9d378/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f687567696e6e2f687567696e6e3f7374796c653d666c61742d737175617265) |"
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [huginn/huginn](https://github.com/huginn/huginn) | System for creating agents that monitor and act on your behalf across the web. | [![Stars](https://camo.githubusercontent.com/54d44b92853205ecb7c7e6e984035d483791146c9e9a24d1f3b0ba98bfa9d378/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f687567696e6e2f687567696e6e3f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/54d44b92853205ecb7c7e6e984035d483791146c9e9a24d1f3b0ba98bfa9d378/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f687567696e6e2f687567696e6e3f7374796c653d666c61742d737175617265) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Prismfy/awesome-agentOS",
   "title": "GitHub - Prismfy/awesome-agentOS: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "simular-ai/Agent-S",
   "repository": "https://github.com/simular-ai/Agent-S",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [simular-ai/Agent-S](https://github.com/simular-ai/Agent-S) | Open agentic framework designed to use computers just like a human. | [![Stars](https://camo.githubusercontent.com/45a3b508180ad3cd1518786741af231465a327801d4fc6edb876c566d2f32570/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f73696d756c61722d61692f4167656e742d533f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/45a3b508180ad3cd1518786741af231465a327801d4fc6edb876c566d2f32570/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f73696d756c61722d61692f4167656e742d533f7374796c653d666c61742d737175617265) |"
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [simular-ai/Agent-S](https://github.com/simular-ai/Agent-S) | Open agentic framework designed to use computers just like a human. | [![Stars](https://camo.githubusercontent.com/45a3b508180ad3cd1518786741af231465a327801d4fc6edb876c566d2f32570/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f73696d756c61722d61692f4167656e742d533f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/45a3b508180ad3cd1518786741af231465a327801d4fc6edb876c566d2f32570/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f73696d756c61722d61692f4167656e742d533f7374796c653d666c61742d737175617265) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Prismfy/awesome-agentOS",
   "title": "GitHub - Prismfy/awesome-agentOS: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "dot-agent/nextpy",
   "repository": "https://github.com/dot-agent/nextpy",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [dot-agent/nextpy](https://github.com/dot-agent/nextpy) | Self-modifying framework from the future - World's first Agentic Modular System (AMS). | [![Stars](https://camo.githubusercontent.com/118b9c92e570e1b6db938d9722cff5b6f0778df410466b9e4d6ada12ff126bd0/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f646f742d6167656e742f6e65787470793f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/118b9c92e570e1b6db938d9722cff5b6f0778df410466b9e4d6ada12ff126bd0/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f646f742d6167656e742f6e65787470793f7374796c653d666c61742d737175617265) |"
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [dot-agent/nextpy](https://github.com/dot-agent/nextpy) | Self-modifying framework from the future - World's first Agentic Modular System (AMS). | [![Stars](https://camo.githubusercontent.com/118b9c92e570e1b6db938d9722cff5b6f0778df410466b9e4d6ada12ff126bd0/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f646f742d6167656e742f6e65787470793f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/118b9c92e570e1b6db938d9722cff5b6f0778df410466b9e4d6ada12ff126bd0/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f646f742d6167656e742f6e65787470793f7374796c653d666c61742d737175617265) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Prismfy/awesome-agentOS",
   "title": "GitHub - Prismfy/awesome-agentOS: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "bytedance/deer-flow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [bytedance/deer-flow](https://github.com/bytedance/deer-flow) | Open-source SuperAgent harness that researches, codes, and creates; handles complex multi-level tasks with sandboxes, memories, tools, and subagents. | [![Stars](https://camo.githubusercontent.com/f76ae7119da6c8423b95918274a9b3e53fd5d6d9f761c54c4aedee92b799245c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6279746564616e63652f646565722d666c6f773f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/f76ae7119da6c8423b95918274a9b3e53fd5d6d9f761c54c4aedee92b799245c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6279746564616e63652f646565722d666c6f773f7374796c653d666c61742d737175617265) |"
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [bytedance/deer-flow](https://github.com/bytedance/deer-flow) | Open-source SuperAgent harness that researches, codes, and creates; handles complex multi-level tasks with sandboxes, memories, tools, and subagents. | [![Stars](https://camo.githubusercontent.com/f76ae7119da6c8423b95918274a9b3e53fd5d6d9f761c54c4aedee92b799245c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6279746564616e63652f646565722d666c6f773f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/f76ae7119da6c8423b95918274a9b3e53fd5d6d9f761c54c4aedee92b799245c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6279746564616e63652f646565722d666c6f773f7374796c653d666c61742d737175617265) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Prismfy/awesome-agentOS",
   "title": "GitHub - Prismfy/awesome-agentOS: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "livekit/agents",
   "repository": "https://github.com/livekit/agents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [livekit/agents](https://github.com/livekit/agents) | Framework for building realtime voice AI agents with low-latency audio and video pipelines. | [![Stars](https://camo.githubusercontent.com/dad584d8135079df91ee76c7183467a491e7024de97dec186a78f5e43bf34e70/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6c6976656b69742f6167656e74733f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/dad584d8135079df91ee76c7183467a491e7024de97dec186a78f5e43bf34e70/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6c6976656b69742f6167656e74733f7374796c653d666c61742d737175617265) |"
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [livekit/agents](https://github.com/livekit/agents) | Framework for building realtime voice AI agents with low-latency audio and video pipelines. | [![Stars](https://camo.githubusercontent.com/dad584d8135079df91ee76c7183467a491e7024de97dec186a78f5e43bf34e70/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6c6976656b69742f6167656e74733f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/dad584d8135079df91ee76c7183467a491e7024de97dec186a78f5e43bf34e70/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6c6976656b69742f6167656e74733f7374796c653d666c61742d737175617265) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Prismfy/awesome-agentOS",
   "title": "GitHub - Prismfy/awesome-agentOS: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "NousResearch/hermes-agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) | Adaptive AI agent platform built on the Hermes model family that evolves with usage. | [![Stars](https://camo.githubusercontent.com/fd1ac11e1bba0f56fe0bbb58a61bb0d496cedcaeeb6156b8915c65681180706e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4e6f757352657365617263682f6865726d65732d6167656e743f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/fd1ac11e1bba0f56fe0bbb58a61bb0d496cedcaeeb6156b8915c65681180706e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4e6f757352657365617263682f6865726d65732d6167656e743f7374796c653d666c61742d737175617265) |"
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) | Adaptive AI agent platform built on the Hermes model family that evolves with usage. | [![Stars](https://camo.githubusercontent.com/fd1ac11e1bba0f56fe0bbb58a61bb0d496cedcaeeb6156b8915c65681180706e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4e6f757352657365617263682f6865726d65732d6167656e743f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/fd1ac11e1bba0f56fe0bbb58a61bb0d496cedcaeeb6156b8915c65681180706e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4e6f757352657365617263682f6865726d65732d6167656e743f7374796c653d666c61742d737175617265) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Prismfy/awesome-agentOS",
   "title": "GitHub - Prismfy/awesome-agentOS: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "stepfun-ai/Step-3.5-Flash",
   "repository": "https://github.com/stepfun-ai/Step-3.5-Flash",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [stepfun-ai/Step-3.5-Flash](https://github.com/stepfun-ai/Step-3.5-Flash) | Fast, sharp, and reliable agentic intelligence model optimized for speed and accuracy. | [![Stars](https://camo.githubusercontent.com/e2e0adcaee1a803d69fe5e51b5b60b96614d0978e360a5cdb978d4eec079650f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7374657066756e2d61692f537465702d332e352d466c6173683f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/e2e0adcaee1a803d69fe5e51b5b60b96614d0978e360a5cdb978d4eec079650f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7374657066756e2d61692f537465702d332e352d466c6173683f7374796c653d666c61742d737175617265) |"
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Runtimes",
    "| Name | Description | Stars |",
    "| [stepfun-ai/Step-3.5-Flash](https://github.com/stepfun-ai/Step-3.5-Flash) | Fast, sharp, and reliable agentic intelligence model optimized for speed and accuracy. | [![Stars](https://camo.githubusercontent.com/e2e0adcaee1a803d69fe5e51b5b60b96614d0978e360a5cdb978d4eec079650f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7374657066756e2d61692f537465702d332e352d466c6173683f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/e2e0adcaee1a803d69fe5e51b5b60b96614d0978e360a5cdb978d4eec079650f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7374657066756e2d61692f537465702d332e352d466c6173683f7374796c653d666c61742d737175617265) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
   "url": "https://stackswap.ai/best-llm-app-builders-2026",
   "title": "Best LLM App Builders in 2026 (Operator Review, 8 Platforms Compared)",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Operator-grade evaluation framework for LLM app builders + frameworks: 8 platforms grouped into 5 category buckets, with license model, TCO at production scale, honest tradeoffs, and a decision model based on team shape + motion + ops capacity.",
    "# Best LLM App Builders in 2026",
    "| **Agent-first framework** | Code-first frameworks purpose-built for multi-agent orchestration \u2014 multiple AI agents collaborating on a task. Strong for research + writer / critic patterns, planner + executor workflows, autonomous agent systems. | CrewAI |",
    "| **CrewAI** | Agent-first framework | Open-source Python framework + cloud | **Free + cloud usage-based** |",
    "### 8. CrewAI"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://stackswap.ai/best-llm-app-builders-2026",
   "title": "Best LLM App Builders in 2026 (Operator Review, 8 Platforms Compared)",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Operator-grade evaluation framework for LLM app builders + frameworks: 8 platforms grouped into 5 category buckets, with license model, TCO at production scale, honest tradeoffs, and a decision model based on team shape + motion + ops capacity.",
    "# Best LLM App Builders in 2026",
    "| **Open-source visual builder** | Drag-drop / node-based visual workflow editors for building LLM apps + agents without writing every chain in code. Self-hostable on your infra; most have a cloud tier for teams that don't want to run ops. | Dify, Langflow, Flowise |",
    "| **Dify** | Open-source visual builder | Open-source + cloud | **Free self-host / $59-$159/mo cloud** |",
    "### 1. Dify"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://stackswap.ai/best-llm-app-builders-2026",
   "title": "Best LLM App Builders in 2026 (Operator Review, 8 Platforms Compared)",
   "project": "Langflow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Operator-grade evaluation framework for LLM app builders + frameworks: 8 platforms grouped into 5 category buckets, with license model, TCO at production scale, honest tradeoffs, and a decision model based on team shape + motion + ops capacity.",
    "# Best LLM App Builders in 2026",
    "| **Open-source visual builder** | Drag-drop / node-based visual workflow editors for building LLM apps + agents without writing every chain in code. Self-hostable on your infra; most have a cloud tier for teams that don't want to run ops. | Dify, Langflow, Flowise |",
    "| **Langflow** | Open-source visual builder | Open-source + DataStax cloud | **Free self-host / DataStax-hosted custom** |",
    "### 2. Langflow"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://stackswap.ai/best-llm-app-builders-2026",
   "title": "Best LLM App Builders in 2026 (Operator Review, 8 Platforms Compared)",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Operator-grade evaluation framework for LLM app builders + frameworks: 8 platforms grouped into 5 category buckets, with license model, TCO at production scale, honest tradeoffs, and a decision model based on team shape + motion + ops capacity.",
    "# Best LLM App Builders in 2026",
    "| **Open-source visual builder** | Drag-drop / node-based visual workflow editors for building LLM apps + agents without writing every chain in code. Self-hostable on your infra; most have a cloud tier for teams that don't want to run ops. | Dify, Langflow, Flowise |",
    "| **Flowise** | Open-source visual builder | Open-source + cloud (self-serve) | **Free self-host / $35-$65/mo cloud** |",
    "### 3. Flowise"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://stackswap.ai/best-llm-app-builders-2026",
   "title": "Best LLM App Builders in 2026 (Operator Review, 8 Platforms Compared)",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Operator-grade evaluation framework for LLM app builders + frameworks: 8 platforms grouped into 5 category buckets, with license model, TCO at production scale, honest tradeoffs, and a decision model based on team shape + motion + ops capacity.",
    "# Best LLM App Builders in 2026",
    "| **Code-first framework** | Python or JS / TypeScript frameworks that engineers use to build LLM apps programmatically. Maximum flexibility + control; requires engineering capacity. The reference layer for production AI apps. | LangChain, LlamaIndex |",
    "| **LangChain** | Code-first framework | Open-source Python / JS framework | **Free + LangSmith $39+/user/mo** |",
    "### 4. LangChain"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://stackswap.ai/best-llm-app-builders-2026",
   "title": "Best LLM App Builders in 2026 (Operator Review, 8 Platforms Compared)",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Operator-grade evaluation framework for LLM app builders + frameworks: 8 platforms grouped into 5 category buckets, with license model, TCO at production scale, honest tradeoffs, and a decision model based on team shape + motion + ops capacity.",
    "# Best LLM App Builders in 2026",
    "| **Code-first framework** | Python or JS / TypeScript frameworks that engineers use to build LLM apps programmatically. Maximum flexibility + control; requires engineering capacity. The reference layer for production AI apps. | LangChain, LlamaIndex |",
    "| **LlamaIndex** | Code-first framework | Open-source Python / TS framework | **Free + LlamaCloud usage-based** |",
    "### 5. LlamaIndex"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://stackswap.ai/best-llm-app-builders-2026",
   "title": "Best LLM App Builders in 2026 (Operator Review, 8 Platforms Compared)",
   "project": "n8n",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Operator-grade evaluation framework for LLM app builders + frameworks: 8 platforms grouped into 5 category buckets, with license model, TCO at production scale, honest tradeoffs, and a decision model based on team shape + motion + ops capacity.",
    "# Best LLM App Builders in 2026",
    "| **Automation tool with LLM nodes** | General-purpose workflow automation (Zapier-class) with LLM steps as one node type. Best when LLM is part of a broader workflow, not the whole product. | n8n |",
    "| **n8n** | Automation tool with LLM nodes | Open-source + cloud | **Free self-host / $20-$50/mo cloud** |",
    "### 7. n8n"
   ],
   "repository_evidence": null,
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentconn.com/blog/best-ai-agent-orchestration-tools-2026",
   "title": "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
   "project": "Superpowers",
   "repository": "https://github.com/obra/superpowers",
   "stars": "122000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
    "We cover the top 6: Superpowers, oh-my-claudecode, hermes-agent, learn-claude-code, claude-mem, and AgentScope \u2014 what they do, who they're for, and which to pick.",
    "## 1. Superpowers \u2014 122K\u2605"
   ],
   "repository_evidence": [
    "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
    "We cover the top 6: Superpowers, oh-my-claudecode, hermes-agent, learn-claude-code, claude-mem, and AgentScope \u2014 what they do, who they're for, and which to pick.",
    "## 1. Superpowers \u2014 122K\u2605",
    "**Repo:** [obra/superpowers](https://github.com/obra/superpowers)"
   ],
   "stars_evidence": [
    "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
    "We cover the top 6: Superpowers, oh-my-claudecode, hermes-agent, learn-claude-code, claude-mem, and AgentScope \u2014 what they do, who they're for, and which to pick.",
    "## 1. Superpowers \u2014 122K\u2605"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentconn.com/blog/best-ai-agent-orchestration-tools-2026",
   "title": "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
   "project": "oh-my-claudecode",
   "repository": "https://github.com/Yeachan-Heo/oh-my-claudecode",
   "stars": "15000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
    "We cover the top 6: Superpowers, oh-my-claudecode, hermes-agent, learn-claude-code, claude-mem, and AgentScope \u2014 what they do, who they're for, and which to pick.",
    "## 2. oh-my-claudecode \u2014 15K\u2605"
   ],
   "repository_evidence": [
    "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
    "We cover the top 6: Superpowers, oh-my-claudecode, hermes-agent, learn-claude-code, claude-mem, and AgentScope \u2014 what they do, who they're for, and which to pick.",
    "## 2. oh-my-claudecode \u2014 15K\u2605",
    "**Repo:** [Yeachan-Heo/oh-my-claudecode](https://github.com/Yeachan-Heo/oh-my-claudecode)"
   ],
   "stars_evidence": [
    "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
    "We cover the top 6: Superpowers, oh-my-claudecode, hermes-agent, learn-claude-code, claude-mem, and AgentScope \u2014 what they do, who they're for, and which to pick.",
    "## 2. oh-my-claudecode \u2014 15K\u2605"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentconn.com/blog/best-ai-agent-orchestration-tools-2026",
   "title": "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
   "project": "hermes-agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "16000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
    "We cover the top 6: Superpowers, oh-my-claudecode, hermes-agent, learn-claude-code, claude-mem, and AgentScope \u2014 what they do, who they're for, and which to pick.",
    "## 3. hermes-agent \u2014 16K\u2605"
   ],
   "repository_evidence": [
    "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
    "We cover the top 6: Superpowers, oh-my-claudecode, hermes-agent, learn-claude-code, claude-mem, and AgentScope \u2014 what they do, who they're for, and which to pick.",
    "## 3. hermes-agent \u2014 16K\u2605",
    "**Repo:** [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent)"
   ],
   "stars_evidence": [
    "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
    "We cover the top 6: Superpowers, oh-my-claudecode, hermes-agent, learn-claude-code, claude-mem, and AgentScope \u2014 what they do, who they're for, and which to pick.",
    "## 3. hermes-agent \u2014 16K\u2605"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentconn.com/blog/best-ai-agent-orchestration-tools-2026",
   "title": "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
   "project": "learn-claude-code",
   "repository": "https://github.com/shareAI-lab/learn-claude-code",
   "stars": "42000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
    "We cover the top 6: Superpowers, oh-my-claudecode, hermes-agent, learn-claude-code, claude-mem, and AgentScope \u2014 what they do, who they're for, and which to pick.",
    "## 4. learn-claude-code \u2014 42K\u2605"
   ],
   "repository_evidence": [
    "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
    "We cover the top 6: Superpowers, oh-my-claudecode, hermes-agent, learn-claude-code, claude-mem, and AgentScope \u2014 what they do, who they're for, and which to pick.",
    "## 4. learn-claude-code \u2014 42K\u2605",
    "**Repo:** [shareAI-lab/learn-claude-code](https://github.com/shareAI-lab/learn-claude-code)"
   ],
   "stars_evidence": [
    "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
    "We cover the top 6: Superpowers, oh-my-claudecode, hermes-agent, learn-claude-code, claude-mem, and AgentScope \u2014 what they do, who they're for, and which to pick.",
    "## 4. learn-claude-code \u2014 42K\u2605"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentconn.com/blog/best-ai-agent-orchestration-tools-2026",
   "title": "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
   "project": "claude-mem",
   "repository": "https://github.com/thedotmack/claude-mem",
   "stars": "42000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
    "We cover the top 6: Superpowers, oh-my-claudecode, hermes-agent, learn-claude-code, claude-mem, and AgentScope \u2014 what they do, who they're for, and which to pick.",
    "## 5. claude-mem \u2014 42K\u2605"
   ],
   "repository_evidence": [
    "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
    "We cover the top 6: Superpowers, oh-my-claudecode, hermes-agent, learn-claude-code, claude-mem, and AgentScope \u2014 what they do, who they're for, and which to pick.",
    "## 5. claude-mem \u2014 42K\u2605",
    "**Repo:** [thedotmack/claude-mem](https://github.com/thedotmack/claude-mem)"
   ],
   "stars_evidence": [
    "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
    "We cover the top 6: Superpowers, oh-my-claudecode, hermes-agent, learn-claude-code, claude-mem, and AgentScope \u2014 what they do, who they're for, and which to pick.",
    "## 5. claude-mem \u2014 42K\u2605"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentconn.com/blog/best-ai-agent-orchestration-tools-2026",
   "title": "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
   "project": "AgentScope",
   "repository": "https://github.com/agentscope-ai/agentscope",
   "stars": "22000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
    "We cover the top 6: Superpowers, oh-my-claudecode, hermes-agent, learn-claude-code, claude-mem, and AgentScope \u2014 what they do, who they're for, and which to pick.",
    "## 6. AgentScope \u2014 22K\u2605"
   ],
   "repository_evidence": [
    "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
    "We cover the top 6: Superpowers, oh-my-claudecode, hermes-agent, learn-claude-code, claude-mem, and AgentScope \u2014 what they do, who they're for, and which to pick.",
    "## 6. AgentScope \u2014 22K\u2605",
    "**Repo:** [agentscope-ai/agentscope](https://github.com/agentscope-ai/agentscope)"
   ],
   "stars_evidence": [
    "Best AI Agent Orchestration Tools in 2026: From Superpowers to oh-my-claudecode",
    "We cover the top 6: Superpowers, oh-my-claudecode, hermes-agent, learn-claude-code, claude-mem, and AgentScope \u2014 what they do, who they're for, and which to pick.",
    "## 6. AgentScope \u2014 22K\u2605"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://discovery.niravjoshi.dev/collection/multi-agent-frameworks",
   "title": "Multi-agent frameworks and orchestration",
   "project": "wanman",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### wanman - worktree-isolated multi-agent runtime for Claude Code and Codex"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://discovery.niravjoshi.dev/collection/multi-agent-frameworks",
   "title": "Multi-agent frameworks and orchestration",
   "project": "agent-of-empires",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### agent-of-empires - mobile-first multi-agent control plane"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://discovery.niravjoshi.dev/collection/multi-agent-frameworks",
   "title": "Multi-agent frameworks and orchestration",
   "project": "Orca",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### Orca - IDE for coding agents"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://discovery.niravjoshi.dev/collection/multi-agent-frameworks",
   "title": "Multi-agent frameworks and orchestration",
   "project": "Foundry",
   "repository": null,
   "stars": "800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### Foundry - foundation layer for agentic intelligence"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### Foundry - foundation layer for agentic intelligence",
    "Python agent runtime and framework aimed at production agentic systems."
   ],
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   "license_evidence": null
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   "title": "Multi-agent frameworks and orchestration",
   "project": "agent-hub",
   "repository": null,
   "stars": null,
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### agent-hub - one chat surface for every local and remote agent"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  },
  {
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   "project": "Egregore",
   "repository": null,
   "stars": null,
   "description": null,
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### Egregore - shared memory for multiplayer Claude Code"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://discovery.niravjoshi.dev/collection/multi-agent-frameworks",
   "title": "Multi-agent frameworks and orchestration",
   "project": "my-claude-devteam",
   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### my-claude-devteam - 12-agent dev team for Claude Code"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
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   "stars": null,
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### asynkor - file leasing for AI agent teams"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
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   "stars": null,
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### codex-mcp-server - call Codex from Claude Code"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### pydantic-deepagents - Claude Code-style agents in Python"
   ],
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   "stars_evidence": null,
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  {
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### maestro-orchestrate - multi-agent orchestration platform"
   ],
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   "stars_evidence": null,
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  },
  {
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   "title": "Multi-agent frameworks and orchestration",
   "project": "sandboxed.sh",
   "repository": null,
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### sandboxed.sh - self-hosted agent sandbox orchestrator"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  {
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### codexia - agent workstation for Codex and Claude Code"
   ],
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   "stars_evidence": null,
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  },
  {
   "url": "https://discovery.niravjoshi.dev/collection/multi-agent-frameworks",
   "title": "Multi-agent frameworks and orchestration",
   "project": "claude_agent_teams_ui",
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### claude_agent_teams_ui - kanban for AI engineering teams"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  },
  {
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   "title": "Multi-agent frameworks and orchestration",
   "project": "zeroshot",
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### zeroshot - autonomous engineering team CLI"
   ],
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  },
  {
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   "project": "hcom",
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### hcom - cross-terminal agent messaging"
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   "stars_evidence": null,
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### dmux - dev agent multiplexer for worktrees"
   ],
   "repository_evidence": null,
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  },
  {
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   "title": "Multi-agent frameworks and orchestration",
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### herdr - terminal agent multiplexer"
   ],
   "repository_evidence": null,
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   "description_evidence": null,
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  },
  {
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   "project": "weave",
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### weave - entity-level git merge driver for agents"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  },
  {
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   "title": "Multi-agent frameworks and orchestration",
   "project": "helix",
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### helix - private agent fleet with GPU desktops"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
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   "title": "Multi-agent frameworks and orchestration",
   "project": "ccmanager",
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### ccmanager - session manager for AI coding CLIs"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  {
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### Dispatch - background workers for Claude Code"
   ],
   "repository_evidence": null,
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   "license_evidence": null
  },
  {
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### a2a-java - Java SDK for Agent2Agent protocol"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  },
  {
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   "title": "Multi-agent frameworks and orchestration",
   "project": "awesome-agent-harness",
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### awesome-agent-harness - curated harness list"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  },
  {
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### cass-memory-system - shared memory across agents"
   ],
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  },
  {
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   "title": "Multi-agent frameworks and orchestration",
   "project": "supaconductor",
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### supaconductor - parallel multi-agent orchestrator"
   ],
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   "stars_evidence": null,
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  },
  {
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### RedAI - validate vulnerabilities in live targets"
   ],
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  },
  {
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   "title": "Multi-agent frameworks and orchestration",
   "project": "opencode-workspace",
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### opencode-workspace - multi-agent harness for OpenCode"
   ],
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   "stars_evidence": null,
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  },
  {
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   "title": "Multi-agent frameworks and orchestration",
   "project": "Broccoli",
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### Broccoli - cloud sandbox harness for Linear"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
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   "title": "Multi-agent frameworks and orchestration",
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### agent-order - cross-model PRD planning workflow"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  {
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   "title": "Multi-agent frameworks and orchestration",
   "project": "openclaw-dashboard",
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### openclaw-dashboard - command center for OpenClaw agents"
   ],
   "repository_evidence": null,
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  },
  {
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   "title": "Multi-agent frameworks and orchestration",
   "project": "awesome-autoresearch",
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### awesome-autoresearch - autonomous research agent loops"
   ],
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### pro-workflow - self-correcting Claude Code memory"
   ],
   "repository_evidence": null,
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   "title": "Multi-agent frameworks and orchestration",
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### claude-delegator - delegate to Codex and Gemini from Claude Code"
   ],
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### TAKT - agent coordination topology in YAML"
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  {
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### claude_code_agent_farm - 20+ Claude Code agents in parallel"
   ],
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### cccc - chat-style multi-agent orchestrator"
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   "title": "Multi-agent frameworks and orchestration",
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### modular-context-obsidian-plugin - Claude Code in Obsidian"
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### oh-my-agent - portable multi-agent harness"
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### oh-my-team - 12-agent Claude Code orchestration"
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### AgentScript - schema-driven agent orchestration language"
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### Agentic Video Editor"
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   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### agent-flow - real-time Claude Code orchestration view"
   ],
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   "license": null,
   "project_evidence": [
    "# Multi-agent frameworks and orchestration",
    "Frameworks, harnesses, and DSLs for coordinating multiple AI agents across handoffs, parallel waves, and tool use.",
    "### AgentKit - multi-agent networks in TypeScript"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rapidclaw.dev/blog/low-code-ai-agent-platforms-compared-2026",
   "title": "Visual Workflow Builders for AI Agents (2026): n8n vs Flowise vs Dify Canvas Face-Off",
   "project": "n8n",
   "repository": null,
   "stars": "65000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Low-Code AI Agent Platforms Compared (2026): n8n vs Flowise vs Dify \u2014 and When to Go Code-First",
    "n8n \u2014 the workflow-first builder"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Low-Code AI Agent Platforms Compared (2026): n8n vs Flowise vs Dify \u2014 and When to Go Code-First",
    "### n8n \u2014 the workflow-first builder",
    "65k+ GitHub stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rapidclaw.dev/blog/low-code-ai-agent-platforms-compared-2026",
   "title": "Visual Workflow Builders for AI Agents (2026): n8n vs Flowise vs Dify Canvas Face-Off",
   "project": "Flowise",
   "repository": null,
   "stars": "35000",
   "description": "Started in 2019 as an open-source Zapier alternative.",
   "license": "Fair-code (Sustainable Use)",
   "project_evidence": [
    "Low-Code AI Agent Platforms Compared (2026): n8n vs Flowise vs Dify \u2014 and When to Go Code-First",
    "### Flowise \u2014 LangChain on a canvas"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Low-Code AI Agent Platforms Compared (2026): n8n vs Flowise vs Dify \u2014 and When to Go Code-First",
    "### Flowise \u2014 LangChain on a canvas",
    "35k+ stars."
   ],
   "description_evidence": [
    "Low-Code AI Agent Platforms Compared (2026): n8n vs Flowise vs Dify \u2014 and When to Go Code-First",
    "### n8n \u2014 the workflow-first builder",
    "Started in 2019 as an open-source Zapier alternative."
   ],
   "license_evidence": [
    "Low-Code AI Agent Platforms Compared (2026): n8n vs Flowise vs Dify \u2014 and When to Go Code-First",
    "| Dimension | n8n | Flowise | Dify |",
    "| License | Fair-code (Sustainable Use) | Apache 2.0 | Apache-like (Dify OSL) |"
   ]
  },
  {
   "url": "https://rapidclaw.dev/blog/low-code-ai-agent-platforms-compared-2026",
   "title": "Visual Workflow Builders for AI Agents (2026): n8n vs Flowise vs Dify Canvas Face-Off",
   "project": "Dify",
   "repository": null,
   "stars": "55000",
   "description": "Launched late 2023 as a visual builder for LangChain and LlamaIndex.",
   "license": "Apache 2.0",
   "project_evidence": [
    "Low-Code AI Agent Platforms Compared (2026): n8n vs Flowise vs Dify \u2014 and When to Go Code-First",
    "### Dify \u2014 the LLMOps-first app builder"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Low-Code AI Agent Platforms Compared (2026): n8n vs Flowise vs Dify \u2014 and When to Go Code-First",
    "### Dify \u2014 the LLMOps-first app builder",
    "55k+ stars, most added in the last 12 months."
   ],
   "description_evidence": [
    "Low-Code AI Agent Platforms Compared (2026): n8n vs Flowise vs Dify \u2014 and When to Go Code-First",
    "### Flowise \u2014 LangChain on a canvas",
    "Launched late 2023 as a visual builder for LangChain and LlamaIndex."
   ],
   "license_evidence": [
    "Low-Code AI Agent Platforms Compared (2026): n8n vs Flowise vs Dify \u2014 and When to Go Code-First",
    "| Dimension | n8n | Flowise | Dify |",
    "| License | Fair-code (Sustainable Use) | Apache 2.0 | Apache-like (Dify OSL) |"
   ]
  },
  {
   "url": "https://aiarch.dev/agent-frameworks",
   "title": "AI agent frameworks: the landscape and how to choose",
   "project": "LangGraph",
   "repository": "github.com/langchain-ai/langgraph",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent frameworks: the landscape and how to choose",
    "## The main agent frameworks",
    "| Framework | Maker | Best for | Language |",
    "| **LangGraph** | LangChain | Low-level, stateful graph orchestration with durable execution and human-in-the-loop control. | Python, JS/TS |"
   ],
   "repository_evidence": [
    "Sources & provenance",
    "- LangGraph positioning and v1.0 stability: LangChain docs and repository (`github.com/langchain-ai/langgraph`)."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiarch.dev/agent-frameworks",
   "title": "AI agent frameworks: the landscape and how to choose",
   "project": "CrewAI",
   "repository": "github.com/crewAIInc/crewAI",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent frameworks: the landscape and how to choose",
    "## The main agent frameworks",
    "| Framework | Maker | Best for | Language |",
    "| **CrewAI** | CrewAI Inc. | Role-based multi-agent \"crews\" plus event-driven flows; standalone, no LangChain dependency. | Python |"
   ],
   "repository_evidence": [
    "Sources & provenance",
    "- CrewAI (role-based crews, standalone): `github.com/crewAIInc/crewAI`."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiarch.dev/agent-frameworks",
   "title": "AI agent frameworks: the landscape and how to choose",
   "project": "AutoGen / AG2",
   "repository": "github.com/microsoft/autogen",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent frameworks: the landscape and how to choose",
    "## The main agent frameworks",
    "| Framework | Maker | Best for | Language |",
    "| **AutoGen / AG2** | Microsoft / community fork | Conversational multi-agent patterns. AutoGen is in maintenance; AG2 is the active community fork. | Python |"
   ],
   "repository_evidence": [
    "Sources & provenance"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiarch.dev/agent-frameworks",
   "title": "AI agent frameworks: the landscape and how to choose",
   "project": "Claude Agent SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent frameworks: the landscape and how to choose",
    "## The main agent frameworks",
    "| Framework | Maker | Best for | Language |",
    "| **Claude Agent SDK** | Anthropic | Agents on the same harness as Claude Code \u2014 file, shell, web access, custom MCP tools, hooks. | Python, TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiarch.dev/agent-frameworks",
   "title": "AI agent frameworks: the landscape and how to choose",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent frameworks: the landscape and how to choose",
    "## The main agent frameworks",
    "| Framework | Maker | Best for | Language |",
    "| **OpenAI Agents SDK** | OpenAI | Lightweight, low-abstraction agents (handoffs, guardrails, tools) in the OpenAI ecosystem. | Python, TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiarch.dev/agent-frameworks",
   "title": "AI agent frameworks: the landscape and how to choose",
   "project": "Google ADK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent frameworks: the landscape and how to choose",
    "## The main agent frameworks",
    "| Framework | Maker | Best for | Language |",
    "| **Google ADK** | Google | Code-first multi-agent systems on Gemini / Google Cloud; model- and deployment-agnostic. | Python, Java (+more) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiarch.dev/agent-frameworks",
   "title": "AI agent frameworks: the landscape and how to choose",
   "project": "Strands Agents SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent frameworks: the landscape and how to choose",
    "## The main agent frameworks",
    "| Framework | Maker | Best for | Language |",
    "| **Strands Agents SDK** | AWS | Model-driven, deploy-anywhere agents on AWS (Lambda, Fargate, Bedrock AgentCore); provider-agnostic. | Python, TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://shaam.blog/articles/multi-agent-ai-team-orchestration-free-stack-2026",
   "title": "How to Build a Multi-Agent AI Team on One Screen in 2026 (Free Orchestration Stack)",
   "project": "Paperclip",
   "repository": "https://github.com/paperclipai/paperclip",
   "stars": "71000",
   "description": null,
   "license": null,
   "project_evidence": [
    "How to Build a Multi-Agent AI Team on One Screen in 2026 (Free Orchestration Stack)",
    "The strongest free stack right now pairs Paperclip (an open-source orchestration dashboard with org charts, budgets, and governance) with Hermes Agent (an open-source self-improving agent framework with persistent memory and 40+ built-in tools)."
   ],
   "repository_evidence": [
    "How to Build a Multi-Agent AI Team on One Screen in 2026 (Free Orchestration Stack)",
    "The critical distinction is this: an agent framework (like Hermes Agent, Claude Code, or OpenAI Codex) is the worker.",
    "([GitHub \u2014 paperclipai/paperclip](https://github.com/paperclipai/paperclip))"
   ],
   "stars_evidence": [
    "How to Build a Multi-Agent AI Team on One Screen in 2026 (Free Orchestration Stack)",
    "**Last verified: 2026-07-30** \u00b7 Best free orchestration dashboard: Paperclip (71K+ GitHub stars) \u00b7 Best free agent runtime: Hermes Agent by Nous Research (32K+ GitHub stars) \u00b7 Total stack cost: $0 with local models"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://shaam.blog/articles/multi-agent-ai-team-orchestration-free-stack-2026",
   "title": "How to Build a Multi-Agent AI Team on One Screen in 2026 (Free Orchestration Stack)",
   "project": "Hermes Agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "32000",
   "description": null,
   "license": null,
   "project_evidence": [
    "How to Build a Multi-Agent AI Team on One Screen in 2026 (Free Orchestration Stack)",
    "The strongest free stack right now pairs Paperclip (an open-source orchestration dashboard with org charts, budgets, and governance) with Hermes Agent (an open-source self-improving agent framework with persistent memory and 40+ built-in tools)."
   ],
   "repository_evidence": [
    "How to Build a Multi-Agent AI Team on One Screen in 2026 (Free Orchestration Stack)",
    "Sources: [GitHub \u2014 NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent), [GitHub \u2014 paperclipai/paperclip](https://github.com/paperclipai/paperclip)"
   ],
   "stars_evidence": [
    "How to Build a Multi-Agent AI Team on One Screen in 2026 (Free Orchestration Stack)",
    "**Last verified: 2026-07-30** \u00b7 Best free orchestration dashboard: Paperclip (71K+ GitHub stars) \u00b7 Best free agent runtime: Hermes Agent by Nous Research (32K+ GitHub stars) \u00b7 Total stack cost: $0 with local models"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "Haystack",
   "repository": "deepset-ai/haystack",
   "stars": "24800",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| deepset-ai/haystack | 24,800 | Python | Chain + DAG | Open-source AI orchestration for production-ready LLM apps with modular pipelines |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| deepset-ai/haystack | 24,800 | Python | Chain + DAG | Open-source AI orchestration for production-ready LLM apps with modular pipelines |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| deepset-ai/haystack | 24,800 | Python | Chain + DAG | Open-source AI orchestration for production-ready LLM apps with modular pipelines |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "OpenAI Agents",
   "repository": "openai/openai-agents-python",
   "stars": "20692",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| openai/openai-agents-python | 20,692 | Python | DAG | Lightweight framework for multi-agent workflows with handoffs and guardrails |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| openai/openai-agents-python | 20,692 | Python | DAG | Lightweight framework for multi-agent workflows with handoffs and guardrails |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| openai/openai-agents-python | 20,692 | Python | DAG | Lightweight framework for multi-agent workflows with handoffs and guardrails |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "Microsoft Agent Framework",
   "repository": "microsoft/agent-framework",
   "stars": "9290",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| microsoft/agent-framework | 9,290 | Python | DAG | Multi-agent orchestration and deployment framework for Python and .NET |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| microsoft/agent-framework | 9,290 | Python | DAG | Multi-agent orchestration and deployment framework for Python and .NET |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| microsoft/agent-framework | 9,290 | Python | DAG | Multi-agent orchestration and deployment framework for Python and .NET |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "Spring AI Alibaba",
   "repository": "alibaba/spring-ai-alibaba",
   "stars": "9169",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| alibaba/spring-ai-alibaba | 9,169 | Java | DAG | Agentic AI framework for Java with graph-based workflow support |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| alibaba/spring-ai-alibaba | 9,169 | Java | DAG | Agentic AI framework for Java with graph-based workflow support |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| alibaba/spring-ai-alibaba | 9,169 | Java | DAG | Agentic AI framework for Java with graph-based workflow support |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "Lamda",
   "repository": "firerpa/lamda",
   "stars": "7715",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| firerpa/lamda | 7,715 | Python | Chain | Android RPA agent framework for mobile automation |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| firerpa/lamda | 7,715 | Python | Chain | Android RPA agent framework for mobile automation |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| firerpa/lamda | 7,715 | Python | Chain | Android RPA agent framework for mobile automation |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "PySpur",
   "repository": "PySpur-Dev/pyspur",
   "stars": "5705",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| PySpur-Dev/pyspur | 5,705 | TypeScript | Loop + DAG | Visual playground for agentic workflows with human-in-the-loop |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| PySpur-Dev/pyspur | 5,705 | TypeScript | Loop + DAG | Visual playground for agentic workflows with human-in-the-loop |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| PySpur-Dev/pyspur | 5,705 | TypeScript | Loop + DAG | Visual playground for agentic workflows with human-in-the-loop |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "OpenAgentsControl",
   "repository": "darrenhinde/OpenAgentsControl",
   "stars": "3394",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| darrenhinde/OpenAgentsControl | 3,394 | TypeScript | Chain | Plan-first AI agent framework with approval-based execution |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| darrenhinde/OpenAgentsControl | 3,394 | TypeScript | Chain | Plan-first AI agent framework with approval-based execution |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| darrenhinde/OpenAgentsControl | 3,394 | TypeScript | Chain | Plan-first AI agent framework with approval-based execution |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "Solace Agent Mesh",
   "repository": "SolaceLabs/solace-agent-mesh",
   "stars": "3075",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| SolaceLabs/solace-agent-mesh | 3,075 | Python | Event-Driven | Event-driven multi-agent AI framework with A2A protocol support |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| SolaceLabs/solace-agent-mesh | 3,075 | Python | Event-Driven | Event-driven multi-agent AI framework with A2A protocol support |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| SolaceLabs/solace-agent-mesh | 3,075 | Python | Event-Driven | Event-driven multi-agent AI framework with A2A protocol support |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "Griptape",
   "repository": "griptape-ai/griptape",
   "stars": "2508",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| griptape-ai/griptape | 2,508 | Python | Chain | Modular Python framework with chain-of-thought reasoning and tools |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| griptape-ai/griptape | 2,508 | Python | Chain | Modular Python framework with chain-of-thought reasoning and tools |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| griptape-ai/griptape | 2,508 | Python | Chain | Modular Python framework with chain-of-thought reasoning and tools |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "Instill Core",
   "repository": "instill-ai/instill-core",
   "stars": "2309",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| instill-ai/instill-core | 2,309 | Python | Chain + DAG | Full-stack AI infrastructure for data, model, and pipeline orchestration |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| instill-ai/instill-core | 2,309 | Python | Chain + DAG | Full-stack AI infrastructure for data, model, and pipeline orchestration |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| instill-ai/instill-core | 2,309 | Python | Chain + DAG | Full-stack AI infrastructure for data, model, and pipeline orchestration |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "LLMStack",
   "repository": "trypromptly/LLMStack",
   "stars": "2292",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| trypromptly/LLMStack | 2,292 | Python | DAG | No-code multi-agent framework for LLM agents and workflows |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| trypromptly/LLMStack | 2,292 | Python | DAG | No-code multi-agent framework for LLM agents and workflows |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| trypromptly/LLMStack | 2,292 | Python | DAG | No-code multi-agent framework for LLM agents and workflows |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "Pentestagent",
   "repository": "GH05TCREW/pentestagent",
   "stars": "1948",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| GH05TCREW/pentestagent | 1,948 | Python | Loop | AI agent framework for black-box security testing with knowledge graphs |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| GH05TCREW/pentestagent | 1,948 | Python | Loop | AI agent framework for black-box security testing with knowledge graphs |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| GH05TCREW/pentestagent | 1,948 | Python | Loop | AI agent framework for black-box security testing with knowledge graphs |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "Rocketride Server",
   "repository": "rocketride-org/rocketride-server",
   "stars": "1656",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| rocketride-org/rocketride-server | 1,656 | C++ | DAG | High-performance AI pipeline engine with C++ core and 50+ Python nodes |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| rocketride-org/rocketride-server | 1,656 | C++ | DAG | High-performance AI pipeline engine with C++ core and 50+ Python nodes |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| rocketride-org/rocketride-server | 1,656 | C++ | DAG | High-performance AI pipeline engine with C++ core and 50+ Python nodes |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "Jido",
   "repository": "agentjido/jido",
   "stars": "1636",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| agentjido/jido | 1,636 | Elixir | Event-Driven | Autonomous agent framework for Elixir with distributed behavior |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| agentjido/jido | 1,636 | Elixir | Event-Driven | Autonomous agent framework for Elixir with distributed behavior |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| agentjido/jido | 1,636 | Elixir | Event-Driven | Autonomous agent framework for Elixir with distributed behavior |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "Patchwork",
   "repository": "patched-codes/patchwork",
   "stars": "1547",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| patched-codes/patchwork | 1,547 | Python | Chain | Agentic AI framework for enterprise workflow automation |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| patched-codes/patchwork | 1,547 | Python | Chain | Agentic AI framework for enterprise workflow automation |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| patched-codes/patchwork | 1,547 | Python | Chain | Agentic AI framework for enterprise workflow automation |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "Director",
   "repository": "video-db/Director",
   "stars": "1352",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| video-db/Director | 1,352 | Python | Chain | AI video agents framework for video interactions and workflows |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| video-db/Director | 1,352 | Python | Chain | AI video agents framework for video interactions and workflows |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| video-db/Director | 1,352 | Python | Chain | AI video agents framework for video interactions and workflows |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "Sage",
   "repository": "ZHangZHengEric/Sage",
   "stars": "1106",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| ZHangZHengEric/Sage | 1,106 | Python | DAG | Multi-agent system framework for complex tasks |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| ZHangZHengEric/Sage | 1,106 | Python | DAG | Multi-agent system framework for complex tasks |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| ZHangZHengEric/Sage | 1,106 | Python | DAG | Multi-agent system framework for complex tasks |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "JamAIBase",
   "repository": "EmbeddedLLM/JamAIBase",
   "stars": "1090",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| EmbeddedLLM/JamAIBase | 1,090 | Python | Chain | Collaborative AI spreadsheet with chained cell pipelines |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| EmbeddedLLM/JamAIBase | 1,090 | Python | Chain | Collaborative AI spreadsheet with chained cell pipelines |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| EmbeddedLLM/JamAIBase | 1,090 | Python | Chain | Collaborative AI spreadsheet with chained cell pipelines |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "Blades",
   "repository": "go-kratos/blades",
   "stars": "755",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| go-kratos/blades | 755 | Go | DAG | Go-based multimodal AI agent framework with workflow graph |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| go-kratos/blades | 755 | Go | DAG | Go-based multimodal AI agent framework with workflow graph |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| go-kratos/blades | 755 | Go | DAG | Go-based multimodal AI agent framework with workflow graph |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "Claude Forge",
   "repository": "sangrokjung/claude-forge",
   "stars": "645",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| sangrokjung/claude-forge | 645 | Shell | Chain | Claude Code plugin framework with 11 agents and 36 commands |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| sangrokjung/claude-forge | 645 | Shell | Chain | Claude Code plugin framework with 11 agents and 36 commands |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| sangrokjung/claude-forge | 645 | Shell | Chain | Claude Code plugin framework with 11 agents and 36 commands |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "Pipelex",
   "repository": "Pipelex/pipelex",
   "stars": "641",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| Pipelex/pipelex | 641 | Python | DAG | Declarative language for composable AI workflows |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| Pipelex/pipelex | 641 | Python | DAG | Declarative language for composable AI workflows |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| Pipelex/pipelex | 641 | Python | DAG | Declarative language for composable AI workflows |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "Agently Daily News Collector",
   "repository": "AgentEra/Agently-Daily-News-Collector",
   "stars": "608",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| AgentEra/Agently-Daily-News-Collector | 608 | Python | Chain | LLM-based automatic daily news collecting workflow |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| AgentEra/Agently-Daily-News-Collector | 608 | Python | Chain | LLM-based automatic daily news collecting workflow |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| AgentEra/Agently-Daily-News-Collector | 608 | Python | Chain | LLM-based automatic daily news collecting workflow |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "Graphbit",
   "repository": "InfinitiBit/graphbit",
   "stars": "529",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| InfinitiBit/graphbit | 529 | Rust | DAG | Enterprise-grade agentic AI framework with Rust core |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| InfinitiBit/graphbit | 529 | Rust | DAG | Enterprise-grade agentic AI framework with Rust core |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| InfinitiBit/graphbit | 529 | Rust | DAG | Enterprise-grade agentic AI framework with Rust core |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "Cognify",
   "repository": "GenseeAI/cognify",
   "stars": "274",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| GenseeAI/cognify | 274 | Python | Tree | Multi-faceted AI agent and workflow autotuning for LangChain/DSPy |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| GenseeAI/cognify | 274 | Python | Tree | Multi-faceted AI agent and workflow autotuning for LangChain/DSPy |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| GenseeAI/cognify | 274 | Python | Tree | Multi-faceted AI agent and workflow autotuning for LangChain/DSPy |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudflow.com/research/ai-workflow-architectures.html",
   "title": "AI Workflow Architectures \u2014 100 Agent Repo Patterns",
   "project": "OpenAI Agents Go",
   "repository": "nlpodyssey/openai-agents-go",
   "stars": "245",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| nlpodyssey/openai-agents-go | 245 | Go | DAG | Go port of OpenAI multi-agent framework |"
   ],
   "repository_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| nlpodyssey/openai-agents-go | 245 | Go | DAG | Go port of OpenAI multi-agent framework |"
   ],
   "stars_evidence": [
    "## Top Repositories by Architecture Pattern",
    "| Repository | Stars | Language | Pattern | Description |",
    "| nlpodyssey/openai-agents-go | 245 | Go | DAG | Go port of OpenAI multi-agent framework |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://myengineeringpath.dev/tools/crewai-vs-autogen",
   "title": "CrewAI vs AutoGen \u2014 Role-Based Teams or Conversation Agents? (2026)",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CrewAI vs AutoGen \u2014 Role-Based Teams or Conversation Agents? (2026)",
    "- [CrewAI GitHub](https://github.com/crewAIInc/crewAI) \u2014 Source code and community examples"
   ],
   "repository_evidence": [
    "CrewAI vs AutoGen \u2014 Role-Based Teams or Conversation Agents? (2026)",
    "- [CrewAI GitHub](https://github.com/crewAIInc/crewAI) \u2014 Source code and community examples"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://myengineeringpath.dev/tools/crewai-vs-autogen",
   "title": "CrewAI vs AutoGen \u2014 Role-Based Teams or Conversation Agents? (2026)",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CrewAI vs AutoGen \u2014 Role-Based Teams or Conversation Agents? (2026)",
    "- [AutoGen GitHub](https://github.com/microsoft/autogen) \u2014 Source code, examples, and notebooks"
   ],
   "repository_evidence": [
    "CrewAI vs AutoGen \u2014 Role-Based Teams or Conversation Agents? (2026)",
    "- [AutoGen GitHub](https://github.com/microsoft/autogen) \u2014 Source code, examples, and notebooks"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://changegamer.ai/resources/agent-frameworks-compared",
   "title": "AI Agent Frameworks Compared",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks Compared",
    "Vendor-neutral comparison table of the major agent-orchestration frameworks \u2014 language, license, multi-agent model, MCP/A2A support \u2014 plus a how-to-choose guide for agent builders.",
    "## Framework comparison table",
    "Framework comparison table",
    "| Framework | Maintainer | Language(s) | License | Multi-agent model | MCP | A2A | Notable for agents |",
    "| **OpenAI Agents SDK** | OpenAI | Python, TypeScript | MIT | Handoffs (linear chain; one active agent at a time) | Yes \u2014 native | No (handoffs only; no cross-vendor A2A) | Lightest opinionated wrapper around OpenAI APIs; built-in tracing; Responses API integration; official JS/TS SDK at github.com/openai/openai-agents-js |"
   ],
   "repository_evidence": [
    "## Verified sources",
    "- OpenAI Agents SDK (Python, MIT): [https://github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://changegamer.ai/resources/agent-frameworks-compared",
   "title": "AI Agent Frameworks Compared",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks Compared",
    "Vendor-neutral comparison table of the major agent-orchestration frameworks \u2014 language, license, multi-agent model, MCP/A2A support \u2014 plus a how-to-choose guide for agent builders.",
    "## Framework comparison table",
    "Framework comparison table",
    "| Framework | Maintainer | Language(s) | License | Multi-agent model | MCP | A2A | Notable for agents |",
    "| **Google ADK** | Google | Python, TypeScript, Java, Go, Kotlin (beta) | Apache 2.0 | Graph-based Workflow Runtime (ADK 2.0 GA, May 2026): deterministic graph of nodes/edges with Sequential/Parallel/Loop agents and coordinator+subagent patterns; native A2A Agent Cards auto-generated | Yes | Yes \u2014 native, auto-generates Agent Card | Optimized for Gemini but model-agnostic; tight Vertex AI / Cloud Run integration; strongest A2A first-mover |"
   ],
   "repository_evidence": [
    "## Verified sources",
    "- Google ADK Python (Apache 2.0): [https://github.com/google/adk-python](https://github.com/google/adk-python)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://changegamer.ai/resources/agent-frameworks-compared",
   "title": "AI Agent Frameworks Compared",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks Compared",
    "Vendor-neutral comparison table of the major agent-orchestration frameworks \u2014 language, license, multi-agent model, MCP/A2A support \u2014 plus a how-to-choose guide for agent builders.",
    "## Framework comparison table",
    "Framework comparison table",
    "| Framework | Maintainer | Language(s) | License | Multi-agent model | MCP | A2A | Notable for agents |",
    "| **LangGraph** | LangChain AI | Python, TypeScript | MIT | Stateful graph (nodes + edges + conditional routing; cycles allowed) | Yes \u2014 via langchain-mcp-adapters | Via LangSmith Deployment (formerly LangGraph Platform); not available in the open-source library alone | Explicit state machines; best for complex branching and long-running pipelines; LangSmith tracing |"
   ],
   "repository_evidence": [
    "## Verified sources",
    "- LangGraph Python (MIT): [https://github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://changegamer.ai/resources/agent-frameworks-compared",
   "title": "AI Agent Frameworks Compared",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks Compared",
    "Vendor-neutral comparison table of the major agent-orchestration frameworks \u2014 language, license, multi-agent model, MCP/A2A support \u2014 plus a how-to-choose guide for agent builders.",
    "## Framework comparison table",
    "Framework comparison table",
    "| Framework | Maintainer | Language(s) | License | Multi-agent model | MCP | A2A | Notable for agents |",
    "| **CrewAI** | crewAI Inc | Python | MIT | Role/crew (named agents with roles, goals, backstory; sequential or hierarchical) | Yes \u2014 first-class (docs.crewai.com/en/mcp/overview) | Yes | Fastest to get a role-based multi-agent crew running; large template library |"
   ],
   "repository_evidence": [
    "## Verified sources",
    "- CrewAI (Python, MIT): [https://github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://changegamer.ai/resources/agent-frameworks-compared",
   "title": "AI Agent Frameworks Compared",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks Compared",
    "Vendor-neutral comparison table of the major agent-orchestration frameworks \u2014 language, license, multi-agent model, MCP/A2A support \u2014 plus a how-to-choose guide for agent builders.",
    "## Framework comparison table",
    "Framework comparison table",
    "| Framework | Maintainer | Language(s) | License | Multi-agent model | MCP | A2A | Notable for agents |",
    "| **Microsoft Agent Framework** | Microsoft | Python, C#/.NET | MIT | Graph-based workflows; multi-runtime (Python and .NET agents can interop via A2A) | Yes | Yes \u2014 1.0 (April 2026); cross-runtime Python \u2194 .NET via A2A | GA April 2026; successor to AutoGen + Semantic Kernel (AutoGen now maintenance-only; Semantic Kernel still active) for new agent work; enterprise Azure integration; Durable Task hosting |"
   ],
   "repository_evidence": [
    "## Verified sources",
    "- Microsoft Agent Framework (MIT, Python + .NET, GA April 2026): [https://github.com/microsoft/agent-framework](https://github.com/microsoft/agent-framework)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://changegamer.ai/resources/agent-frameworks-compared",
   "title": "AI Agent Frameworks Compared",
   "project": "AWS Strands Agents",
   "repository": "https://github.com/strands-agents/harness-sdk",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks Compared",
    "Vendor-neutral comparison table of the major agent-orchestration frameworks \u2014 language, license, multi-agent model, MCP/A2A support \u2014 plus a how-to-choose guide for agent builders.",
    "## Framework comparison table",
    "Framework comparison table",
    "| Framework | Maintainer | Language(s) | License | Multi-agent model | MCP | A2A | Notable for agents |",
    "| **AWS Strands Agents** | Amazon Web Services | Python, TypeScript | Apache 2.0 | Agents-as-tools (nested delegation); event-driven | Yes \u2014 first-class | Yes \u2014 1.0 (SDK 1.0, May 2026) | AWS-native (Bedrock AgentCore, Lambda, ECS); model-agnostic; minimal boilerplate; strong production tooling |"
   ],
   "repository_evidence": [
    "## Verified sources",
    "- AWS Strands Agents SDK monorepo (Python + TypeScript, Apache 2.0; formerly sdk-python): [https://github.com/strands-agents/harness-sdk](https://github.com/strands-agents/harness-sdk)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://changegamer.ai/resources/agent-frameworks-compared",
   "title": "AI Agent Frameworks Compared",
   "project": "LlamaIndex Workflows",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks Compared",
    "Vendor-neutral comparison table of the major agent-orchestration frameworks \u2014 language, license, multi-agent model, MCP/A2A support \u2014 plus a how-to-choose guide for agent builders.",
    "## Framework comparison table",
    "Framework comparison table",
    "| Framework | Maintainer | Language(s) | License | Multi-agent model | MCP | A2A | Notable for agents |",
    "| **LlamaIndex Workflows** | LlamaIndex (run-llama) | Python | MIT | Event-driven steps (async, cyclable); agents orchestrate via workflow events | Yes \u2014 native (MCP as default tool protocol) | Yes \u2014 native (built into LlamaIndex Agents, 2026) | Best-in-class RAG + retrieval integration; document-heavy agent pipelines; Workflows-as-MCP-server pattern |"
   ],
   "repository_evidence": [
    "## Verified sources",
    "- LlamaIndex (Python, MIT): [https://github.com/run-llama/llama_index](https://github.com/run-llama/llama_index)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://changegamer.ai/resources/agent-frameworks-compared",
   "title": "AI Agent Frameworks Compared",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks Compared",
    "Vendor-neutral comparison table of the major agent-orchestration frameworks \u2014 language, license, multi-agent model, MCP/A2A support \u2014 plus a how-to-choose guide for agent builders.",
    "## Framework comparison table",
    "Framework comparison table",
    "| Framework | Maintainer | Language(s) | License | Multi-agent model | MCP | A2A | Notable for agents |",
    "| **Pydantic AI** | Pydantic (Samuel Colvin) | Python | MIT | Dependency-injection model; agents call sub-agents via typed tools | Yes \u2014 native | Yes \u2014 via fasta2a (Agent.to_a2a() deprecated; removed in v2.0) | Type-safety first; Pydantic validation on all inputs/outputs; Logfire observability built in; v1.0 GA Sep 2025; v2.0 went GA in June 2026 (harness-first design; latest is v2.5.1, July 2026) |"
   ],
   "repository_evidence": [
    "## Verified sources",
    "- Pydantic AI (Python, MIT): [https://github.com/pydantic/pydantic-ai](https://github.com/pydantic/pydantic-ai)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://changegamer.ai/resources/agent-frameworks-compared",
   "title": "AI Agent Frameworks Compared",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks Compared",
    "Vendor-neutral comparison table of the major agent-orchestration frameworks \u2014 language, license, multi-agent model, MCP/A2A support \u2014 plus a how-to-choose guide for agent builders.",
    "## Framework comparison table",
    "Framework comparison table",
    "| Framework | Maintainer | Language(s) | License | Multi-agent model | MCP | A2A | Notable for agents |",
    "| **Mastra** | Mastra AI | TypeScript | Apache 2.0 (core); Enterprise license (ee/ dirs) | Graph-based workflows + agent networks; A2A for cross-platform delegation | Yes \u2014 bidirectional (consume MCP servers + expose agents as MCP) | Yes \u2014 native (May 2026; mastra.ai/docs/agents/a2a) | Only TypeScript-native framework in this list; strong Next.js / Node.js DX; built-in evals, syncs, and memory |"
   ],
   "repository_evidence": [
    "## Verified sources",
    "- Mastra (TypeScript, Apache 2.0 core): [https://github.com/mastra-ai/mastra](https://github.com/mastra-ai/mastra)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/changelog",
   "title": "Changelog \u2014 AI agent star movers \u2014 Agent Search Engine",
   "project": "ruflo",
   "repository": null,
   "stars": "65000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Star movers",
    "GitHub stars gained \u00b7 Jul 17, 2026 \u2192 Jul 21, 2026",
    "8. [rufloFrameworkAgent Frameworks65k stars \u00b7 TypeScript\u25b2 505stars](/agents/ruflo)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Star movers",
    "GitHub stars gained \u00b7 Jul 17, 2026 \u2192 Jul 21, 2026",
    "8. [rufloFrameworkAgent Frameworks65k stars \u00b7 TypeScript\u25b2 505stars](/agents/ruflo)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/changelog",
   "title": "Changelog \u2014 AI agent star movers \u2014 Agent Search Engine",
   "project": "n8n",
   "repository": null,
   "stars": "197000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Star movers",
    "GitHub stars gained \u00b7 Jul 17, 2026 \u2192 Jul 21, 2026",
    "9. [n8nPlatformWorkflow & Productivity197k stars \u00b7 TypeScript\u25b2 468stars](/agents/n8n)",
    "## Recently active",
    "By last public commit",
    "3. [n8nPlatformWorkflow & ProductivityTypeScript \u00b7 197k starstodaylast commit](/agents/n8n)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Star movers",
    "GitHub stars gained \u00b7 Jul 17, 2026 \u2192 Jul 21, 2026",
    "9. [n8nPlatformWorkflow & Productivity197k stars \u00b7 TypeScript\u25b2 468stars](/agents/n8n)",
    "## Recently active",
    "By last public commit",
    "3. [n8nPlatformWorkflow & ProductivityTypeScript \u00b7 197k starstodaylast commit](/agents/n8n)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/changelog",
   "title": "Changelog \u2014 AI agent star movers \u2014 Agent Search Engine",
   "project": "fastmcp",
   "repository": null,
   "stars": "27000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Star movers",
    "GitHub stars gained \u00b7 Jul 17, 2026 \u2192 Jul 21, 2026",
    "10. [fastmcpSDK / libraryMCP Servers27k stars \u00b7 Python\u25b2 461stars](/agents/fastmcp)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Star movers",
    "GitHub stars gained \u00b7 Jul 17, 2026 \u2192 Jul 21, 2026",
    "10. [fastmcpSDK / libraryMCP Servers27k stars \u00b7 Python\u25b2 461stars](/agents/fastmcp)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/changelog",
   "title": "Changelog \u2014 AI agent star movers \u2014 Agent Search Engine",
   "project": "dify",
   "repository": null,
   "stars": "150000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Star movers",
    "GitHub stars gained \u00b7 Jul 17, 2026 \u2192 Jul 21, 2026",
    "12. [difyPlatformWorkflow & Productivity150k stars \u00b7 TypeScript\u25b2 436stars](/agents/dify)",
    "## Recently active",
    "By last public commit",
    "15. [difyPlatformWorkflow & ProductivityTypeScript \u00b7 150k starstodaylast commit](/agents/dify)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Star movers",
    "GitHub stars gained \u00b7 Jul 17, 2026 \u2192 Jul 21, 2026",
    "12. [difyPlatformWorkflow & Productivity150k stars \u00b7 TypeScript\u25b2 436stars](/agents/dify)",
    "## Recently active",
    "By last public commit",
    "15. [difyPlatformWorkflow & ProductivityTypeScript \u00b7 150k starstodaylast commit](/agents/dify)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/changelog",
   "title": "Changelog \u2014 AI agent star movers \u2014 Agent Search Engine",
   "project": "ragflow",
   "repository": null,
   "stars": "86000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Star movers",
    "GitHub stars gained \u00b7 Jul 17, 2026 \u2192 Jul 21, 2026",
    "15. [ragflowPlatformAutonomous Agents86k stars \u00b7 Go\u25b2 263stars](/agents/ragflow)",
    "## Recently active",
    "By last public commit",
    "24. [ragflowPlatformAutonomous AgentsGo \u00b7 86k starstodaylast commit](/agents/ragflow)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Star movers",
    "GitHub stars gained \u00b7 Jul 17, 2026 \u2192 Jul 21, 2026",
    "15. [ragflowPlatformAutonomous Agents86k stars \u00b7 Go\u25b2 263stars](/agents/ragflow)",
    "## Recently active",
    "By last public commit",
    "24. [ragflowPlatformAutonomous AgentsGo \u00b7 86k starstodaylast commit](/agents/ragflow)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/changelog",
   "title": "Changelog \u2014 AI agent star movers \u2014 Agent Search Engine",
   "project": "langchain",
   "repository": null,
   "stars": "142000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Star movers",
    "GitHub stars gained \u00b7 Jul 17, 2026 \u2192 Jul 21, 2026",
    "16. [langchainFrameworkAgent Frameworks142k stars \u00b7 Python\u25b2 237stars](/agents/langchain)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Star movers",
    "GitHub stars gained \u00b7 Jul 17, 2026 \u2192 Jul 21, 2026",
    "16. [langchainFrameworkAgent Frameworks142k stars \u00b7 Python\u25b2 237stars](/agents/langchain)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/changelog",
   "title": "Changelog \u2014 AI agent star movers \u2014 Agent Search Engine",
   "project": "WeKnora",
   "repository": null,
   "stars": "19000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Star movers",
    "GitHub stars gained \u00b7 Jul 17, 2026 \u2192 Jul 21, 2026",
    "21. [WeKnoraPlatformResearch & Data Agents19k stars \u00b7 Go\u25b2 199stars](/agents/weknora)",
    "## Recently active",
    "By last public commit",
    "21. [WeKnoraPlatformResearch & Data AgentsGo \u00b7 19k starstodaylast commit](/agents/weknora)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Star movers",
    "GitHub stars gained \u00b7 Jul 17, 2026 \u2192 Jul 21, 2026",
    "21. [WeKnoraPlatformResearch & Data Agents19k stars \u00b7 Go\u25b2 199stars](/agents/weknora)",
    "## Recently active",
    "By last public commit",
    "21. [WeKnoraPlatformResearch & Data AgentsGo \u00b7 19k starstodaylast commit](/agents/weknora)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/changelog",
   "title": "Changelog \u2014 AI agent star movers \u2014 Agent Search Engine",
   "project": "crewAI",
   "repository": null,
   "stars": "56000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Star movers",
    "GitHub stars gained \u00b7 Jul 17, 2026 \u2192 Jul 21, 2026",
    "22. [crewAIFrameworkAgent Frameworks56k stars \u00b7 Python\u25b2 190stars](/agents/crewai)",
    "## Recently active",
    "By last public commit",
    "32. [crewAIFrameworkAgent FrameworksPython \u00b7 56k starstodaylast commit](/agents/crewai)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Star movers",
    "GitHub stars gained \u00b7 Jul 17, 2026 \u2192 Jul 21, 2026",
    "22. [crewAIFrameworkAgent Frameworks56k stars \u00b7 Python\u25b2 190stars](/agents/crewai)",
    "## Recently active",
    "By last public commit",
    "32. [crewAIFrameworkAgent FrameworksPython \u00b7 56k starstodaylast commit](/agents/crewai)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/changelog",
   "title": "Changelog \u2014 AI agent star movers \u2014 Agent Search Engine",
   "project": "anything-llm",
   "repository": null,
   "stars": "64000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Star movers",
    "GitHub stars gained \u00b7 Jul 17, 2026 \u2192 Jul 21, 2026",
    "24. [anything-llmPlatformAutonomous Agents64k stars \u00b7 JavaScript\u25b2 180stars](/agents/anything-llm)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Star movers",
    "GitHub stars gained \u00b7 Jul 17, 2026 \u2192 Jul 21, 2026",
    "24. [anything-llmPlatformAutonomous Agents64k stars \u00b7 JavaScript\u25b2 180stars](/agents/anything-llm)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/changelog",
   "title": "Changelog \u2014 AI agent star movers \u2014 Agent Search Engine",
   "project": "activepieces",
   "repository": null,
   "stars": "23000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Recently active",
    "By last public commit",
    "16. [activepiecesPlatformWorkflow & ProductivityTypeScript \u00b7 23k starstodaylast commit](/agents/activepieces)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Recently active",
    "By last public commit",
    "16. [activepiecesPlatformWorkflow & ProductivityTypeScript \u00b7 23k starstodaylast commit](/agents/activepieces)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/changelog",
   "title": "Changelog \u2014 AI agent star movers \u2014 Agent Search Engine",
   "project": "agent-framework",
   "repository": null,
   "stars": "12000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Recently active",
    "By last public commit",
    "17. [agent-frameworkFrameworkAgent FrameworksPython \u00b7 12k starstodaylast commit](/agents/agent-framework)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Recently active",
    "By last public commit",
    "17. [agent-frameworkFrameworkAgent FrameworksPython \u00b7 12k starstodaylast commit](/agents/agent-framework)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/changelog",
   "title": "Changelog \u2014 AI agent star movers \u2014 Agent Search Engine",
   "project": "trigger.dev",
   "repository": null,
   "stars": "16000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Recently active",
    "By last public commit",
    "18. [trigger.devPlatformWorkflow & ProductivityTypeScript \u00b7 16k starstodaylast commit](/agents/trigger-dev)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Recently active",
    "By last public commit",
    "18. [trigger.devPlatformWorkflow & ProductivityTypeScript \u00b7 16k starstodaylast commit](/agents/trigger-dev)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/changelog",
   "title": "Changelog \u2014 AI agent star movers \u2014 Agent Search Engine",
   "project": "haystack",
   "repository": null,
   "stars": "26000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Recently active",
    "By last public commit",
    "22. [haystackFrameworkResearch & Data AgentsPython \u00b7 26k starstodaylast commit](/agents/haystack)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Recently active",
    "By last public commit",
    "22. [haystackFrameworkResearch & Data AgentsPython \u00b7 26k starstodaylast commit](/agents/haystack)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/changelog",
   "title": "Changelog \u2014 AI agent star movers \u2014 Agent Search Engine",
   "project": "pydantic-ai",
   "repository": null,
   "stars": "19000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Recently active",
    "By last public commit",
    "26. [pydantic-aiFrameworkAgent FrameworksPython \u00b7 19k starstodaylast commit](/agents/pydantic-ai)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Recently active",
    "By last public commit",
    "26. [pydantic-aiFrameworkAgent FrameworksPython \u00b7 19k starstodaylast commit](/agents/pydantic-ai)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/changelog",
   "title": "Changelog \u2014 AI agent star movers \u2014 Agent Search Engine",
   "project": "unstract",
   "repository": null,
   "stars": "6700",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Recently active",
    "By last public commit",
    "29. [unstractPlatformResearch & Data AgentsPython \u00b7 6.7k starstodaylast commit](/agents/unstract)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Recently active",
    "By last public commit",
    "29. [unstractPlatformResearch & Data AgentsPython \u00b7 6.7k starstodaylast commit](/agents/unstract)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/changelog",
   "title": "Changelog \u2014 AI agent star movers \u2014 Agent Search Engine",
   "project": "Adala",
   "repository": null,
   "stars": "1600",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Recently active",
    "By last public commit",
    "33. [AdalaFrameworkResearch & Data AgentsPython \u00b7 1.6k starstodaylast commit](/agents/adala)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Recently active",
    "By last public commit",
    "33. [AdalaFrameworkResearch & Data AgentsPython \u00b7 1.6k starstodaylast commit](/agents/adala)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/changelog",
   "title": "Changelog \u2014 AI agent star movers \u2014 Agent Search Engine",
   "project": "evolver",
   "repository": null,
   "stars": "8900",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Recently active",
    "By last public commit",
    "34. [evolverFrameworkAgent FrameworksJavaScript \u00b7 8.9k starstodaylast commit](/agents/evolver)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Recently active",
    "By last public commit",
    "34. [evolverFrameworkAgent FrameworksJavaScript \u00b7 8.9k starstodaylast commit](/agents/evolver)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/changelog",
   "title": "Changelog \u2014 AI agent star movers \u2014 Agent Search Engine",
   "project": "serena",
   "repository": null,
   "stars": "27000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Recently active",
    "By last public commit",
    "35. [serenaSDK / libraryMCP ServersPython \u00b7 27k starstodaylast commit](/agents/serena)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Recently active",
    "By last public commit",
    "35. [serenaSDK / libraryMCP ServersPython \u00b7 27k starstodaylast commit](/agents/serena)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/changelog",
   "title": "Changelog \u2014 AI agent star movers \u2014 Agent Search Engine",
   "project": "agent-governance-toolkit",
   "repository": null,
   "stars": "4900",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Recently active",
    "By last public commit",
    "37. [agent-governance-toolkitSDK / libraryAgent FrameworksPython \u00b7 4.9k starstodaylast commit](/agents/agent-governance-toolkit)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Recently active",
    "By last public commit",
    "37. [agent-governance-toolkitSDK / libraryAgent FrameworksPython \u00b7 4.9k starstodaylast commit](/agents/agent-governance-toolkit)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/frangelbarrera/awesome-ai-agents/blob/main/README.md",
   "title": "awesome-ai-agents/README.md at main \u00b7 frangelbarrera/awesome-ai-agents",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The AI Agents Repository",
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **LangChain** | Graph-based routing for NLP operations. Executes abstraction wrappers over proprietary REST APIs and local inferences. | Python/TS | Hybrid | Library | [Link](https://github.com/langchain-ai/langchain) |"
   ],
   "repository_evidence": [
    "# The AI Agents Repository",
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **LangChain** | Graph-based routing for NLP operations. Executes abstraction wrappers over proprietary REST APIs and local inferences. | Python/TS | Hybrid | Library | [Link](https://github.com/langchain-ai/langchain) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/frangelbarrera/awesome-ai-agents/blob/main/README.md",
   "title": "awesome-ai-agents/README.md at main \u00b7 frangelbarrera/awesome-ai-agents",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The AI Agents Repository",
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **LangGraph** | Stateful multi-actor orchestrator mapping iterative nodes via Directed Cyclic Graphs (DCGs) with check-pointing. | Python/TS | Hybrid | Library | [Link](https://github.com/langchain-ai/langgraph) |"
   ],
   "repository_evidence": [
    "# The AI Agents Repository",
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **LangGraph** | Stateful multi-actor orchestrator mapping iterative nodes via Directed Cyclic Graphs (DCGs) with check-pointing. | Python/TS | Hybrid | Library | [Link](https://github.com/langchain-ai/langgraph) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/frangelbarrera/awesome-ai-agents/blob/main/README.md",
   "title": "awesome-ai-agents/README.md at main \u00b7 frangelbarrera/awesome-ai-agents",
   "project": "LightAgent",
   "repository": "https://github.com/wanxingai/LightAgent",
   "stars": null,
   "description": null,
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    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Goose](https://github.com/block/goose) - On-machine AI agent that automates development tasks with MCP support."
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Goose](https://github.com/block/goose) - On-machine AI agent that automates development tasks with MCP support."
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    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Eliza](https://github.com/elizaOS/eliza) - Multi-agent simulation framework with Discord, Telegram, and Twitter integration."
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   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Eliza](https://github.com/elizaOS/eliza) - Multi-agent simulation framework with Discord, Telegram, and Twitter integration."
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    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [n8n](https://github.com/n8n-io/n8n) - Fair-code workflow automation platform with native AI capabilities and 400+ integrations."
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   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [n8n](https://github.com/n8n-io/n8n) - Fair-code workflow automation platform with native AI capabilities and 400+ integrations."
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    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Sim](https://github.com/simstudioai/sim) - Open-source platform to build and deploy AI agent workflows."
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   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Sim](https://github.com/simstudioai/sim) - Open-source platform to build and deploy AI agent workflows."
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    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Flowise](https://github.com/FlowiseAI/Flowise) - Drag-and-drop interface for building LLM orchestration flows and AI agents."
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Flowise](https://github.com/FlowiseAI/Flowise) - Drag-and-drop interface for building LLM orchestration flows and AI agents."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Egv2/awesome-agentOS",
   "title": "GitHub - Egv2/awesome-agentos: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "Langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Langflow](https://github.com/langflow-ai/langflow) - Low-code platform for building and deploying AI-powered agents and workflows."
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Langflow](https://github.com/langflow-ai/langflow) - Low-code platform for building and deploying AI-powered agents and workflows."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Egv2/awesome-agentOS",
   "title": "GitHub - Egv2/awesome-agentos: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "SmythOS",
   "repository": "https://github.com/SmythOS/sre",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [SmythOS](https://github.com/SmythOS/sre) - Cloud-native runtime for building, running, and managing agentic AI systems."
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [SmythOS](https://github.com/SmythOS/sre) - Cloud-native runtime for building, running, and managing agentic AI systems."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Egv2/awesome-agentOS",
   "title": "GitHub - Egv2/awesome-agentos: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "Activepieces",
   "repository": "https://github.com/activepieces/activepieces",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Activepieces](https://github.com/activepieces/activepieces) - Open-source AI automation framework with MCP server support."
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Activepieces](https://github.com/activepieces/activepieces) - Open-source AI automation framework with MCP server support."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Egv2/awesome-agentOS",
   "title": "GitHub - Egv2/awesome-agentos: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [OpenManus](https://github.com/FoundationAgents/OpenManus) - Open-source implementation of an autonomous AI agent."
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [OpenManus](https://github.com/FoundationAgents/OpenManus) - Open-source implementation of an autonomous AI agent."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Egv2/awesome-agentOS",
   "title": "GitHub - Egv2/awesome-agentos: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Letta](https://github.com/letta-ai/letta) - Platform for building stateful agents with memory that learn over time."
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Letta](https://github.com/letta-ai/letta) - Platform for building stateful agents with memory that learn over time."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Egv2/awesome-agentOS",
   "title": "GitHub - Egv2/awesome-agentos: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) - Experimental open-source application showcasing GPT-4 capabilities for autonomous tasks."
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) - Experimental open-source application showcasing GPT-4 capabilities for autonomous tasks."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Egv2/awesome-agentOS",
   "title": "GitHub - Egv2/awesome-agentos: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "Open Interpreter",
   "repository": "https://github.com/open-interpreter/open-interpreter",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Open Interpreter](https://github.com/open-interpreter/open-interpreter) - Open-source AI agent that executes code on your computer to perform tasks."
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Open Interpreter](https://github.com/open-interpreter/open-interpreter) - Open-source AI agent that executes code on your computer to perform tasks."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Egv2/awesome-agentOS",
   "title": "GitHub - Egv2/awesome-agentos: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "Huginn",
   "repository": "https://github.com/huginn/huginn",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Huginn](https://github.com/huginn/huginn) - System for creating agents that monitor and act on your behalf across the web."
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Huginn](https://github.com/huginn/huginn) - System for creating agents that monitor and act on your behalf across the web."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Egv2/awesome-agentOS",
   "title": "GitHub - Egv2/awesome-agentos: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "NextPy",
   "repository": "https://github.com/dot-agent/nextpy",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [NextPy](https://github.com/dot-agent/nextpy) - Self-modifying framework for building agentic modular systems."
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [NextPy](https://github.com/dot-agent/nextpy) - Self-modifying framework for building agentic modular systems."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Egv2/awesome-agentOS",
   "title": "GitHub - Egv2/awesome-agentos: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "DeerFlow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [DeerFlow](https://github.com/bytedance/deer-flow) - Open-source SuperAgent harness with sandboxes, memories, tools, and subagents."
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [DeerFlow](https://github.com/bytedance/deer-flow) - Open-source SuperAgent harness with sandboxes, memories, tools, and subagents."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Egv2/awesome-agentOS",
   "title": "GitHub - Egv2/awesome-agentos: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "Hermes Agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Hermes Agent](https://github.com/NousResearch/hermes-agent) - Adaptive AI agent platform built on the Hermes model family."
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Hermes Agent](https://github.com/NousResearch/hermes-agent) - Adaptive AI agent platform built on the Hermes model family."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Egv2/awesome-agentOS",
   "title": "GitHub - Egv2/awesome-agentos: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "RowBoat",
   "repository": "https://github.com/rowboatlabs/rowboat",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [RowBoat](https://github.com/rowboatlabs/rowboat) - Open-source AI coworker with persistent memory for long-running tasks."
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [RowBoat](https://github.com/rowboatlabs/rowboat) - Open-source AI coworker with persistent memory for long-running tasks."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Egv2/awesome-agentOS",
   "title": "GitHub - Egv2/awesome-agentos: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "Accomplish",
   "repository": "https://github.com/accomplish-ai/accomplish",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Accomplish](https://github.com/accomplish-ai/accomplish) - Open-source AI coworker that lives on your desktop and handles multi-step tasks."
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Accomplish](https://github.com/accomplish-ai/accomplish) - Open-source AI coworker that lives on your desktop and handles multi-step tasks."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Egv2/awesome-agentOS",
   "title": "GitHub - Egv2/awesome-agentos: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "Open Agent",
   "repository": "https://github.com/AFK-surf/open-agent",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Open Agent](https://github.com/AFK-surf/open-agent) - Open-source alternative to Claude Agent SDK, ChatGPT Agents, and Manus."
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Open Agent](https://github.com/AFK-surf/open-agent) - Open-source alternative to Claude Agent SDK, ChatGPT Agents, and Manus."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Egv2/awesome-agentOS",
   "title": "GitHub - Egv2/awesome-agentos: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "Shire",
   "repository": "https://github.com/victor36max/shire",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Shire](https://github.com/victor36max/shire) - Persistent workspaces for AI agent teams with inter-agent mailboxes and shared drive."
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Shire](https://github.com/victor36max/shire) - Persistent workspaces for AI agent teams with inter-agent mailboxes and shared drive."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Egv2/awesome-agentOS",
   "title": "GitHub - Egv2/awesome-agentos: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "Kitaru",
   "repository": "https://github.com/zenml-io/kitaru",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Kitaru](https://github.com/zenml-io/kitaru) - Durable execution layer for AI agents with checkpoints, replay, resume, and memory."
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Kitaru](https://github.com/zenml-io/kitaru) - Durable execution layer for AI agents with checkpoints, replay, resume, and memory."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Egv2/awesome-agentOS",
   "title": "GitHub - Egv2/awesome-agentos: A curated list of awesome open source projects for creating agentic operating systems, AI agents, and tools for the future of autonomous computing.",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Mastra](https://github.com/mastra-ai/mastra) - TypeScript framework for building AI-powered applications and agents."
   ],
   "repository_evidence": [
    "# Awesome AgentOS [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Frameworks & Orchestrators",
    "Frameworks for building, deploying, and managing multi-agent systems.",
    "- [Mastra](https://github.com/mastra-ai/mastra) - TypeScript framework for building AI-powered applications and agents."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@duru.tandogan/evaluating-the-best-open-source-ai-platform-for-multi-agent-workflows-ee63c96edabf",
   "title": "Evaluating the Best Open Source AI Platform for Multi-Agent Workflows",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Evaluating the Best Open Source AI Platform for Multi-Agent Workflows",
    "## FLOWISE AND LANGFLOW",
    "I moved on to two fully open-source alternatives: **Flowise** and **LangFlow**."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@duru.tandogan/evaluating-the-best-open-source-ai-platform-for-multi-agent-workflows-ee63c96edabf",
   "title": "Evaluating the Best Open Source AI Platform for Multi-Agent Workflows",
   "project": "LangFlow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Evaluating the Best Open Source AI Platform for Multi-Agent Workflows",
    "## FLOWISE AND LANGFLOW",
    "I moved on to two fully open-source alternatives: **Flowise** and **LangFlow**."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://acropolium.com/blog/ai-agent-orchestration-frameworks",
   "title": "Top Tools & How to Choose (2026)",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Orchestration Frameworks: Complete Guide for 2026",
    "LangGraph",
    "Built by LangChain, it\u2019s the runtime under the modern LangChain agent abstraction, and as of early 2026 it sits at roughly 34.5 million monthly PyPI downloads."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://acropolium.com/blog/ai-agent-orchestration-frameworks",
   "title": "Top Tools & How to Choose (2026)",
   "project": "CrewAI",
   "repository": null,
   "stars": "47000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Orchestration Frameworks: Complete Guide for 2026",
    "CrewAI",
    "It crossed 47,000 GitHub stars and roughly 5 million monthly PyPI downloads by early 2026."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Orchestration Frameworks: Complete Guide for 2026",
    "CrewAI",
    "It crossed 47,000 GitHub stars and roughly 5 million monthly PyPI downloads by early 2026."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://acropolium.com/blog/ai-agent-orchestration-frameworks",
   "title": "Top Tools & How to Choose (2026)",
   "project": "AutoGen",
   "repository": null,
   "stars": "42000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Orchestration Frameworks: Complete Guide for 2026",
    "AutoGen / Microsoft Agent Framework",
    "Microsoft Research\u2019s AutoGen pioneered the conversational multi-agent pattern: agents talk to each other in a structured group chat, debate, reach consensus, or escalate to a human proxy."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Orchestration Frameworks: Complete Guide for 2026",
    "AutoGen / Microsoft Agent Framework",
    "It crossed 42,000 GitHub stars and shipped widely in research and offline-quality workloads."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://acropolium.com/blog/ai-agent-orchestration-frameworks",
   "title": "Top Tools & How to Choose (2026)",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Orchestration Frameworks: Complete Guide for 2026",
    "OpenAI Agents SDK",
    "The OpenAI Agents SDK replaced the experimental Swarm project in March 2025 and matured aggressively."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://acropolium.com/blog/ai-agent-orchestration-frameworks",
   "title": "Top Tools & How to Choose (2026)",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Orchestration Frameworks: Complete Guide for 2026",
    "Semantic Kernel",
    "Semantic Kernel was Microsoft\u2019s enterprise SDK for orchestrating LLMs, prompts, plugins, and memory, with first-class .NET and Python support."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://123ofai.com/articles/blogs/multi-agent-orchestration",
   "title": "Multi Agent Orchestration Explained \u2014 Patterns, Tools, and Architecture",
   "project": "openai/swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This layer may be implemented with deterministic code, a graph runtime such as LangGraph, a lightweight educational framework such as [openai/swarm](https://github.com/openai/swarm), or an enterprise framework such as [microsoft/agent-framework](https://github.com/microsoft/agent-framework).",
    "Multi Agent Orchestration Tools, GitHub Projects, and AI Agent Orchestration Framework Options",
    "[openai/swarm](https://github.com/openai/swarm) is a lightweight educational framework for agent handoffs."
   ],
   "repository_evidence": [
    "This layer may be implemented with deterministic code, a graph runtime such as LangGraph, a lightweight educational framework such as [openai/swarm](https://github.com/openai/swarm), or an enterprise framework such as [microsoft/agent-framework](https://github.com/microsoft/agent-framework).",
    "Multi Agent Orchestration Tools, GitHub Projects, and AI Agent Orchestration Framework Options",
    "[openai/swarm](https://github.com/openai/swarm) is a lightweight educational framework for agent handoffs."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://123ofai.com/articles/blogs/multi-agent-orchestration",
   "title": "Multi Agent Orchestration Explained \u2014 Patterns, Tools, and Architecture",
   "project": "microsoft/agent-framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This layer may be implemented with deterministic code, a graph runtime such as LangGraph, a lightweight educational framework such as [openai/swarm](https://github.com/openai/swarm), or an enterprise framework such as [microsoft/agent-framework](https://github.com/microsoft/agent-framework).",
    "Multi Agent Orchestration Tools, GitHub Projects, and AI Agent Orchestration Framework Options",
    "[microsoft/agent-framework](https://github.com/microsoft/agent-framework) supports Python and .NET workflows, making it attractive for enterprises already standardized on Microsoft stacks."
   ],
   "repository_evidence": [
    "This layer may be implemented with deterministic code, a graph runtime such as LangGraph, a lightweight educational framework such as [openai/swarm](https://github.com/openai/swarm), or an enterprise framework such as [microsoft/agent-framework](https://github.com/microsoft/agent-framework).",
    "Multi Agent Orchestration Tools, GitHub Projects, and AI Agent Orchestration Framework Options",
    "[microsoft/agent-framework](https://github.com/microsoft/agent-framework) supports Python and .NET workflows, making it attractive for enterprises already standardized on Microsoft stacks."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://123ofai.com/articles/blogs/multi-agent-orchestration",
   "title": "Multi Agent Orchestration Explained \u2014 Patterns, Tools, and Architecture",
   "project": "wshobson/agents",
   "repository": "https://github.com/wshobson/agents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Multi Agent Orchestration Tools, GitHub Projects, and AI Agent Orchestration Framework Options",
    "[wshobson/agents](https://github.com/wshobson/agents) is a large multi-harness agentic plugin marketplace for Claude Code, Codex CLI, Cursor, OpenCode, and Gemini CLI."
   ],
   "repository_evidence": [
    "Multi Agent Orchestration Tools, GitHub Projects, and AI Agent Orchestration Framework Options",
    "[wshobson/agents](https://github.com/wshobson/agents) is a large multi-harness agentic plugin marketplace for Claude Code, Codex CLI, Cursor, OpenCode, and Gemini CLI."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://123ofai.com/articles/blogs/multi-agent-orchestration",
   "title": "Multi Agent Orchestration Explained \u2014 Patterns, Tools, and Architecture",
   "project": "cft0808/edict",
   "repository": "https://github.com/cft0808/edict",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Multi Agent Orchestration Tools, GitHub Projects, and AI Agent Orchestration Framework Options",
    "[cft0808/edict](https://github.com/cft0808/edict) shows a multi-agent orchestration system with specialized agents, dashboarding, model configuration, and audit trails."
   ],
   "repository_evidence": [
    "Multi Agent Orchestration Tools, GitHub Projects, and AI Agent Orchestration Framework Options",
    "[cft0808/edict](https://github.com/cft0808/edict) shows a multi-agent orchestration system with specialized agents, dashboarding, model configuration, and audit trails."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-Flowise-vs-langflow",
   "title": "Flowise vs langflow - compare differences and reviews? | LibHunt",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": "51000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Flowise",
    "Flowise reached 51,000+ stars with MIT license."
   ],
   "repository_evidence": [
    "## Flowise",
    "GitHub Link: https://github.com/FlowiseAI/Flowise"
   ],
   "stars_evidence": [
    "## Flowise",
    "Flowise reached 51,000+ stars with MIT license."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-Flowise-vs-langflow",
   "title": "Flowise vs langflow - compare differences and reviews? | LibHunt",
   "project": "langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": "121000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## langflow",
    "Langflow GitHub: https://github.com/langflow-ai/langflow (121k stars\u2026 that counts for something \ud83d\ude09)"
   ],
   "repository_evidence": [
    "## langflow",
    "Langflow GitHub: https://github.com/langflow-ai/langflow (121k stars\u2026 that counts for something \ud83d\ude09)"
   ],
   "stars_evidence": [
    "## langflow",
    "Langflow GitHub: https://github.com/langflow-ai/langflow (121k stars\u2026 that counts for something \ud83d\ude09)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://contabo.com/blog/best-open-source-ai-agent-frameworks",
   "title": "Best Open-Source AI Agent Frameworks to Self-Host in 2026",
   "project": "agency-agents",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Agent Frameworks to Self-Host in 2026",
    "## 1. agency-agents \u2014 Best Specialist Persona Library for Your Coding Tools",
    "agency-agents is a fast-growing, MIT-licensed collection of 200+ specialized AI agent persona definitions \u2014 each one a markdown file describing a role, workflow, and deliverables (a [frontend](https://contabo.com/blog/wiki/frontend/) specialist, a security reviewer, a growth marketer, and so on)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://contabo.com/blog/best-open-source-ai-agent-frameworks",
   "title": "Best Open-Source AI Agent Frameworks to Self-Host in 2026",
   "project": "OpenClaw",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Agent Frameworks to Self-Host in 2026",
    "## 2. OpenClaw \u2014 Best for Production AI Assistants",
    "OpenClaw is an open-source, MIT-licensed personal AI assistant that connects to messaging platforms you already use \u2014 WhatsApp, Telegram, Slack, Discord, Signal, and dozens more \u2014 and runs with persistent memory and a skills system for extending what it can do."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://contabo.com/blog/best-open-source-ai-agent-frameworks",
   "title": "Best Open-Source AI Agent Frameworks to Self-Host in 2026",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Agent Frameworks to Self-Host in 2026",
    "## 3. LangGraph \u2014 Best for Stateful Workflows",
    "Built by the LangChain team, LangGraph models an agent\u2019s workflow as a directed graph \u2014 nodes for LLM calls, tool use, or human input, with edges controlling the flow between them, including conditional branching and loops."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://contabo.com/blog/best-open-source-ai-agent-frameworks",
   "title": "Best Open-Source AI Agent Frameworks to Self-Host in 2026",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Agent Frameworks to Self-Host in 2026",
    "## 4. AutoGen \u2014 Best for Research-Grade Multi-Agent Scenarios",
    "Microsoft\u2019s original multi-agent framework models agents as participants in a conversation \u2014 a group chat where multiple agents debate, refine, and hand off work to each other, with support for code execution in a sandboxed environment."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://contabo.com/blog/best-open-source-ai-agent-frameworks",
   "title": "Best Open-Source AI Agent Frameworks to Self-Host in 2026",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Agent Frameworks to Self-Host in 2026",
    "## 5. CrewAI \u2014 Best Developer-Friendly Framework",
    "CrewAI models multi-agent collaboration as a \u201ccrew\u201d: each agent gets a role, a goal, and a backstory, then a set of tasks to complete together."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://contabo.com/blog/best-open-source-ai-agent-frameworks",
   "title": "Best Open-Source AI Agent Frameworks to Self-Host in 2026",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Agent Frameworks to Self-Host in 2026",
    "## 6. Flowise \u2014 Best No-Code Agent Builder",
    "Flowise is an Apache-2.0-licensed, drag-and-drop visual builder sitting on top of the LangChain library \u2014 you assemble an agent from nodes (a model, a prompt, a document loader, a tool) on a canvas rather than writing the orchestration code by hand."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://contabo.com/blog/best-open-source-ai-agent-frameworks",
   "title": "Best Open-Source AI Agent Frameworks to Self-Host in 2026",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Agent Frameworks to Self-Host in 2026",
    "## 7. Dify \u2014 Best for LLM App + Agent Hybrid",
    "Dify is a full LLM application platform \u2014 visual workflow editor, a production RAG pipeline, agent capabilities, and support for 100+ model providers, all in one self-hosted stack."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
   "url": "https://contabo.com/blog/best-open-source-ai-agent-frameworks",
   "title": "Best Open-Source AI Agent Frameworks to Self-Host in 2026",
   "project": "n8n",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Agent Frameworks to Self-Host in 2026",
    "## 8. n8n (with AI nodes) \u2014 Best for Automation + Agent Hybrid",
    "n8n is a mature (seven-plus years in development), low-code workflow automation platform with 400+ integrations and dedicated AI nodes for wiring LLM calls into a larger automation \u2014 pulling a lead from a CRM, scoring it with an LLM, and posting the result to Slack, all in one flow."
   ],
   "repository_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "title": "10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "184000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "The 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "[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 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "[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",
    "The 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "- AutoGPT, 184,000 stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "title": "10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "135000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "The 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "[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 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "[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",
    "The 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "- LangChain (LangGraph), 135,000 stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "title": "10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": "72100",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "The 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "[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 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "[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",
    "The 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "- OpenHands, 72,100 stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "title": "10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": "67500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "The 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "[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 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "[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",
    "The 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "- MetaGPT, 67,500 stars"
   ],
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "title": "10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
   "project": "ByteDance deer-flow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": "64000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "The 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "[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 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "[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",
    "The 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "- ByteDance deer-flow, 64,000 stars"
   ],
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "title": "10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": "61000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "The 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "[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 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "[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",
    "The 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "- Cline, 61,000 stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "title": "10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
   "project": "Microsoft AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "57500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "The 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "[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 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "[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",
    "The 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "- Microsoft AutoGen, 57,500 stars"
   ],
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "title": "10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
   "project": "gpt-engineer",
   "repository": "https://github.com/AntonOsika/gpt-engineer",
   "stars": "55200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "The 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "[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 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "[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",
    "The 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "- gpt-engineer, 55,200 stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "title": "10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": "50000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "The 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "[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 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "[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",
    "The 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "- CrewAI, 50,000 stars"
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   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "title": "10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": "44000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "The 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "[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 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "[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",
    "The 10 Most Relevant Open-Source AI Agent Frameworks of 2026",
    "- Aider, 44,000 stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://shop.zimaspace.com/blogs/tech-ai-hub/top-10-open-source-ai-agent-skills-github",
   "title": "Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
   "project": "OmniRoute",
   "repository": "https://github.com/diegosouzapw/OmniRoute",
   "stars": "11190",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "The top 10 GitHub agent skills trending this week include OmniRoute, Orca, code-review-graph, Graphify, Hallmark, Pi, Grok Build, i-have-adhd, Agent-Reach, and OfficeCLI.",
    "| 1 | 1 | OmniRoute | 11,190 | Multi-provider model routing |",
    "### 1. OmniRoute: Route Coding Agents Across AI Providers",
    "[OmniRoute](https://github.com/diegosouzapw/OmniRoute) ranked first on the complete GitHub weekly leaderboard with 11,190 new Stars."
   ],
   "repository_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "### 1. OmniRoute: Route Coding Agents Across AI Providers",
    "[OmniRoute](https://github.com/diegosouzapw/OmniRoute) ranked first on the complete GitHub weekly leaderboard with 11,190 new Stars."
   ],
   "stars_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "| Agent Rank | GitHub Weekly Rank | Project | Weekly Star Growth | Agent Capability |",
    "| 1 | 1 | OmniRoute | 11,190 | Multi-provider model routing |",
    "[OmniRoute](https://github.com/diegosouzapw/OmniRoute) ranked first on the complete GitHub weekly leaderboard with 11,190 new Stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://shop.zimaspace.com/blogs/tech-ai-hub/top-10-open-source-ai-agent-skills-github",
   "title": "Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
   "project": "Orca",
   "repository": "https://github.com/stablyai/orca",
   "stars": "7205",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "The top 10 GitHub agent skills trending this week include OmniRoute, Orca, code-review-graph, Graphify, Hallmark, Pi, Grok Build, i-have-adhd, Agent-Reach, and OfficeCLI.",
    "| 2 | 2 | Orca | 7,205 | Parallel coding-agent management |",
    "### 2. Orca: Manage a Fleet of Parallel Coding Agents",
    "[Orca](https://github.com/stablyai/orca) gained 7,205 Stars and placed second on the weekly leaderboard."
   ],
   "repository_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "### 2. Orca: Manage a Fleet of Parallel Coding Agents",
    "[Orca](https://github.com/stablyai/orca) gained 7,205 Stars and placed second on the weekly leaderboard."
   ],
   "stars_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "| Agent Rank | GitHub Weekly Rank | Project | Weekly Star Growth | Agent Capability |",
    "| 2 | 2 | Orca | 7,205 | Parallel coding-agent management |",
    "[Orca](https://github.com/stablyai/orca) gained 7,205 Stars and placed second on the weekly leaderboard."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://shop.zimaspace.com/blogs/tech-ai-hub/top-10-open-source-ai-agent-skills-github",
   "title": "Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
   "project": "code-review-graph",
   "repository": "https://github.com/tirth8205/code-review-graph",
   "stars": "6281",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "The top 10 GitHub agent skills trending this week include OmniRoute, Orca, code-review-graph, Graphify, Hallmark, Pi, Grok Build, i-have-adhd, Agent-Reach, and OfficeCLI.",
    "| 3 | 3 | code-review-graph | 6,281 | Local-first code context |",
    "### 3. code-review-graph: Give Agents Persistent Code Context",
    "[code-review-graph](https://github.com/tirth8205/code-review-graph) ranked third after gaining 6,281 Stars."
   ],
   "repository_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "### 3. code-review-graph: Give Agents Persistent Code Context",
    "[code-review-graph](https://github.com/tirth8205/code-review-graph) ranked third after gaining 6,281 Stars."
   ],
   "stars_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "| Agent Rank | GitHub Weekly Rank | Project | Weekly Star Growth | Agent Capability |",
    "| 3 | 3 | code-review-graph | 6,281 | Local-first code context |",
    "[code-review-graph](https://github.com/tirth8205/code-review-graph) ranked third after gaining 6,281 Stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://shop.zimaspace.com/blogs/tech-ai-hub/top-10-open-source-ai-agent-skills-github",
   "title": "Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
   "project": "Graphify",
   "repository": "https://github.com/Graphify-Labs/graphify",
   "stars": "4906",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "The top 10 GitHub agent skills trending this week include OmniRoute, Orca, code-review-graph, Graphify, Hallmark, Pi, Grok Build, i-have-adhd, Agent-Reach, and OfficeCLI.",
    "| 4 | 7 | Graphify | 4,906 | Queryable repository knowledge graphs |",
    "### 4. Graphify: Turn Repositories Into Queryable Knowledge Graphs",
    "[Graphify](https://github.com/Graphify-Labs/graphify) gained 4,906 Stars and occupied seventh place on the complete weekly leaderboard."
   ],
   "repository_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "### 4. Graphify: Turn Repositories Into Queryable Knowledge Graphs",
    "[Graphify](https://github.com/Graphify-Labs/graphify) gained 4,906 Stars and occupied seventh place on the complete weekly leaderboard."
   ],
   "stars_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "| Agent Rank | GitHub Weekly Rank | Project | Weekly Star Growth | Agent Capability |",
    "| 4 | 7 | Graphify | 4,906 | Queryable repository knowledge graphs |",
    "[Graphify](https://github.com/Graphify-Labs/graphify) gained 4,906 Stars and occupied seventh place on the complete weekly leaderboard."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://shop.zimaspace.com/blogs/tech-ai-hub/top-10-open-source-ai-agent-skills-github",
   "title": "Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
   "project": "Hallmark",
   "repository": "https://github.com/Nutlope/hallmark",
   "stars": "4810",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "The top 10 GitHub agent skills trending this week include OmniRoute, Orca, code-review-graph, Graphify, Hallmark, Pi, Grok Build, i-have-adhd, Agent-Reach, and OfficeCLI.",
    "| 5 | 8 | Hallmark | 4,810 | Design review for coding agents |",
    "### 5. Hallmark: Reduce Generic AI-Generated Interface Design",
    "[Hallmark](https://github.com/Nutlope/hallmark) gained 4,810 Stars and ranked eighth on the source leaderboard."
   ],
   "repository_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "### 5. Hallmark: Reduce Generic AI-Generated Interface Design",
    "[Hallmark](https://github.com/Nutlope/hallmark) gained 4,810 Stars and ranked eighth on the source leaderboard."
   ],
   "stars_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "| Agent Rank | GitHub Weekly Rank | Project | Weekly Star Growth | Agent Capability |",
    "| 5 | 8 | Hallmark | 4,810 | Design review for coding agents |",
    "[Hallmark](https://github.com/Nutlope/hallmark) gained 4,810 Stars and ranked eighth on the source leaderboard."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://shop.zimaspace.com/blogs/tech-ai-hub/top-10-open-source-ai-agent-skills-github",
   "title": "Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
   "project": "Pi",
   "repository": "https://github.com/earendil-works/pi",
   "stars": "4756",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "The top 10 GitHub agent skills trending this week include OmniRoute, Orca, code-review-graph, Graphify, Hallmark, Pi, Grok Build, i-have-adhd, Agent-Reach, and OfficeCLI.",
    "| 6 | 9 | Pi | 4,756 | Extensible agent runtime and CLI |",
    "### 6. Pi: Build on an Extensible Agent Harness",
    "[Pi](https://github.com/earendil-works/pi) gained 4,756 Stars and ranked ninth in the weekly source data."
   ],
   "repository_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "### 6. Pi: Build on an Extensible Agent Harness",
    "[Pi](https://github.com/earendil-works/pi) gained 4,756 Stars and ranked ninth in the weekly source data."
   ],
   "stars_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "| Agent Rank | GitHub Weekly Rank | Project | Weekly Star Growth | Agent Capability |",
    "| 6 | 9 | Pi | 4,756 | Extensible agent runtime and CLI |",
    "[Pi](https://github.com/earendil-works/pi) gained 4,756 Stars and ranked ninth in the weekly source data."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://shop.zimaspace.com/blogs/tech-ai-hub/top-10-open-source-ai-agent-skills-github",
   "title": "Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
   "project": "Grok Build",
   "repository": "https://github.com/xai-org/grok-build",
   "stars": "3989",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "The top 10 GitHub agent skills trending this week include OmniRoute, Orca, code-review-graph, Graphify, Hallmark, Pi, Grok Build, i-have-adhd, Agent-Reach, and OfficeCLI.",
    "| 7 | 11 | Grok Build | 3,989 | Terminal-based coding agent |",
    "### 7. Grok Build: Run a Coding Agent From the Terminal",
    "[Grok Build](https://github.com/xai-org/grok-build) gained 3,989 Stars and ranked eleventh on the full weekly leaderboard."
   ],
   "repository_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "### 7. Grok Build: Run a Coding Agent From the Terminal",
    "[Grok Build](https://github.com/xai-org/grok-build) gained 3,989 Stars and ranked eleventh on the full weekly leaderboard."
   ],
   "stars_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "| Agent Rank | GitHub Weekly Rank | Project | Weekly Star Growth | Agent Capability |",
    "| 7 | 11 | Grok Build | 3,989 | Terminal-based coding agent |",
    "[Grok Build](https://github.com/xai-org/grok-build) gained 3,989 Stars and ranked eleventh on the full weekly leaderboard."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://shop.zimaspace.com/blogs/tech-ai-hub/top-10-open-source-ai-agent-skills-github",
   "title": "Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
   "project": "i-have-adhd",
   "repository": "https://github.com/ayghri/i-have-adhd",
   "stars": "3270",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "The top 10 GitHub agent skills trending this week include OmniRoute, Orca, code-review-graph, Graphify, Hallmark, Pi, Grok Build, i-have-adhd, Agent-Reach, and OfficeCLI.",
    "| 8 | 16 | i-have-adhd | 3,270 | Concise, ADHD-friendly agent output |",
    "### 8. i-have-adhd: Make Agent Answers Easier to Scan",
    "[i-have-adhd](https://github.com/ayghri/i-have-adhd) gained 3,270 Stars and ranked sixteenth overall."
   ],
   "repository_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "### 8. i-have-adhd: Make Agent Answers Easier to Scan",
    "[i-have-adhd](https://github.com/ayghri/i-have-adhd) gained 3,270 Stars and ranked sixteenth overall."
   ],
   "stars_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "| Agent Rank | GitHub Weekly Rank | Project | Weekly Star Growth | Agent Capability |",
    "| 8 | 16 | i-have-adhd | 3,270 | Concise, ADHD-friendly agent output |",
    "[i-have-adhd](https://github.com/ayghri/i-have-adhd) gained 3,270 Stars and ranked sixteenth overall."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://shop.zimaspace.com/blogs/tech-ai-hub/top-10-open-source-ai-agent-skills-github",
   "title": "Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
   "project": "Agent-Reach",
   "repository": "https://github.com/Panniantong/Agent-Reach",
   "stars": "3083",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "The top 10 GitHub agent skills trending this week include OmniRoute, Orca, code-review-graph, Graphify, Hallmark, Pi, Grok Build, i-have-adhd, Agent-Reach, and OfficeCLI.",
    "| 9 | 17 | Agent-Reach | 3,083 | Cross-platform web research |",
    "### 9. Agent-Reach: Add Cross-Platform Research Capabilities",
    "[Agent-Reach](https://github.com/Panniantong/Agent-Reach) gained 3,083 Stars and ranked seventeenth on the full weekly leaderboard."
   ],
   "repository_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "### 9. Agent-Reach: Add Cross-Platform Research Capabilities",
    "[Agent-Reach](https://github.com/Panniantong/Agent-Reach) gained 3,083 Stars and ranked seventeenth on the full weekly leaderboard."
   ],
   "stars_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "| Agent Rank | GitHub Weekly Rank | Project | Weekly Star Growth | Agent Capability |",
    "| 9 | 17 | Agent-Reach | 3,083 | Cross-platform web research |",
    "[Agent-Reach](https://github.com/Panniantong/Agent-Reach) gained 3,083 Stars and ranked seventeenth on the full weekly leaderboard."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://shop.zimaspace.com/blogs/tech-ai-hub/top-10-open-source-ai-agent-skills-github",
   "title": "Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
   "project": "OfficeCLI",
   "repository": "https://github.com/iOfficeAI/OfficeCLI",
   "stars": "2873",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "The top 10 GitHub agent skills trending this week include OmniRoute, Orca, code-review-graph, Graphify, Hallmark, Pi, Grok Build, i-have-adhd, Agent-Reach, and OfficeCLI.",
    "| 10 | 19 | OfficeCLI | 2,873 | Word, Excel, and PowerPoint automation |",
    "### 10. OfficeCLI: Let Agents Work With Office Files",
    "[OfficeCLI](https://github.com/iOfficeAI/OfficeCLI) gained 2,873 Stars and ranked nineteenth in the source leaderboard."
   ],
   "repository_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "### 10. OfficeCLI: Let Agents Work With Office Files",
    "[OfficeCLI](https://github.com/iOfficeAI/OfficeCLI) gained 2,873 Stars and ranked nineteenth in the source leaderboard."
   ],
   "stars_evidence": [
    "# Top 10 GitHub Agent Skills Trending This Week (July 21\u201326, 2026)",
    "| Agent Rank | GitHub Weekly Rank | Project | Weekly Star Growth | Agent Capability |",
    "| 10 | 19 | OfficeCLI | 2,873 | Word, Excel, and PowerPoint automation |",
    "[OfficeCLI](https://github.com/iOfficeAI/OfficeCLI) gained 2,873 Stars and ranked nineteenth in the source leaderboard."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pecollective.com/tools/llm-orchestration-frameworks",
   "title": "LLM Orchestration Frameworks 2026: LangChain vs LlamaIndex vs CrewAI for Agents",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs LlamaIndex vs CrewAI vs AutoGen for orchestrating agents and multi-step LLM workflows.",
    "### LangChain"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pecollective.com/tools/llm-orchestration-frameworks",
   "title": "LLM Orchestration Frameworks 2026: LangChain vs LlamaIndex vs CrewAI for Agents",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs LlamaIndex vs CrewAI vs AutoGen for orchestrating agents and multi-step LLM workflows.",
    "### LlamaIndex"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pecollective.com/tools/llm-orchestration-frameworks",
   "title": "LLM Orchestration Frameworks 2026: LangChain vs LlamaIndex vs CrewAI for Agents",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs LlamaIndex vs CrewAI vs AutoGen for orchestrating agents and multi-step LLM workflows.",
    "### CrewAI"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pecollective.com/tools/llm-orchestration-frameworks",
   "title": "LLM Orchestration Frameworks 2026: LangChain vs LlamaIndex vs CrewAI for Agents",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs LlamaIndex vs CrewAI vs AutoGen for orchestrating agents and multi-step LLM workflows.",
    "### Microsoft AutoGen"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pecollective.com/tools/llm-orchestration-frameworks",
   "title": "LLM Orchestration Frameworks 2026: LangChain vs LlamaIndex vs CrewAI for Agents",
   "project": "Haystack",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# LLM Orchestration Frameworks 2026: Agent Pipelines and Multi-Step Workflows",
    "### Haystack"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pecollective.com/tools/llm-orchestration-frameworks",
   "title": "LLM Orchestration Frameworks 2026: LangChain vs LlamaIndex vs CrewAI for Agents",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# LLM Orchestration Frameworks 2026: Agent Pipelines and Multi-Step Workflows",
    "### LangGraph"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claude-genasis.github.io/genasis/famous-agents.html",
   "title": "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
   "project": "affaan-m/everything-claude-code",
   "repository": "https://github.com/affaan-m/everything-claude-code",
   "stars": "173533",
   "description": null,
   "license": null,
   "project_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (ECC) | **173,533** | 2026-05-03 | Plain `.md` agents + plugin manifest + skills + hooks + rules | `git clone \u2026 && bash install.sh` (also `/plugin marketplace add affaan-m/everything-claude-code`) | 48 ships agents, **strong language-reviewer matrix** (typescript, python, rust, go, java, kotlin, c++, c#, dart, flutter), code-reviewer with 80%-confidence filtering, opensource-* utilities, harness-optimizer; cited as \u201ccommunity standard\u201d; multilingual READMEs | Big surface (997 tests, multi-runtime support); some Augment Code reviews call it overkill for solo devs; opinionated about workflow | code-reviewer, planner, architect, language-specific reviewers, refactor, docs |"
   ],
   "repository_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (ECC) | **173,533** | 2026-05-03 | Plain `.md` agents + plugin manifest + skills + hooks + rules | `git clone \u2026 && bash install.sh` (also `/plugin marketplace add affaan-m/everything-claude-code`) | 48 ships agents, **strong language-reviewer matrix** (typescript, python, rust, go, java, kotlin, c++, c#, dart, flutter), code-reviewer with 80%-confidence filtering, opensource-* utilities, harness-optimizer; cited as \u201ccommunity standard\u201d; multilingual READMEs | Big surface (997 tests, multi-runtime support); some Augment Code reviews call it overkill for solo devs; opinionated about workflow | code-reviewer, planner, architect, language-specific reviewers, refactor, docs |"
   ],
   "stars_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (ECC) | **173,533** | 2026-05-03 | Plain `.md` agents + plugin manifest + skills + hooks + rules | `git clone \u2026 && bash install.sh` (also `/plugin marketplace add affaan-m/everything-claude-code`) | 48 ships agents, **strong language-reviewer matrix** (typescript, python, rust, go, java, kotlin, c++, c#, dart, flutter), code-reviewer with 80%-confidence filtering, opensource-* utilities, harness-optimizer; cited as \u201ccommunity standard\u201d; multilingual READMEs | Big surface (997 tests, multi-runtime support); some Augment Code reviews call it overkill for solo devs; opinionated about workflow | code-reviewer, planner, architect, language-specific reviewers, refactor, docs |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claude-genasis.github.io/genasis/famous-agents.html",
   "title": "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
   "project": "obra/superpowers",
   "repository": "https://github.com/obra/superpowers",
   "stars": "178678",
   "description": null,
   "license": null,
   "project_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [obra/superpowers](https://github.com/obra/superpowers) | **178,678** | 2026-05-04 | **Skills, not agents** (no `.claude/agents/`); ships methodology + skills like `subagent-driven-development`, `using-git-worktrees`, `writing-plans` | Anthropic-official: `/plugin install superpowers@claude-plugins-official` | Author Jesse Vincent; *officially listed* in Anthropic\u2019s plugin marketplace; brainstorming \u2192 plan \u2192 TDD \u2192 subagent-driven-development pipeline; cross-harness (Codex, Gemini CLI, Cursor) | **Not an agent collection** \u2014 if you\u2019re looking to swap `.claude/agents/*.md`, this is the wrong shape. Pair it with one of the agent collections | Workflow harness, TDD enforcement, plan\u2192execute |"
   ],
   "repository_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [obra/superpowers](https://github.com/obra/superpowers) | **178,678** | 2026-05-04 | **Skills, not agents** (no `.claude/agents/`); ships methodology + skills like `subagent-driven-development`, `using-git-worktrees`, `writing-plans` | Anthropic-official: `/plugin install superpowers@claude-plugins-official` | Author Jesse Vincent; *officially listed* in Anthropic\u2019s plugin marketplace; brainstorming \u2192 plan \u2192 TDD \u2192 subagent-driven-development pipeline; cross-harness (Codex, Gemini CLI, Cursor) | **Not an agent collection** \u2014 if you\u2019re looking to swap `.claude/agents/*.md`, this is the wrong shape. Pair it with one of the agent collections | Workflow harness, TDD enforcement, plan\u2192execute |"
   ],
   "stars_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [obra/superpowers](https://github.com/obra/superpowers) | **178,678** | 2026-05-04 | **Skills, not agents** (no `.claude/agents/`); ships methodology + skills like `subagent-driven-development`, `using-git-worktrees`, `writing-plans` | Anthropic-official: `/plugin install superpowers@claude-plugins-official` | Author Jesse Vincent; *officially listed* in Anthropic\u2019s plugin marketplace; brainstorming \u2192 plan \u2192 TDD \u2192 subagent-driven-development pipeline; cross-harness (Codex, Gemini CLI, Cursor) | **Not an agent collection** \u2014 if you\u2019re looking to swap `.claude/agents/*.md`, this is the wrong shape. Pair it with one of the agent collections | Workflow harness, TDD enforcement, plan\u2192execute |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claude-genasis.github.io/genasis/famous-agents.html",
   "title": "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
   "project": "bmad-code-org/BMAD-METHOD",
   "repository": "https://github.com/bmad-code-org/BMAD-METHOD",
   "stars": "46362",
   "description": null,
   "license": null,
   "project_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [bmad-code-org/BMAD-METHOD](https://github.com/bmad-code-org/BMAD-METHOD) | **46,362** | 2026-05-04 | Skills-as-folders under `src/bmm-skills/` (analysis \u2192 plan \u2192 solutioning \u2192 implementation); not raw `.claude/agents/*.md` | `npx bmad-method install` | Strong scrum/agile lifecycle: PRD \u2192 architecture \u2192 story \u2192 dev story \u2192 QA E2E; sprint-planning + retrospective skills | Skill-graph format, not agent files; integration into existing `.claude/agents/` requires translation | Sprint planning, PRD writing, scrum/PM workflow |"
   ],
   "repository_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [bmad-code-org/BMAD-METHOD](https://github.com/bmad-code-org/BMAD-METHOD) | **46,362** | 2026-05-04 | Skills-as-folders under `src/bmm-skills/` (analysis \u2192 plan \u2192 solutioning \u2192 implementation); not raw `.claude/agents/*.md` | `npx bmad-method install` | Strong scrum/agile lifecycle: PRD \u2192 architecture \u2192 story \u2192 dev story \u2192 QA E2E; sprint-planning + retrospective skills | Skill-graph format, not agent files; integration into existing `.claude/agents/` requires translation | Sprint planning, PRD writing, scrum/PM workflow |"
   ],
   "stars_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [bmad-code-org/BMAD-METHOD](https://github.com/bmad-code-org/BMAD-METHOD) | **46,362** | 2026-05-04 | Skills-as-folders under `src/bmm-skills/` (analysis \u2192 plan \u2192 solutioning \u2192 implementation); not raw `.claude/agents/*.md` | `npx bmad-method install` | Strong scrum/agile lifecycle: PRD \u2192 architecture \u2192 story \u2192 dev story \u2192 QA E2E; sprint-planning + retrospective skills | Skill-graph format, not agent files; integration into existing `.claude/agents/` requires translation | Sprint planning, PRD writing, scrum/PM workflow |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claude-genasis.github.io/genasis/famous-agents.html",
   "title": "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
   "project": "wshobson/agents",
   "repository": "https://github.com/wshobson/agents",
   "stars": "34783",
   "description": null,
   "license": null,
   "project_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [wshobson/agents](https://github.com/wshobson/agents) | **34,783** | 2026-05-02 | **Plugin marketplace** that bundles `.md` agents under `plugins/<plugin-name>/agents/` | `/plugin marketplace add wshobson/agents` then `/plugin install <plugin-name>` | 80 focused plugins, 185 agents, 153 skills, 100 commands; covers SEO, blockchain, fintech, quant, embedded; *plugin-isolated context* (only loads what you install) | Some HN/issue feedback says agents are \u201ctoo generic\u201d (issue #24, discussion #42); install requires plugin per role | frontend, backend, mobile (Flutter+iOS+RN), DB, K8s, security, full-stack-orchestrator |"
   ],
   "repository_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [wshobson/agents](https://github.com/wshobson/agents) | **34,783** | 2026-05-02 | **Plugin marketplace** that bundles `.md` agents under `plugins/<plugin-name>/agents/` | `/plugin marketplace add wshobson/agents` then `/plugin install <plugin-name>` | 80 focused plugins, 185 agents, 153 skills, 100 commands; covers SEO, blockchain, fintech, quant, embedded; *plugin-isolated context* (only loads what you install) | Some HN/issue feedback says agents are \u201ctoo generic\u201d (issue #24, discussion #42); install requires plugin per role | frontend, backend, mobile (Flutter+iOS+RN), DB, K8s, security, full-stack-orchestrator |"
   ],
   "stars_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [wshobson/agents](https://github.com/wshobson/agents) | **34,783** | 2026-05-02 | **Plugin marketplace** that bundles `.md` agents under `plugins/<plugin-name>/agents/` | `/plugin marketplace add wshobson/agents` then `/plugin install <plugin-name>` | 80 focused plugins, 185 agents, 153 skills, 100 commands; covers SEO, blockchain, fintech, quant, embedded; *plugin-isolated context* (only loads what you install) | Some HN/issue feedback says agents are \u201ctoo generic\u201d (issue #24, discussion #42); install requires plugin per role | frontend, backend, mobile (Flutter+iOS+RN), DB, K8s, security, full-stack-orchestrator |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claude-genasis.github.io/genasis/famous-agents.html",
   "title": "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
   "project": "VoltAgent/awesome-claude-code-subagents",
   "repository": "https://github.com/VoltAgent/awesome-claude-code-subagents",
   "stars": "19103",
   "description": null,
   "license": null,
   "project_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [VoltAgent/awesome-claude-code-subagents](https://github.com/VoltAgent/awesome-claude-code-subagents) | **19,103** | 2026-04-20 | Plain `.md` per category + plugin manifest | `claude plugin marketplace add VoltAgent/awesome-claude-code-subagents` or clone + `./install-agents.sh` | 131+ agents, 10 clean categories (core dev / lang / infra / quality / data-AI / DX / specialized / business / meta-orch / research); explicit `mobile-developer`, `flutter-expert`, `expo-react-native-expert`, `swift-expert`, `kotlin-specialist`, `ios-developer` (under multi-platform) | Less \u201cproduction-tested\u201d reputation than wshobson; some agents include heavy `Communication Protocol` JSON request blocks that pad context | Language specialists, frontend, mobile, security-auditor, accessibility-tester |"
   ],
   "repository_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [VoltAgent/awesome-claude-code-subagents](https://github.com/VoltAgent/awesome-claude-code-subagents) | **19,103** | 2026-04-20 | Plain `.md` per category + plugin manifest | `claude plugin marketplace add VoltAgent/awesome-claude-code-subagents` or clone + `./install-agents.sh` | 131+ agents, 10 clean categories (core dev / lang / infra / quality / data-AI / DX / specialized / business / meta-orch / research); explicit `mobile-developer`, `flutter-expert`, `expo-react-native-expert`, `swift-expert`, `kotlin-specialist`, `ios-developer` (under multi-platform) | Less \u201cproduction-tested\u201d reputation than wshobson; some agents include heavy `Communication Protocol` JSON request blocks that pad context | Language specialists, frontend, mobile, security-auditor, accessibility-tester |"
   ],
   "stars_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [VoltAgent/awesome-claude-code-subagents](https://github.com/VoltAgent/awesome-claude-code-subagents) | **19,103** | 2026-04-20 | Plain `.md` per category + plugin manifest | `claude plugin marketplace add VoltAgent/awesome-claude-code-subagents` or clone + `./install-agents.sh` | 131+ agents, 10 clean categories (core dev / lang / infra / quality / data-AI / DX / specialized / business / meta-orch / research); explicit `mobile-developer`, `flutter-expert`, `expo-react-native-expert`, `swift-expert`, `kotlin-specialist`, `ios-developer` (under multi-platform) | Less \u201cproduction-tested\u201d reputation than wshobson; some agents include heavy `Communication Protocol` JSON request blocks that pad context | Language specialists, frontend, mobile, security-auditor, accessibility-tester |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claude-genasis.github.io/genasis/famous-agents.html",
   "title": "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
   "project": "hesreallyhim/awesome-claude-code",
   "repository": "https://github.com/hesreallyhim/awesome-claude-code",
   "stars": "42554",
   "description": null,
   "license": null,
   "project_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [hesreallyhim/awesome-claude-code](https://github.com/hesreallyhim/awesome-claude-code) | 42,554 | 2026-04-27 | **Curation list (meta)**, not a shipped agent set | `git clone` to read | The de-facto \u201cwhere do I look first\u201d index for Claude Code resources | Reorg in progress per current README; doesn\u2019t ship agents itself | Discovery |"
   ],
   "repository_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [hesreallyhim/awesome-claude-code](https://github.com/hesreallyhim/awesome-claude-code) | 42,554 | 2026-04-27 | **Curation list (meta)**, not a shipped agent set | `git clone` to read | The de-facto \u201cwhere do I look first\u201d index for Claude Code resources | Reorg in progress per current README; doesn\u2019t ship agents itself | Discovery |"
   ],
   "stars_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [hesreallyhim/awesome-claude-code](https://github.com/hesreallyhim/awesome-claude-code) | 42,554 | 2026-04-27 | **Curation list (meta)**, not a shipped agent set | `git clone` to read | The de-facto \u201cwhere do I look first\u201d index for Claude Code resources | Reorg in progress per current README; doesn\u2019t ship agents itself | Discovery |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claude-genasis.github.io/genasis/famous-agents.html",
   "title": "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
   "project": "hesreallyhim/a-list-of-claude-code-agents",
   "repository": "https://github.com/hesreallyhim/a-list-of-claude-code-agents",
   "stars": "1239",
   "description": null,
   "license": null,
   "project_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [hesreallyhim/a-list-of-claude-code-agents](https://github.com/hesreallyhim/a-list-of-claude-code-agents) | 1,239 | 2025-11-10 | Community-submitted agent index (links + samples) | `git clone` | Pure agent curation (sister to awesome list) | Slower-moving (last commit 2025-11) | Discovery |"
   ],
   "repository_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [hesreallyhim/a-list-of-claude-code-agents](https://github.com/hesreallyhim/a-list-of-claude-code-agents) | 1,239 | 2025-11-10 | Community-submitted agent index (links + samples) | `git clone` | Pure agent curation (sister to awesome list) | Slower-moving (last commit 2025-11) | Discovery |"
   ],
   "stars_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [hesreallyhim/a-list-of-claude-code-agents](https://github.com/hesreallyhim/a-list-of-claude-code-agents) | 1,239 | 2025-11-10 | Community-submitted agent index (links + samples) | `git clone` | Pure agent curation (sister to awesome list) | Slower-moving (last commit 2025-11) | Discovery |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claude-genasis.github.io/genasis/famous-agents.html",
   "title": "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
   "project": "vijaythecoder/awesome-claude-agents",
   "repository": "https://github.com/vijaythecoder/awesome-claude-agents",
   "stars": "4234",
   "description": null,
   "license": null,
   "project_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
    "| [vijaythecoder/awesome-claude-agents](https://github.com/vijaythecoder/awesome-claude-agents) | 4,234 | 2025-10-30 | Plain `.md` agents organized as `agents/{core,orchestrators,specialized,universal}` | `git clone + cp` | Stack-specialized teams: Django / Laravel / Rails / React / Vue specialists; `tech-lead-orchestrator`, `team-configurator`, `project-analyst` | Last commit 2025-10 \u2014 slowing; smaller surface | Stack-specific full-team scaffolding |"
   ],
   "repository_evidence": [
    "Famous OSS Claude Code Agent Collections \u2014 Field Survey",
    "2. Comparative table \u2014 top OSS Claude .claude/agents/*.md collections",
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    "| [iannuttall/claude-agents](https://github.com/iannuttall/claude-agents) | 2,049 | 2025-07-25 | Plain `.md` under `agents/` | `git clone + cp` | Tight 7-agent set (`prd-writer`, `frontend-designer`, `code-refactorer`, `security-auditor`, `content-writer`, `vibe-coding-coach`, `project-task-planner`); often quoted in tutorials | **Stale** (last push 2025-07); low coverage | PRD writing, refactor \u2014 historic reference only |"
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    "| [lst97/claude-code-sub-agents](https://github.com/lst97/claude-code-sub-agents) | 1,558 | 2025-08-15 | Plain `.md` | `git clone + cp` | Personal full-stack collection, well-loved on dev.to | Stale (2025-08); single-maintainer | Solo full-stack developer template |"
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    "| [0xfurai/claude-code-subagents](https://github.com/0xfurai/claude-code-subagents) | 884 | 2025-10-15 | Plain `.md` | `cd ~/.claude && git clone \u2026` (auto user-global) | **Best dedicated mobile coverage** of any pure-agent repo: `ios-expert`, `swiftui-expert`, `android-expert`, `react-native-expert`, `flutter-expert`, `expo-expert`, `swift-expert`, `kotlin-expert`, `dart-expert` | Stale-ish (Oct 2025); low star count vs. surface area | Mobile dev, language specialists |"
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    "| [n8n-io/n8n](https://github.com/n8n-io/n8n) | Fair-code workflow automation platform with native AI capabilities and 400+ integrations. | [![Stars](https://camo.githubusercontent.com/f4e4d5e2b482efe038f7481d0f7f78c3e514dda2daf4c213ab62d44a95198fa3/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6e386e2d696f2f6e386e3f7374796c653d666c61742d737175617265)](https://camo.githubusercontent.com/f4e4d5e2b482efe038f7481d0f7f78c3e514dda2daf4c213ab62d44a95198fa3/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6e386e2d696f2f6e386e3f7374796c653d666c61742d737175617265) |"
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   "title": "TypeScript AI tools (1085) \u2014 Directories",
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   "stars": null,
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   "license": null,
   "project_evidence": [
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   "stars": null,
   "description": null,
   "license": null,
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   "license": null,
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   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
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   "title": "Best AI Agent Frameworks (2026): LangGraph, CrewAI & More",
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   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://aiagentslist.io/best/best-ai-agent-frameworks",
   "title": "Best AI Agent Frameworks (2026): LangGraph, CrewAI & More",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
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   "repository_evidence": null,
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   "license_evidence": null
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  {
   "url": "https://aiagentslist.io/best/best-ai-agent-frameworks",
   "title": "Best AI Agent Frameworks (2026): LangGraph, CrewAI & More",
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   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
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   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
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  {
   "url": "https://aiagentslist.io/best/best-ai-agent-frameworks",
   "title": "Best AI Agent Frameworks (2026): LangGraph, CrewAI & More",
   "project": "VoltAgent",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
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    "**Orchestration frameworks** (LangGraph, CrewAI, AutoGen, Semantic Kernel, Mastra, VoltAgent) coordinate multi-agent behaviour and task state.",
    "An open-source TypeScript framework for building multi-agent AI systems with observability and memory."
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://aiagentslist.io/best/best-ai-agent-frameworks",
   "title": "Best AI Agent Frameworks (2026): LangGraph, CrewAI & More",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
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   "title": "GitHub - frangelbarrera/awesome-ai-agents: Awesome AI agents 2026 \u2014 Kimi K3, Claude, GPT-5, Gemini & 200+ tools. Frameworks, autonomous agents, MCP servers.",
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   "project_evidence": [
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    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **SmolAgents** | Minimal dependency wrapper supporting local safetensors parsing and direct execution of inline python tools. | Python | Hybrid | Library | [Link](https://github.com/huggingface/smolagents) |"
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    "| **SmolAgents** | Minimal dependency wrapper supporting local safetensors parsing and direct execution of inline python tools. | Python | Hybrid | Library | [Link](https://github.com/huggingface/smolagents) |"
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   "project": "SuperAGI",
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    "## 1. AI Agent Frameworks",
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    "| **SuperAGI** | Dockerized scalable infrastructure supporting distributed concurrent agent workers and shared vector store backends. | Docker/Python | Hybrid | Web UI | [Link](https://github.com/TransformerOptimus/SuperAGI) |"
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    "## 1. AI Agent Frameworks",
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    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **SuperAGI** | Dockerized scalable infrastructure supporting distributed concurrent agent workers and shared vector store backends. | Docker/Python | Hybrid | Web UI | [Link](https://github.com/TransformerOptimus/SuperAGI) |"
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   "url": "https://neura.market/blog/from-code-to-canvas-how-no-code-ai-platforms-are-reshaping-automation",
   "title": "From Code to Canvas: How No-Code AI Platforms Are Reshaping Automation",
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   "project_evidence": [
    "## What Open-Source No-Code AI Platforms Actually Deliver",
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   "repository_evidence": null,
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   "description_evidence": [
    "## What Open-Source No-Code AI Platforms Actually Deliver",
    "The most mature options in this space include:",
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   "url": "https://neura.market/blog/from-code-to-canvas-how-no-code-ai-platforms-are-reshaping-automation",
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   "project": "Flowise",
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   ],
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   "stars_evidence": null,
   "description_evidence": [
    "## What Open-Source No-Code AI Platforms Actually Deliver",
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   "license_evidence": null
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   "url": "https://neura.market/blog/from-code-to-canvas-how-no-code-ai-platforms-are-reshaping-automation",
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   "project": "Dify",
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   "project_evidence": [
    "## What Open-Source No-Code AI Platforms Actually Deliver",
    "The most mature options in this space include:",
    "- **Dify**: An open-source platform that combines an LLMOps interface with a visual workflow builder. It supports model management, prompt versioning, and logging out of the box."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": [
    "## What Open-Source No-Code AI Platforms Actually Deliver",
    "The most mature options in this space include:",
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   "license_evidence": null
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   "title": "From Code to Canvas: How No-Code AI Platforms Are Reshaping Automation",
   "project": "Stack AI",
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   "description": "Low-code platform focused on enterprise-grade RAG with built-in compliance features.",
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    "## What Open-Source No-Code AI Platforms Actually Deliver",
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": [
    "## What Open-Source No-Code AI Platforms Actually Deliver",
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    "- **Stack AI**: Low-code platform focused on enterprise-grade RAG with built-in compliance features."
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   "license_evidence": null
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  {
   "url": "https://neura.market/blog/from-code-to-canvas-how-no-code-ai-platforms-are-reshaping-automation",
   "title": "From Code to Canvas: How No-Code AI Platforms Are Reshaping Automation",
   "project": "Rivet",
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   "description": "An open-source visual IDE for creating complex AI agents with branching logic and state management.",
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   "project_evidence": [
    "## What Open-Source No-Code AI Platforms Actually Deliver",
    "The most mature options in this space include:",
    "- **Rivet**: An open-source visual IDE for creating complex AI agents with branching logic and state management."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": [
    "## What Open-Source No-Code AI Platforms Actually Deliver",
    "The most mature options in this space include:",
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   "license_evidence": null
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   "url": "https://mudassirkhan.me/tools/ai-agent-framework-chooser",
   "title": "AI Agent Frameworks Comparison",
   "project": "LangGraph",
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   "url": "https://mudassirkhan.me/tools/ai-agent-framework-chooser",
   "title": "AI Agent Frameworks Comparison",
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    "# AI Agent Frameworks Comparison",
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   "url": "https://mudassirkhan.me/tools/ai-agent-framework-chooser",
   "title": "AI Agent Frameworks Comparison",
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   "url": "https://ayautomate.com/blog/best-multi-agent-frameworks",
   "title": "9 Best Multi-Agent Frameworks for Production in 2026",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
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   "project_evidence": [
    "This guide compares the 9 best multi-agent frameworks for production in 2026. Real capabilities, honest pricing where it is publicly known, pros and cons, and 4 questions that pick the right one for your stack.",
    "- **LangGraph**: Best for production-grade stateful agent graphs with human-in-the-loop checkpoints, used by Anthropic, Replit, LinkedIn, Uber.",
    "### 1. LangGraph, best for production-grade stateful agents"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://ayautomate.com/blog/best-multi-agent-frameworks",
   "title": "9 Best Multi-Agent Frameworks for Production in 2026",
   "project": "CrewAI",
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   "stars": null,
   "description": null,
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   "project_evidence": [
    "This guide compares the 9 best multi-agent frameworks for production in 2026. Real capabilities, honest pricing where it is publicly known, pros and cons, and 4 questions that pick the right one for your stack.",
    "- **CrewAI**: Best for role-based agent crews with the lowest barrier to entry; the fastest path from idea to working swarm.",
    "### 2. CrewAI, best for role-based agent crews"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
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  {
   "url": "https://ayautomate.com/blog/best-multi-agent-frameworks",
   "title": "9 Best Multi-Agent Frameworks for Production in 2026",
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    "This guide compares the 9 best multi-agent frameworks for production in 2026. Real capabilities, honest pricing where it is publicly known, pros and cons, and 4 questions that pick the right one for your stack.",
    "- **AutoGen (Microsoft)**: Best for conversational multi-agent research and Azure-native enterprises.",
    "### 3. AutoGen (Microsoft), best for conversational multi-agent research"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
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   "url": "https://ayautomate.com/blog/best-multi-agent-frameworks",
   "title": "9 Best Multi-Agent Frameworks for Production in 2026",
   "project": "OpenAI Agents SDK",
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   "project_evidence": [
    "This guide compares the 9 best multi-agent frameworks for production in 2026. Real capabilities, honest pricing where it is publicly known, pros and cons, and 4 questions that pick the right one for your stack.",
    "- **OpenAI Swarm / Agents SDK**: Best for teams already deep in the OpenAI ecosystem who want lightweight handoffs.",
    "### 4. OpenAI Agents SDK (formerly Swarm), best for OpenAI-native handoffs"
   ],
   "repository_evidence": null,
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   "url": "https://ayautomate.com/blog/best-multi-agent-frameworks",
   "title": "9 Best Multi-Agent Frameworks for Production in 2026",
   "project": "Multi-Agent Orchestrator",
   "repository": null,
   "stars": null,
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    "This guide compares the 9 best multi-agent frameworks for production in 2026. Real capabilities, honest pricing where it is publicly known, pros and cons, and 4 questions that pick the right one for your stack.",
    "- **Multi-Agent Orchestrator (AWS)**: Best for AWS-native production deployments with Bedrock and Lambda.",
    "### 5. AWS Multi-Agent Orchestrator, best for AWS-native deployments"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ayautomate.com/blog/best-multi-agent-frameworks",
   "title": "9 Best Multi-Agent Frameworks for Production in 2026",
   "project": "MetaGPT",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide compares the 9 best multi-agent frameworks for production in 2026. Real capabilities, honest pricing where it is publicly known, pros and cons, and 4 questions that pick the right one for your stack.",
    "- **MetaGPT**: Best for simulating software engineering teams (PM, architect, dev, QA) end-to-end.",
    "### 6. MetaGPT, best for simulated software engineering teams"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://ayautomate.com/blog/best-multi-agent-frameworks",
   "title": "9 Best Multi-Agent Frameworks for Production in 2026",
   "project": "AgentScope",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide compares the 9 best multi-agent frameworks for production in 2026. Real capabilities, honest pricing where it is publicly known, pros and cons, and 4 questions that pick the right one for your stack.",
    "- **AgentScope (Alibaba)**: Best for high-throughput distributed agent systems with strong observability.",
    "### 7. AgentScope (Alibaba), best for distributed high-throughput agents"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ayautomate.com/blog/best-multi-agent-frameworks",
   "title": "9 Best Multi-Agent Frameworks for Production in 2026",
   "project": "AGiXT",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide compares the 9 best multi-agent frameworks for production in 2026. Real capabilities, honest pricing where it is publicly known, pros and cons, and 4 questions that pick the right one for your stack.",
    "- **AGiXT**: Best for self-hosted, plugin-heavy agent platforms with a UI for non-engineers.",
    "### 8. AGiXT, best for self-hosted plugin-heavy platforms"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ayautomate.com/blog/best-multi-agent-frameworks",
   "title": "9 Best Multi-Agent Frameworks for Production in 2026",
   "project": "SuperAGI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide compares the 9 best multi-agent frameworks for production in 2026. Real capabilities, honest pricing where it is publicly known, pros and cons, and 4 questions that pick the right one for your stack.",
    "- **SuperAGI**: Best for autonomous agent workflows with built-in GUI, memory, and toolkits.",
    "### 9. SuperAGI, best for autonomous agent workflows with GUI"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
   "url": "https://thebreakdaily.com/articles/github-copilot-sdk-embed-ai-agent-in-your-app",
   "title": "GitHub Copilot SDK Hits 9.9K Stars: Embed Agentic Coding in...",
   "project": "copilot-sdk",
   "repository": "https://github.com/github/copilot-sdk",
   "stars": "9941",
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Copilot SDK: Embed an AI Agent in Your App in 5 Minutes",
    "Nine thousand nine hundred and forty-one stars. That is the live count on [GitHub](/articles/github-copilot-sdk-agents-every-app-2026-07-19)'s official **copilot-sdk** repository as of its most recent push on July 19, 2026, and it is climbing fast enough to land on the platform's trending board the same week it shipped."
   ],
   "repository_evidence": [
    "# GitHub Copilot SDK: Embed an AI Agent in Your App in 5 Minutes",
    "- [github/copilot-sdk - GitHub repository](https://github.com/github/copilot-sdk)"
   ],
   "stars_evidence": [
    "# GitHub Copilot SDK: Embed an AI Agent in Your App in 5 Minutes",
    "GitHub's official copilot-sdk just cleared 9,900 stars and ships native bindings for six languages.",
    "Nine thousand nine hundred and forty-one stars. That is the live count on [GitHub](/articles/github-copilot-sdk-agents-every-app-2026-07-19)'s official **copilot-sdk** repository as of its most recent push on July 19, 2026, and it is climbing fast enough to land on the platform's trending board the same week it shipped."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://thebreakdaily.com/articles/github-copilot-sdk-embed-ai-agent-in-your-app",
   "title": "GitHub Copilot SDK Hits 9.9K Stars: Embed Agentic Coding in...",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Copilot SDK: Embed an AI Agent in Your App in 5 Minutes",
    "For the thousands of teams who have been hand-rolling LangGraph or custom orchestration, that sentence is a direct threat to a lot of bespoke code.",
    "The obvious comparison is to the do-it-yourself agent stack: LangChain, LangGraph, AutoGen, or a custom loop on top of a model provider's API.",
    "| Approach | Setup effort | Model control | Maintenance |",
    "| Custom orchestration (LangGraph, AutoGen) | High | Full | High |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://thebreakdaily.com/articles/github-copilot-sdk-embed-ai-agent-in-your-app",
   "title": "GitHub Copilot SDK Hits 9.9K Stars: Embed Agentic Coding in...",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Copilot SDK: Embed an AI Agent in Your App in 5 Minutes",
    "The obvious comparison is to the do-it-yourself agent stack: LangChain, LangGraph, AutoGen, or a custom loop on top of a model provider's API."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
   "url": "https://thebreakdaily.com/articles/github-copilot-sdk-embed-ai-agent-in-your-app",
   "title": "GitHub Copilot SDK Hits 9.9K Stars: Embed Agentic Coding in...",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Copilot SDK: Embed an AI Agent in Your App in 5 Minutes",
    "The obvious comparison is to the do-it-yourself agent stack: LangChain, LangGraph, AutoGen, or a custom loop on top of a model provider's API.",
    "| Approach | Setup effort | Model control | Maintenance |",
    "| Custom orchestration (LangGraph, AutoGen) | High | Full | High |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/flowise-low-code-self-hosted-agents",
   "title": "Flowise: self-hosted low-code agents",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise.git",
   "stars": "54700",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Flowise: self-hosted low-code agents",
    "- **Flowise** is an open-source visual agent builder (**Apache 2.0** licence, except the `enterprise/` folder); it has over **54,700 stars** on GitHub and its stable version is **3.1.3**, released on 25 June 2026."
   ],
   "repository_evidence": [
    "# Flowise: self-hosted low-code agents",
    " git clone https://github.com/FlowiseAI/Flowise.git cd Flowise/docker cp .env.example .env # Edit .env: set FLOWISE_USERNAME, FLOWISE_PASSWORD and # change DATABASE_TYPE to postgres for production. docker compose up - d"
   ],
   "stars_evidence": [
    "# Flowise: self-hosted low-code agents",
    "- **Flowise** is an open-source visual agent builder (**Apache 2.0** licence, except the `enterprise/` folder); it has over **54,700 stars** on GitHub and its stable version is **3.1.3**, released on 25 June 2026."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/flowise-low-code-self-hosted-agents",
   "title": "Flowise: self-hosted low-code agents",
   "project": "Langflow",
   "repository": null,
   "stars": "152000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Flowise: self-hosted low-code agents",
    "| Tool | Tech base | Licence | Stars | Strength |",
    "## Flowise, Langflow or Dify?",
    "[Langflow](/en/langflow-visual-agent-builder/) is the equivalent in the Python world: it is developed by DataStax (acquired by IBM in 2025 and folded into watsonx) and its big draw is that you can write custom nodes in plain Python."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Flowise: self-hosted low-code agents",
    "| Tool | Tech base | Licence | Stars | Strength |",
    "| **Langflow** | Python / LangChain | MIT | ~152,000 | Maximum flexibility, Python nodes |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/flowise-low-code-self-hosted-agents",
   "title": "Flowise: self-hosted low-code agents",
   "project": "Dify",
   "repository": null,
   "stars": "149000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Flowise: self-hosted low-code agents",
    "| Tool | Tech base | Licence | Stars | Strength |",
    "## Flowise, Langflow or Dify?",
    "[Dify](/en/dify-self-hosted-llmops-platform/) plays in a different league: it is a more complete platform, with RAG and knowledge bases as first-class citizens and management tools designed to take applications to production; in exchange, it is heavier to deploy."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Flowise: self-hosted low-code agents",
    "| Tool | Tech base | Licence | Stars | Strength |",
    "| **Dify** | Python / Next.js | Apache 2.0 | ~149,000 | RAG and application management in production |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/rust-ai-agent-infrastructure-2026",
   "title": "The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
   "project": "aichat",
   "repository": "https://ossinsight.io/analyze/sigoden/aichat",
   "stars": "9740",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 1 \u2014 The Early Adopters (2023\u20132024)",
    "Three Rust AI repos established the foundation before 2026:",
    "| Repo | Stars | Created | Stars/Day | Category |",
    "| [sigoden/aichat](https://ossinsight.io/analyze/sigoden/aichat) | 9,740 | Mar 2023 | **8.6** | LLM CLI |"
   ],
   "repository_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 1 \u2014 The Early Adopters (2023\u20132024)",
    "Three Rust AI repos established the foundation before 2026:",
    "| Repo | Stars | Created | Stars/Day | Category |",
    "| [sigoden/aichat](https://ossinsight.io/analyze/sigoden/aichat) | 9,740 | Mar 2023 | **8.6** | LLM CLI |"
   ],
   "stars_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 1 \u2014 The Early Adopters (2023\u20132024)",
    "Three Rust AI repos established the foundation before 2026:",
    "| Repo | Stars | Created | Stars/Day | Category |",
    "| [sigoden/aichat](https://ossinsight.io/analyze/sigoden/aichat) | 9,740 | Mar 2023 | **8.6** | LLM CLI |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/rust-ai-agent-infrastructure-2026",
   "title": "The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
   "project": "rig",
   "repository": "https://ossinsight.io/analyze/0xPlaygrounds/rig",
   "stars": "6758",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 1 \u2014 The Early Adopters (2023\u20132024)",
    "Three Rust AI repos established the foundation before 2026:",
    "| Repo | Stars | Created | Stars/Day | Category |",
    "| [0xPlaygrounds/rig](https://ossinsight.io/analyze/0xPlaygrounds/rig) | 6,758 | Jun 2024 | **10.1** | Agent framework |"
   ],
   "repository_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 1 \u2014 The Early Adopters (2023\u20132024)",
    "Three Rust AI repos established the foundation before 2026:",
    "| Repo | Stars | Created | Stars/Day | Category |",
    "| [0xPlaygrounds/rig](https://ossinsight.io/analyze/0xPlaygrounds/rig) | 6,758 | Jun 2024 | **10.1** | Agent framework |"
   ],
   "stars_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 1 \u2014 The Early Adopters (2023\u20132024)",
    "Three Rust AI repos established the foundation before 2026:",
    "| Repo | Stars | Created | Stars/Day | Category |",
    "| [0xPlaygrounds/rig](https://ossinsight.io/analyze/0xPlaygrounds/rig) | 6,758 | Jun 2024 | **10.1** | Agent framework |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/rust-ai-agent-infrastructure-2026",
   "title": "The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
   "project": "goose",
   "repository": "https://ossinsight.io/analyze/block/goose",
   "stars": "33979",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 1 \u2014 The Early Adopters (2023\u20132024)",
    "Three Rust AI repos established the foundation before 2026:",
    "| Repo | Stars | Created | Stars/Day | Category |",
    "| [block/goose](https://ossinsight.io/analyze/block/goose) | 33,979 | Aug 2024 | **57.8** | Agent runtime |"
   ],
   "repository_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 1 \u2014 The Early Adopters (2023\u20132024)",
    "Three Rust AI repos established the foundation before 2026:",
    "| Repo | Stars | Created | Stars/Day | Category |",
    "| [block/goose](https://ossinsight.io/analyze/block/goose) | 33,979 | Aug 2024 | **57.8** | Agent runtime |"
   ],
   "stars_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 1 \u2014 The Early Adopters (2023\u20132024)",
    "Three Rust AI repos established the foundation before 2026:",
    "| Repo | Stars | Created | Stars/Day | Category |",
    "| [block/goose](https://ossinsight.io/analyze/block/goose) | 33,979 | Aug 2024 | **57.8** | Agent runtime |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/rust-ai-agent-infrastructure-2026",
   "title": "The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
   "project": "agent-browser",
   "repository": "https://ossinsight.io/analyze/vercel-labs/agent-browser",
   "stars": "26316",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 2 \u2014 The 2026 Infrastructure Wave",
    "Then Q1 2026 happened. Seven significant Rust AI agent repos launched in under 60 days:",
    "| Repo | Stars | Created | Days Old | Stars/Day | Fork Ratio |",
    "| [vercel-labs/agent-browser](https://ossinsight.io/analyze/vercel-labs/agent-browser) | 26,316 | Jan 11 | 82 | **320.9** | 6.0% |"
   ],
   "repository_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 2 \u2014 The 2026 Infrastructure Wave",
    "Then Q1 2026 happened. Seven significant Rust AI agent repos launched in under 60 days:",
    "| Repo | Stars | Created | Days Old | Stars/Day | Fork Ratio |",
    "| [vercel-labs/agent-browser](https://ossinsight.io/analyze/vercel-labs/agent-browser) | 26,316 | Jan 11 | 82 | **320.9** | 6.0% |"
   ],
   "stars_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 2 \u2014 The 2026 Infrastructure Wave",
    "Then Q1 2026 happened. Seven significant Rust AI agent repos launched in under 60 days:",
    "| Repo | Stars | Created | Days Old | Stars/Day | Fork Ratio |",
    "| [vercel-labs/agent-browser](https://ossinsight.io/analyze/vercel-labs/agent-browser) | 26,316 | Jan 11 | 82 | **320.9** | 6.0% |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/rust-ai-agent-infrastructure-2026",
   "title": "The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
   "project": "ironclaw",
   "repository": "https://ossinsight.io/analyze/nearai/ironclaw",
   "stars": "11325",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 2 \u2014 The 2026 Infrastructure Wave",
    "Then Q1 2026 happened. Seven significant Rust AI agent repos launched in under 60 days:",
    "| Repo | Stars | Created | Days Old | Stars/Day | Fork Ratio |",
    "| [nearai/ironclaw](https://ossinsight.io/analyze/nearai/ironclaw) | 11,325 | Feb 3 | 59 | **191.9** | 11.4% |"
   ],
   "repository_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 2 \u2014 The 2026 Infrastructure Wave",
    "Then Q1 2026 happened. Seven significant Rust AI agent repos launched in under 60 days:",
    "| Repo | Stars | Created | Days Old | Stars/Day | Fork Ratio |",
    "| [nearai/ironclaw](https://ossinsight.io/analyze/nearai/ironclaw) | 11,325 | Feb 3 | 59 | **191.9** | 11.4% |"
   ],
   "stars_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 2 \u2014 The 2026 Infrastructure Wave",
    "Then Q1 2026 happened. Seven significant Rust AI agent repos launched in under 60 days:",
    "| Repo | Stars | Created | Days Old | Stars/Day | Fork Ratio |",
    "| [nearai/ironclaw](https://ossinsight.io/analyze/nearai/ironclaw) | 11,325 | Feb 3 | 59 | **191.9** | 11.4% |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/rust-ai-agent-infrastructure-2026",
   "title": "The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
   "project": "zeroclaw",
   "repository": "https://ossinsight.io/analyze/zeroclaw-labs/zeroclaw",
   "stars": "29272",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 2 \u2014 The 2026 Infrastructure Wave",
    "Then Q1 2026 happened. Seven significant Rust AI agent repos launched in under 60 days:",
    "| Repo | Stars | Created | Days Old | Stars/Day | Fork Ratio |",
    "| [zeroclaw-labs/zeroclaw](https://ossinsight.io/analyze/zeroclaw-labs/zeroclaw) | 29,272 | Feb 13 | 49 | **597.4** | 14.2% |"
   ],
   "repository_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 2 \u2014 The 2026 Infrastructure Wave",
    "Then Q1 2026 happened. Seven significant Rust AI agent repos launched in under 60 days:",
    "| Repo | Stars | Created | Days Old | Stars/Day | Fork Ratio |",
    "| [zeroclaw-labs/zeroclaw](https://ossinsight.io/analyze/zeroclaw-labs/zeroclaw) | 29,272 | Feb 13 | 49 | **597.4** | 14.2% |"
   ],
   "stars_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 2 \u2014 The 2026 Infrastructure Wave",
    "Then Q1 2026 happened. Seven significant Rust AI agent repos launched in under 60 days:",
    "| Repo | Stars | Created | Days Old | Stars/Day | Fork Ratio |",
    "| [zeroclaw-labs/zeroclaw](https://ossinsight.io/analyze/zeroclaw-labs/zeroclaw) | 29,272 | Feb 13 | 49 | **597.4** | 14.2% |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/rust-ai-agent-infrastructure-2026",
   "title": "The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
   "project": "llmfit",
   "repository": "https://ossinsight.io/analyze/AlexsJones/llmfit",
   "stars": "20856",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 2 \u2014 The 2026 Infrastructure Wave",
    "Then Q1 2026 happened. Seven significant Rust AI agent repos launched in under 60 days:",
    "| Repo | Stars | Created | Days Old | Stars/Day | Fork Ratio |",
    "| [AlexsJones/llmfit](https://ossinsight.io/analyze/AlexsJones/llmfit) | 20,856 | Feb 15 | 47 | **443.7** | 5.9% |"
   ],
   "repository_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 2 \u2014 The 2026 Infrastructure Wave",
    "Then Q1 2026 happened. Seven significant Rust AI agent repos launched in under 60 days:",
    "| Repo | Stars | Created | Days Old | Stars/Day | Fork Ratio |",
    "| [AlexsJones/llmfit](https://ossinsight.io/analyze/AlexsJones/llmfit) | 20,856 | Feb 15 | 47 | **443.7** | 5.9% |"
   ],
   "stars_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 2 \u2014 The 2026 Infrastructure Wave",
    "Then Q1 2026 happened. Seven significant Rust AI agent repos launched in under 60 days:",
    "| Repo | Stars | Created | Days Old | Stars/Day | Fork Ratio |",
    "| [AlexsJones/llmfit](https://ossinsight.io/analyze/AlexsJones/llmfit) | 20,856 | Feb 15 | 47 | **443.7** | 5.9% |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/rust-ai-agent-infrastructure-2026",
   "title": "The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
   "project": "openfang",
   "repository": "https://ossinsight.io/analyze/RightNow-AI/openfang",
   "stars": "16145",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 2 \u2014 The 2026 Infrastructure Wave",
    "Then Q1 2026 happened. Seven significant Rust AI agent repos launched in under 60 days:",
    "| Repo | Stars | Created | Days Old | Stars/Day | Fork Ratio |",
    "| [RightNow-AI/openfang](https://ossinsight.io/analyze/RightNow-AI/openfang) | 16,145 | Feb 24 | 38 | **424.9** | 12.5% |"
   ],
   "repository_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 2 \u2014 The 2026 Infrastructure Wave",
    "Then Q1 2026 happened. Seven significant Rust AI agent repos launched in under 60 days:",
    "| Repo | Stars | Created | Days Old | Stars/Day | Fork Ratio |",
    "| [RightNow-AI/openfang](https://ossinsight.io/analyze/RightNow-AI/openfang) | 16,145 | Feb 24 | 38 | **424.9** | 12.5% |"
   ],
   "stars_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 2 \u2014 The 2026 Infrastructure Wave",
    "Then Q1 2026 happened. Seven significant Rust AI agent repos launched in under 60 days:",
    "| Repo | Stars | Created | Days Old | Stars/Day | Fork Ratio |",
    "| [RightNow-AI/openfang](https://ossinsight.io/analyze/RightNow-AI/openfang) | 16,145 | Feb 24 | 38 | **424.9** | 12.5% |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/rust-ai-agent-infrastructure-2026",
   "title": "The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
   "project": "OpenShell",
   "repository": "https://ossinsight.io/analyze/NVIDIA/OpenShell",
   "stars": "4341",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 2 \u2014 The 2026 Infrastructure Wave",
    "Then Q1 2026 happened. Seven significant Rust AI agent repos launched in under 60 days:",
    "| Repo | Stars | Created | Days Old | Stars/Day | Fork Ratio |",
    "| [NVIDIA/OpenShell](https://ossinsight.io/analyze/NVIDIA/OpenShell) \ud83c\udfe2 | 4,341 | Feb 24 | 38 | **114.2** | 10.4% |"
   ],
   "repository_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 2 \u2014 The 2026 Infrastructure Wave",
    "Then Q1 2026 happened. Seven significant Rust AI agent repos launched in under 60 days:",
    "| Repo | Stars | Created | Days Old | Stars/Day | Fork Ratio |",
    "| [NVIDIA/OpenShell](https://ossinsight.io/analyze/NVIDIA/OpenShell) \ud83c\udfe2 | 4,341 | Feb 24 | 38 | **114.2** | 10.4% |"
   ],
   "stars_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 2 \u2014 The 2026 Infrastructure Wave",
    "Then Q1 2026 happened. Seven significant Rust AI agent repos launched in under 60 days:",
    "| Repo | Stars | Created | Days Old | Stars/Day | Fork Ratio |",
    "| [NVIDIA/OpenShell](https://ossinsight.io/analyze/NVIDIA/OpenShell) \ud83c\udfe2 | 4,341 | Feb 24 | 38 | **114.2** | 10.4% |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/rust-ai-agent-infrastructure-2026",
   "title": "The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
   "project": "cli",
   "repository": "https://ossinsight.io/analyze/googleworkspace/cli",
   "stars": "23611",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 2 \u2014 The 2026 Infrastructure Wave",
    "Then Q1 2026 happened. Seven significant Rust AI agent repos launched in under 60 days:",
    "| Repo | Stars | Created | Days Old | Stars/Day | Fork Ratio |",
    "| [googleworkspace/cli](https://ossinsight.io/analyze/googleworkspace/cli) \ud83c\udfe2 | 23,611 | Mar 2 | 32 | **737.8** | 4.9% |"
   ],
   "repository_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 2 \u2014 The 2026 Infrastructure Wave",
    "Then Q1 2026 happened. Seven significant Rust AI agent repos launched in under 60 days:",
    "| Repo | Stars | Created | Days Old | Stars/Day | Fork Ratio |",
    "| [googleworkspace/cli](https://ossinsight.io/analyze/googleworkspace/cli) \ud83c\udfe2 | 23,611 | Mar 2 | 32 | **737.8** | 4.9% |"
   ],
   "stars_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### Era 2 \u2014 The 2026 Infrastructure Wave",
    "Then Q1 2026 happened. Seven significant Rust AI agent repos launched in under 60 days:",
    "| Repo | Stars | Created | Days Old | Stars/Day | Fork Ratio |",
    "| [googleworkspace/cli](https://ossinsight.io/analyze/googleworkspace/cli) \ud83c\udfe2 | 23,611 | Mar 2 | 32 | **737.8** | 4.9% |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/rust-ai-agent-infrastructure-2026",
   "title": "The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
   "project": "tirith",
   "repository": null,
   "stars": "2108",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### 1. Agents Touch Real Things Now",
    "Beyond the main seven, smaller repos reinforce the point.",
    "`sheeki03/tirith` (2,108 stars, Rust) exists *entirely* because Python agent toolchains are vulnerable to \"homograph URLs, pipe-to-shell, ANSI injection, obfuscated payloads, data exfiltration.\""
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### 1. Agents Touch Real Things Now",
    "Beyond the main seven, smaller repos reinforce the point.",
    "`sheeki03/tirith` (2,108 stars, Rust) exists *entirely* because Python agent toolchains are vulnerable to \"homograph URLs, pipe-to-shell, ANSI injection, obfuscated payloads, data exfiltration.\""
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/rust-ai-agent-infrastructure-2026",
   "title": "The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
   "project": "zeroboot",
   "repository": null,
   "stars": "1874",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### 2. Cross-Platform Deploy-Anywhere Is a Hard Requirement",
    "Look at these descriptions side by side:",
    "> *\"**Sub-millisecond** VM sandboxes for AI agents via copy-on-write forking\"* \u2014 zerobootdev/zeroboot (1,874 stars)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The Rust Shift: How GitHub's AI Agent Infrastructure Changed Languages",
    "### 2. Cross-Platform Deploy-Anywhere Is a Hard Requirement",
    "Look at these descriptions side by side:",
    "> *\"**Sub-millisecond** VM sandboxes for AI agents via copy-on-write forking\"* \u2014 zerobootdev/zeroboot (1,874 stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/alternatives/open-multi-agent",
   "title": "30 best open-multi-agent alternatives in 2026",
   "project": "langchain",
   "repository": null,
   "stars": "142000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source alternatives to open-multi-agent",
    "[langchainFrameworkThe agent engineering platform.](/agents/langchain)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Frequently asked",
    "langchain is the most widely-adopted open-source alternative (142k GitHub stars); LangGraph is one of the commercial options."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/alternatives/open-multi-agent",
   "title": "30 best open-multi-agent alternatives in 2026",
   "project": "ruflo",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source alternatives to open-multi-agent",
    "[rufloFrameworkThe leading agent meta-harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems.](/agents/ruflo)"
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/alternatives/open-multi-agent",
   "title": "30 best open-multi-agent alternatives in 2026",
   "project": "autogen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source alternatives to open-multi-agent",
    "[autogenFrameworkA programming framework for agentic AI](/agents/autogen)"
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/alternatives/open-multi-agent",
   "title": "30 best open-multi-agent alternatives in 2026",
   "project": "crewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source alternatives to open-multi-agent",
    "[crewAIFrameworkFramework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.](/agents/crewai)"
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://agentsearchengine.app/alternatives/open-multi-agent",
   "title": "30 best open-multi-agent alternatives in 2026",
   "project": "eliza",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source alternatives to open-multi-agent",
    "[elizaFrameworkOpen source agentic operating system](/agents/eliza)"
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://agentsearchengine.app/alternatives/open-multi-agent",
   "title": "30 best open-multi-agent alternatives in 2026",
   "project": "pydantic-ai",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source alternatives to open-multi-agent",
    "[pydantic-aiFrameworkAI Agent Framework, the Pydantic way](/agents/pydantic-ai)"
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/alternatives/open-multi-agent",
   "title": "30 best open-multi-agent alternatives in 2026",
   "project": "SuperAGI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source alternatives to open-multi-agent",
    "[SuperAGIFramework<> SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably.](/agents/superagi)"
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/alternatives/open-multi-agent",
   "title": "30 best open-multi-agent alternatives in 2026",
   "project": "agent-framework",
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   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source alternatives to open-multi-agent",
    "[agent-frameworkFrameworkA framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and.NET.](/agents/agent-framework)"
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
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  {
   "url": "https://agentsearchengine.app/alternatives/open-multi-agent",
   "title": "30 best open-multi-agent alternatives in 2026",
   "project": "hive",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source alternatives to open-multi-agent",
    "[hiveFrameworkMulti-Agent Harness for Production AI](/agents/hive)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsearchengine.app/alternatives/open-multi-agent",
   "title": "30 best open-multi-agent alternatives in 2026",
   "project": "evolver",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source alternatives to open-multi-agent",
    "[evolverFrameworkThe GEP-powered self-evolving engine for AI agents. Auditable evolution with Genes, Capsules, and Events. | evomap.ai](/agents/evolver)"
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
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   "project_evidence": [
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    "[harmonistFrameworkPortable AI agent orchestration with mechanical protocol enforcement. 186 agents, zero runtime dependencies.](/agents/harmonist)"
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   "project_evidence": [
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   "project_evidence": [
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    "[yomoFrameworkServerless AI Agent Framework with Geo-distributed Edge AI Infra.](/agents/yomo)"
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   "project_evidence": [
    "Open-source alternatives to open-multi-agent",
    "[AgentlyFramework[GenAI Application Development Framework] Build GenAI application quick and easy Easy to interact with GenAI agent in code using structure data and chained-calls syntax Use Event-Driven Flow](/agents/agently)"
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   "project_evidence": [
    "Open-source alternatives to open-multi-agent",
    "[harness-sdkSDK / libraryBuild an agent harness and control it end-to-end. Open-source SDK for production AI agents in Python & TypeScript - any model, any cloud.](/agents/harness-sdk)"
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   "url": "https://agentsearchengine.app/alternatives/open-multi-agent",
   "title": "30 best open-multi-agent alternatives in 2026",
   "project": "agent-governance-toolkit",
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   "license": null,
   "project_evidence": [
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    "[agent-governance-toolkitSDK / libraryAI Agent Governance Toolkit \u2014 Policy enforcement, zero-trust identity, execution sandboxing, and reliability engineering for autonomous AI agents. Covers 10/10 OWASP Agentic Top 10.](/agents/agent-governance-toolkit)"
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  {
   "url": "https://agentsearchengine.app/alternatives/open-multi-agent",
   "title": "30 best open-multi-agent alternatives in 2026",
   "project": "Vibe-Skills",
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   "project_evidence": [
    "Open-source alternatives to open-multi-agent",
    "[Vibe-SkillsSDK / libraryVibe-Skills is an all-in-one AI skills package.](/agents/vibe-skills)"
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   "stars_evidence": null,
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  {
   "url": "https://agentsearchengine.app/alternatives/open-multi-agent",
   "title": "30 best open-multi-agent alternatives in 2026",
   "project": "flowcraft",
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   "project_evidence": [
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    "[flowcraftSDK / libraryProduction-grade Go SDK for building AI agents with long-term memory, knowledge retrieval, and voice \u2014 runnable as a library, a daemon, or a real-time pipeline.](/agents/flowcraft)"
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   "url": "https://agentlist.top/en/best/agent-tools",
   "title": "Best Agent Tools Open Source Projects Top 20 | AgentList",
   "project": "OpenClaw",
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   "stars": "383200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "## OpenClaw"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
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   "description_evidence": null,
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  },
  {
   "url": "https://agentlist.top/en/best/agent-tools",
   "title": "Best Agent Tools Open Source Projects Top 20 | AgentList",
   "project": "ECC",
   "repository": "https://github.com/affaan-m/ecc",
   "stars": "230400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "## ECC"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
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   "description_evidence": null,
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   "url": "https://agentlist.top/en/best/agent-tools",
   "title": "Best Agent Tools Open Source Projects Top 20 | AgentList",
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   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "## Ollama"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
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   "description_evidence": null,
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  {
   "url": "https://agentlist.top/en/best/agent-tools",
   "title": "Best Agent Tools Open Source Projects Top 20 | AgentList",
   "project": "Firecrawl",
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   "stars": "152000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "## Firecrawl"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
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   "description_evidence": null,
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  },
  {
   "url": "https://agentlist.top/en/best/agent-tools",
   "title": "Best Agent Tools Open Source Projects Top 20 | AgentList",
   "project": "llama.cpp",
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   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "## llama.cpp"
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   "stars_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
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   "description_evidence": null,
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  {
   "url": "https://agentlist.top/en/best/agent-tools",
   "title": "Best Agent Tools Open Source Projects Top 20 | AgentList",
   "project": "Whisper",
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   "license": null,
   "project_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "## Whisper"
   ],
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   "stars_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
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   "description_evidence": null,
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  {
   "url": "https://agentlist.top/en/best/agent-tools",
   "title": "Best Agent Tools Open Source Projects Top 20 | AgentList",
   "project": "vLLM",
   "repository": "https://github.com/vllm-project/vllm",
   "stars": "86400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "## vLLM"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
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   "description_evidence": null,
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  {
   "url": "https://agentlist.top/en/best/agent-tools",
   "title": "Best Agent Tools Open Source Projects Top 20 | AgentList",
   "project": "Ponytail",
   "repository": "https://github.com/dietrichgebert/ponytail",
   "stars": "84700",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "## Ponytail"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "84.7k Stars"
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentlist.top/en/best/agent-tools",
   "title": "Best Agent Tools Open Source Projects Top 20 | AgentList",
   "project": "DeerFlow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": "77200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "## DeerFlow"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "77.2k Stars"
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   "description_evidence": null,
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   "url": "https://agentlist.top/en/best/agent-tools",
   "title": "Best Agent Tools Open Source Projects Top 20 | AgentList",
   "project": "Screenshot to Code",
   "repository": "https://github.com/abi/screenshot-to-code",
   "stars": "73300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "## Screenshot to Code"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
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   "description_evidence": null,
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  },
  {
   "url": "https://agentlist.top/en/best/agent-tools",
   "title": "Best Agent Tools Open Source Projects Top 20 | AgentList",
   "project": "Front-End Checklist",
   "repository": "https://github.com/thedaviddias/front-end-checklist",
   "stars": "73200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "## Front-End Checklist"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "73.2k Stars"
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   "description_evidence": null,
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  },
  {
   "url": "https://agentlist.top/en/best/agent-tools",
   "title": "Best Agent Tools Open Source Projects Top 20 | AgentList",
   "project": "Daytona",
   "repository": "https://github.com/daytonaio/daytona",
   "stars": "72300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "## Daytona"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
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  {
   "url": "https://agentlist.top/en/best/agent-tools",
   "title": "Best Agent Tools Open Source Projects Top 20 | AgentList",
   "project": "Pi",
   "repository": "https://github.com/earendil-works/pi",
   "stars": "71800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "## Pi"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
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   "description_evidence": null,
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  {
   "url": "https://agentlist.top/en/best/agent-tools",
   "title": "Best Agent Tools Open Source Projects Top 20 | AgentList",
   "project": "Pi Mono",
   "repository": "https://github.com/badlogic/pi-mono",
   "stars": "71800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "## Pi Mono"
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   "repository_evidence": null,
   "stars_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
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   "description_evidence": null,
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  },
  {
   "url": "https://agentlist.top/en/best/agent-tools",
   "title": "Best Agent Tools Open Source Projects Top 20 | AgentList",
   "project": "OpenBB",
   "repository": "https://github.com/openbb-finance/openbb",
   "stars": "70700",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "## OpenBB"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
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  {
   "url": "https://agentlist.top/en/best/agent-tools",
   "title": "Best Agent Tools Open Source Projects Top 20 | AgentList",
   "project": "Unsloth",
   "repository": "https://github.com/unsloth/unsloth",
   "stars": "68300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "## Unsloth"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
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   "url": "https://agentlist.top/en/best/agent-tools",
   "title": "Best Agent Tools Open Source Projects Top 20 | AgentList",
   "project": "GPT4Free",
   "repository": "https://github.com/xtekky/gpt4free",
   "stars": "66500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "## GPT4Free"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
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   "description_evidence": null,
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   "url": "https://agentlist.top/en/best/agent-tools",
   "title": "Best Agent Tools Open Source Projects Top 20 | AgentList",
   "project": "Open Interpreter",
   "repository": "https://github.com/openinterpreter/open-interpreter",
   "stars": "66000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "## Open Interpreter"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Agent Tools Top 20",
    "Top 20 most popular open-source Agent Tools projects, ranked by GitHub Stars.",
    "66.0k Stars"
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   "description_evidence": null,
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   "url": "https://agentlist.top/en/best/agent-tools",
   "title": "Best Agent Tools Open Source Projects Top 20 | AgentList",
   "project": "Taste-Skill",
   "repository": "https://github.com/leonxlnx/taste-skill",
   "stars": "64300",
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   "repository": "https://www.crewai.com",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Contents",
    "## 2. The six major frameworks at a glance",
    "[CrewAI](https://www.crewai.com) gives each agent a **role, goal, and backstory** and has them collaborate as a \"crew.\""
   ],
   "repository_evidence": [
    "Contents",
    "## 2. The six major frameworks at a glance",
    "[CrewAI](https://www.crewai.com) gives each agent a **role, goal, and backstory** and has them collaborate as a \"crew.\""
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arte.itlibra.com/en/articles/ai-agent-frameworks-comparison-2026",
   "title": "AI Agent Frameworks Compared 2026: LangGraph, CrewAI, AutoGen, OpenAI, Google, Claude \u2014 Which to Choose?",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Contents",
    "## 2. The six major frameworks at a glance",
    "Microsoft's [AutoGen](https://github.com/microsoft/autogen) drives tasks through **conversation (GroupChat)** between agents."
   ],
   "repository_evidence": [
    "Contents",
    "## 2. The six major frameworks at a glance",
    "Microsoft's [AutoGen](https://github.com/microsoft/autogen) drives tasks through **conversation (GroupChat)** between agents."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arte.itlibra.com/en/articles/ai-agent-frameworks-comparison-2026",
   "title": "AI Agent Frameworks Compared 2026: LangGraph, CrewAI, AutoGen, OpenAI, Google, Claude \u2014 Which to Choose?",
   "project": "OpenAI Agents SDK",
   "repository": "https://openai.github.io/openai-agents-python/",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Contents",
    "## 2. The six major frameworks at a glance",
    "The [OpenAI Agents SDK](https://openai.github.io/openai-agents-python/) arrived in March 2025 as the successor to the experimental Swarm."
   ],
   "repository_evidence": [
    "Contents",
    "## 2. The six major frameworks at a glance",
    "The [OpenAI Agents SDK](https://openai.github.io/openai-agents-python/) arrived in March 2025 as the successor to the experimental Swarm."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arte.itlibra.com/en/articles/ai-agent-frameworks-comparison-2026",
   "title": "AI Agent Frameworks Compared 2026: LangGraph, CrewAI, AutoGen, OpenAI, Google, Claude \u2014 Which to Choose?",
   "project": "Google ADK",
   "repository": "https://google.github.io/adk-docs/",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Contents",
    "## 2. The six major frameworks at a glance",
    "[Google ADK](https://google.github.io/adk-docs/) launched in April 2025."
   ],
   "repository_evidence": [
    "Contents",
    "## 2. The six major frameworks at a glance",
    "[Google ADK](https://google.github.io/adk-docs/) launched in April 2025."
   ],
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "title": "Best AI Agent Framework 2026: How to Choose Based on Your Team's Stack",
   "project": "AutoGen Studio",
   "repository": "https://microsoft.github.io/autogen/dev//user-guide/autogenstudio-user-guide/index.html",
   "stars": "55000",
   "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",
    "AutoGen Studio is the reference implementation for visual agent team composition."
   ],
   "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",
    "| Platform | Visual Teams | TypeScript | Self-Host | MCP | Memory | License | GitHub Stars | Production Ready |",
    "| AutoGen Studio | \u2705 Team Builder | \u274c Python | \u26a0\ufe0f Pip only | \u2705 Full | ChromaDB/Redis/Mem0 | MIT | 55K | \u26a0\ufe0f Research only |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "title": "Best AI Agent Framework 2026: How to Choose Based on Your Team's Stack",
   "project": "Sim Studio",
   "repository": "https://www.sim.ai/",
   "stars": "21800",
   "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 is the closest open-source equivalent to AutoGen Studio rebuilt for production use \u2014 and the only platform that checks all four boxes simultaneously: visual composition, TypeScript-native, self-hostable, and Apache 2.0 licensed."
   ],
   "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",
    "**Sim Studio** \u2014 At 21,800+ GitHub stars and growing, this YC W25 company is the fastest-moving TypeScript-native tool in the space."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "title": "Best AI Agent Framework 2026: How to Choose Based on Your Team's Stack",
   "project": "CrewAI",
   "repository": "https://docs.crewai.com/en/enterprise/features/crew-studio",
   "stars": "44000",
   "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 is purpose-built around the \"crew\" metaphor \u2014 agents with roles, goals, and backstories collaborating on tasks."
   ],
   "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",
    "| Platform | Visual Teams | TypeScript | Self-Host | MCP | Memory | License | GitHub Stars | Production Ready |",
    "| CrewAI Studio | \u2705 Full + AI copilot | \u274c Python | \u2705 On-prem (paid) | \u26a0\ufe0f Limited | 4-layer + Mem0 | Mixed | 44K | High (paid) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "title": "Best AI Agent Framework 2026: How to Choose Based on Your Team's Stack",
   "project": "Flowise",
   "repository": "https://docs.flowiseai.com/",
   "stars": "38000",
   "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 is the most mature TypeScript-native visual agent builder available, with 38,000+ GitHub stars and a broad deployment base."
   ],
   "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",
    "## Tier 2: Visual workflow builders with agent nodes",
    "Flowise is the most mature TypeScript-native visual agent builder available, with 38,000+ GitHub stars and a broad deployment base."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "title": "Best AI Agent Framework 2026: How to Choose Based on Your Team's Stack",
   "project": "Langflow",
   "repository": "https://www.langflow.org/",
   "stars": "140000",
   "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 has the largest community of any framework in this guide with 140,000+ GitHub stars."
   ],
   "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",
    "## Tier 2: Visual workflow builders with agent nodes",
    "Langflow has the largest community of any framework in this guide with 140,000+ GitHub stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "title": "Best AI Agent Framework 2026: How to Choose Based on Your Team's Stack",
   "project": "n8n",
   "repository": "https://n8n.io/",
   "stars": "150000",
   "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",
    "With 150,000\u2013179,000 GitHub stars and 400+ native integrations, n8n is the most widely used tool in this comparison."
   ],
   "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",
    "## Tier 2: Visual workflow builders with agent nodes",
    "With 150,000\u2013179,000 GitHub stars and 400+ native integrations, n8n is the most widely used tool in this comparison."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "title": "Best AI Agent Framework 2026: How to Choose Based on Your Team's Stack",
   "project": "Dify",
   "repository": "https://dify.ai/",
   "stars": "114000",
   "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 offers the most refined visual interface in this entire landscape \u2014 a clean dashboard with drag-and-drop workflow canvas, Prompt IDE, and distinct application modes."
   ],
   "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",
    "| Platform | Visual Teams | TypeScript | Self-Host | MCP | Memory | License | GitHub Stars | Production Ready |",
    "| Dify | \u26a0\ufe0f Workflow nodes | \u274c Python | \u2705 Docker | \u2705 Full bidirectional | RAG + conversation | Apache 2.0* | 114K+ | High |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "title": "Best AI Agent Framework 2026: How to Choose Based on Your Team's Stack",
   "project": "Mastra AI",
   "repository": "https://mastra.ai/",
   "stars": "22000",
   "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 occupies a unique position: the only TypeScript-first agent orchestration SDK with built-in workflows, memory, MCP, and observability all in one package."
   ],
   "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",
    "| Platform | Visual Teams | TypeScript | Self-Host | MCP | Memory | License | GitHub Stars | Production Ready |",
    "| Mastra AI | \u26a0\ufe0f Monitor only | \u2705 Native TS | \u2705 Docker | \u2705 Full (client+server) | 4-tier + Observational | Apache 2.0 | 22K | High |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "title": "Best AI Agent Framework 2026: How to Choose Based on Your Team's Stack",
   "project": "LangGraph",
   "repository": "https://www.langchain.com/langgraph",
   "stars": "26000",
   "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)\n\nStatus: GA (Platform), active (Studio).",
    "LangGraph is the most production-proven and flexible agent orchestration framework available."
   ],
   "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",
    "| Platform | Visual Teams | TypeScript | Self-Host | MCP | Memory | License | GitHub Stars | Production Ready |",
    "| LangGraph | \u26a0\ufe0f Studio (debug) | \u26a0\ufe0f Beta JS | \u26a0\ufe0f Enterprise | \u2705 Native | Checkpointing + Store | MIT lib | 26K | High (Python) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "title": "Best AI Agent Framework 2026: How to Choose Based on Your Team's Stack",
   "project": "Letta ADE",
   "repository": "https://docs.letta.com/guides/ade/overview/",
   "stars": "21000",
   "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 has the most sophisticated memory architecture of any framework in this guide."
   ],
   "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",
    "| Platform | Visual Teams | TypeScript | Self-Host | MCP | Memory | License | GitHub Stars | Production Ready |",
    "| Letta ADE | \u26a0\ufe0f Dev/test | \u274c Python server | \u2705 Docker | \u2705 Native | Best-in-class 4-tier | Apache 2.0 | 21K | High |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "title": "Best AI Agent Framework 2026: How to Choose Based on Your Team's Stack",
   "project": "Google ADK",
   "repository": "https://adk.dev/",
   "stars": 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's Agent Development Kit launched in April 2025 and is the most feature-complete new entrant with genuine multi-language support."
   ],
   "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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "title": "Best AI Agent Framework 2026: How to Choose Based on Your Team's Stack",
   "project": "KaibanJS",
   "repository": "https://www.kaibanjs.com/",
   "stars": "1400",
   "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 is the only significant JavaScript-native multi-agent framework with a team metaphor."
   ],
   "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",
    "## Tier 3: Code-first with monitoring UIs",
    "Small community (1,400 stars) with limited ecosystem support"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "title": "Best AI Agent Framework 2026: How to Choose Based on Your Team's Stack",
   "project": "Rivet",
   "repository": "https://rivet.dev/",
   "stars": "4500",
   "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 is architecturally different from every other tool in this guide."
   ],
   "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",
    "| Platform | Visual Teams | TypeScript | Self-Host | MCP | Memory | License | GitHub Stars | Production Ready |",
    "| Rivet | \u2705 Node-based IDE | \u2705 Pure TS | \u2705 Desktop | \u2705 3 MCP nodes | None built-in | Open source | 4.5K | Moderate |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "title": "Best AI Agent Framework 2026: How to Choose Based on Your Team's Stack",
   "project": "Agno",
   "repository": null,
   "stars": "38700",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "### Primary Comparison: Visual Agent Orchestration",
    "| Platform | Visual Teams | TypeScript | Self-Host | MCP | Memory | License | GitHub Stars | Production Ready |",
    "| Agno | \u26a0\ufe0f AgentOS monitor | \u274c Python | \u2705 Docker | \u2705 Native | PostgreSQL | Apache 2.0 | 38.7K | High |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "### Primary Comparison: Visual Agent Orchestration",
    "| Platform | Visual Teams | TypeScript | Self-Host | MCP | Memory | License | GitHub Stars | Production Ready |",
    "| Agno | \u26a0\ufe0f AgentOS monitor | \u274c Python | \u2705 Docker | \u2705 Native | PostgreSQL | Apache 2.0 | 38.7K | High |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "44300",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Finding 1: Framework vs. Agent Confusion",
    "- **CrewAI** (44.3k \u2b50): Framework for building multi-agent systems"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### Finding 1: Framework vs. Agent Confusion",
    "- **CrewAI** (44.3k \u2b50): Framework for building multi-agent systems"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": "50400",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Finding 1: Framework vs. Agent Confusion",
    "- **AutoGen \u2192 Microsoft Agent Framework** (50.4k \u2b50): Multi-agent conversation framework"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### Finding 1: Framework vs. Agent Confusion",
    "- **AutoGen \u2192 Microsoft Agent Framework** (50.4k \u2b50): Multi-agent conversation framework"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "LangGraph",
   "repository": null,
   "stars": "20000",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Finding 1: Framework vs. Agent Confusion",
    "- **LangGraph** (20k+ \u2b50): Graph-based agent orchestration"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### Finding 1: Framework vs. Agent Confusion",
    "- **LangGraph** (20k+ \u2b50): Graph-based agent orchestration"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "gptme",
   "repository": null,
   "stars": "4194",
   "description": null,
   "license": null,
   "project_evidence": [
    "Projects I found in the sweet spot:",
    "- **gptme/gptme** (4,194 \u2b50) \u2014 \"Your agent in your terminal... Make your own persistent autonomous agent\""
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Projects I found in the sweet spot:",
    "- **gptme/gptme** (4,194 \u2b50) \u2014 \"Your agent in your terminal... Make your own persistent autonomous agent\""
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   "description": null,
   "license": null,
   "project_evidence": [
    "Dify vs n8n vs Flowise vs LangFlow \u2014 The 2026 Comparison",
    "| Dimension | Dify | n8n | Flowise | LangFlow |",
    "| **GitHub stars (April 2026)** | 138K+ | 130K+ | ~40K | ~60K |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Dify vs n8n vs Flowise vs LangFlow \u2014 The 2026 Comparison",
    "| Dimension | Dify | n8n | Flowise | LangFlow |",
    "| **GitHub stars (April 2026)** | 138K+ | 130K+ | ~40K | ~60K |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theplanettools.ai/tools/dify",
   "title": "Dify Review 2026: Open-Source LLM Builder That Ships",
   "project": "Flowise",
   "repository": null,
   "stars": "40000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Dify vs n8n vs Flowise vs LangFlow \u2014 The 2026 Comparison",
    "| Dimension | Dify | n8n | Flowise | LangFlow |",
    "| **GitHub stars (April 2026)** | 138K+ | 130K+ | ~40K | ~60K |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Dify vs n8n vs Flowise vs LangFlow \u2014 The 2026 Comparison",
    "| Dimension | Dify | n8n | Flowise | LangFlow |",
    "| **GitHub stars (April 2026)** | 138K+ | 130K+ | ~40K | ~60K |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theplanettools.ai/tools/dify",
   "title": "Dify Review 2026: Open-Source LLM Builder That Ships",
   "project": "LangFlow",
   "repository": null,
   "stars": "60000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Dify vs n8n vs Flowise vs LangFlow \u2014 The 2026 Comparison",
    "| Dimension | Dify | n8n | Flowise | LangFlow |",
    "| **GitHub stars (April 2026)** | 138K+ | 130K+ | ~40K | ~60K |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Dify vs n8n vs Flowise vs LangFlow \u2014 The 2026 Comparison",
    "| Dimension | Dify | n8n | Flowise | LangFlow |",
    "| **GitHub stars (April 2026)** | 138K+ | 130K+ | ~40K | ~60K |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theplanettools.ai/tools/dify",
   "title": "Dify Review 2026: Open-Source LLM Builder That Ships",
   "project": "Coze Studio",
   "repository": null,
   "stars": "15000",
   "description": null,
   "license": null,
   "project_evidence": [
    "And what about Coze?",
    "ByteDance open-sourced Coze Studio in July 2025 and it has crossed 15,000 stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "And what about Coze?",
    "ByteDance open-sourced Coze Studio in July 2025 and it has crossed 15,000 stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codeintel.xyz/blog/ai-agent-frameworks-production-comparison-2026",
   "title": "AI Agent Frameworks for Production: A 2026 Decision Matrix",
   "project": "LangGraph",
   "repository": null,
   "stars": "36000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks for Production: A 2026 Decision Matrix",
    "LangGraph dominates graph-based stateful orchestration (34.5M monthly downloads, 36K+ GitHub stars).",
    "LangGraph (LangChain Ecosystem)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Frameworks for Production: A 2026 Decision Matrix",
    "LangGraph dominates graph-based stateful orchestration (34.5M monthly downloads, 36K+ GitHub stars)."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codeintel.xyz/blog/ai-agent-frameworks-production-comparison-2026",
   "title": "AI Agent Frameworks for Production: A 2026 Decision Matrix",
   "project": "CrewAI",
   "repository": null,
   "stars": "53000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks for Production: A 2026 Decision Matrix",
    "CrewAI leads in multi-agent role-based coordination (53K GitHub stars, 27M+ PyPI downloads, enterprise deployments at DocuSign/IBM/PwC)."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Frameworks for Production: A 2026 Decision Matrix",
    "CrewAI leads in multi-agent role-based coordination (53K GitHub stars, 27M+ PyPI downloads, enterprise deployments at DocuSign/IBM/PwC)."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codeintel.xyz/blog/ai-agent-frameworks-production-comparison-2026",
   "title": "AI Agent Frameworks for Production: A 2026 Decision Matrix",
   "project": "Dify",
   "repository": null,
   "stars": "144000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks for Production: A 2026 Decision Matrix",
    "Dify (144K GitHub stars, $30M Series Pre-A) leads the visual-platform category."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Frameworks for Production: A 2026 Decision Matrix",
    "Dify (144K GitHub stars, $30M Series Pre-A) leads the visual-platform category."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codeintel.xyz/blog/ai-agent-frameworks-production-comparison-2026",
   "title": "AI Agent Frameworks for Production: A 2026 Decision Matrix",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "17000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks for Production: A 2026 Decision Matrix",
    "Haystack is deepset\u2019s open-source AI orchestration framework (17K+ GitHub stars, Apache 2.0) for production NLP pipelines and agent workflows [5]."
   ],
   "repository_evidence": [
    "AI Agent Frameworks for Production: A 2026 Decision Matrix",
    "\u201cHaystack AI Orchestration Framework\u201d \u2014 deepset, 2026. [https://github.com/deepset-ai/haystack](https://github.com/deepset-ai/haystack)"
   ],
   "stars_evidence": [
    "AI Agent Frameworks for Production: A 2026 Decision Matrix",
    "Haystack is deepset\u2019s open-source AI orchestration framework (17K+ GitHub stars, Apache 2.0) for production NLP pipelines and agent workflows [5]."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codeintel.xyz/blog/ai-agent-frameworks-production-comparison-2026",
   "title": "AI Agent Frameworks for Production: A 2026 Decision Matrix",
   "project": "Pydantic AI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks for Production: A 2026 Decision Matrix",
    "Pydantic AI leads in type-safe production agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reinvently.co.uk/blog/multi-agent-orchestration-frameworks-compared",
   "title": "Multi-Agent Orchestration Frameworks Compared: ruflo, Aperant, Sandcastle, Mission Control and Maestro",
   "project": "Sandcastle",
   "repository": "https://github.com/mattpocock/sandcastle",
   "stars": "5800",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide instead groups the five \u2014 **ruflo**, **Aperant**, **Sandcastle**, **Mission Control** and **Maestro** \u2014 by the category each belongs to, then compares them on popularity and momentum, use cases, differentiators, hosting requirements, and community feedback.",
    "### Sandcastle \u2014 the library",
    "[Sandcastle](https://github.com/mattpocock/sandcastle), from well-known TypeScript educator Matt Pocock, is the outlier of the group, and among the most well regarded."
   ],
   "repository_evidence": [
    "### Sandcastle \u2014 the library",
    "[Sandcastle](https://github.com/mattpocock/sandcastle), from well-known TypeScript educator Matt Pocock, is the outlier of the group, and among the most well regarded."
   ],
   "stars_evidence": [
    "The table below pairs cumulative stars with two figures: the lifetime average (total stars \u00f7 age) and the recent rate, measured from the most recent stargazer activity.",
    "| Project | Stars | Lifetime/day | Recent/day | Momentum |",
    "| Sandcastle | ~5,800 | ~72 | ~26 | Easing after launch |",
    "As of 6 June 2026, ruflo leads by a wide margin with around 58,000 stars, followed by Aperant (~14,300), Sandcastle (~5,800), Mission Control (~5,200) and Maestro (~3,000)."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reinvently.co.uk/blog/multi-agent-orchestration-frameworks-compared",
   "title": "Multi-Agent Orchestration Frameworks Compared: ruflo, Aperant, Sandcastle, Mission Control and Maestro",
   "project": "Maestro",
   "repository": "https://github.com/RunMaestro/Maestro",
   "stars": "3000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide instead groups the five \u2014 **ruflo**, **Aperant**, **Sandcastle**, **Mission Control** and **Maestro** \u2014 by the category each belongs to, then compares them on popularity and momentum, use cases, differentiators, hosting requirements, and community feedback.",
    "### Maestro \u2014 the keyboard-first desktop orchestrator",
    "[Maestro](https://github.com/RunMaestro/Maestro) is a cross-platform desktop \"command centre\" for running many coding agents in parallel."
   ],
   "repository_evidence": [
    "### Maestro \u2014 the keyboard-first desktop orchestrator",
    "[Maestro](https://github.com/RunMaestro/Maestro) is a cross-platform desktop \"command centre\" for running many coding agents in parallel."
   ],
   "stars_evidence": [
    "The table below pairs cumulative stars with two figures: the lifetime average (total stars \u00f7 age) and the recent rate, measured from the most recent stargazer activity.",
    "| Project | Stars | Lifetime/day | Recent/day | Momentum |",
    "| Maestro | ~3,000 | ~15 | ~4 | Low but steady |",
    "As of 6 June 2026, ruflo leads by a wide margin with around 58,000 stars, followed by Aperant (~14,300), Sandcastle (~5,800), Mission Control (~5,200) and Maestro (~3,000)."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reinvently.co.uk/blog/multi-agent-orchestration-frameworks-compared",
   "title": "Multi-Agent Orchestration Frameworks Compared: ruflo, Aperant, Sandcastle, Mission Control and Maestro",
   "project": "Aperant",
   "repository": "https://github.com/AndyMik90/Aperant",
   "stars": "14300",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide instead groups the five \u2014 **ruflo**, **Aperant**, **Sandcastle**, **Mission Control** and **Maestro** \u2014 by the category each belongs to, then compares them on popularity and momentum, use cases, differentiators, hosting requirements, and community feedback.",
    "### Aperant \u2014 the autonomous desktop app",
    "[Aperant](https://github.com/AndyMik90/Aperant) (formerly Auto-Claude) is the most autonomous of the desktop tools: you describe an objective, and it plans, builds and validates through a visual Kanban board, running up to 12 agent terminals in parallel in isolated git worktrees."
   ],
   "repository_evidence": [
    "### Aperant \u2014 the autonomous desktop app",
    "[Aperant](https://github.com/AndyMik90/Aperant) (formerly Auto-Claude) is the most autonomous of the desktop tools: you describe an objective, and it plans, builds and validates through a visual Kanban board, running up to 12 agent terminals in parallel in isolated git worktrees."
   ],
   "stars_evidence": [
    "The table below pairs cumulative stars with two figures: the lifetime average (total stars \u00f7 age) and the recent rate, measured from the most recent stargazer activity.",
    "| Project | Stars | Lifetime/day | Recent/day | Momentum |",
    "| Aperant | ~14,300 | ~78 | ~5.5 | Stalled |",
    "As of 6 June 2026, ruflo leads by a wide margin with around 58,000 stars, followed by Aperant (~14,300), Sandcastle (~5,800), Mission Control (~5,200) and Maestro (~3,000)."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reinvently.co.uk/blog/multi-agent-orchestration-frameworks-compared",
   "title": "Multi-Agent Orchestration Frameworks Compared: ruflo, Aperant, Sandcastle, Mission Control and Maestro",
   "project": "Mission Control",
   "repository": "https://github.com/builderz-labs/mission-control",
   "stars": "5200",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide instead groups the five \u2014 **ruflo**, **Aperant**, **Sandcastle**, **Mission Control** and **Maestro** \u2014 by the category each belongs to, then compares them on popularity and momentum, use cases, differentiators, hosting requirements, and community feedback.",
    "### Mission Control \u2014 the governance dashboard",
    "[Mission Control](https://github.com/builderz-labs/mission-control) is the only one of the five built for *operations* rather than coding."
   ],
   "repository_evidence": [
    "### Mission Control \u2014 the governance dashboard",
    "[Mission Control](https://github.com/builderz-labs/mission-control) is the only one of the five built for *operations* rather than coding."
   ],
   "stars_evidence": [
    "The table below pairs cumulative stars with two figures: the lifetime average (total stars \u00f7 age) and the recent rate, measured from the most recent stargazer activity.",
    "| Project | Stars | Lifetime/day | Recent/day | Momentum |",
    "| Mission Control | ~5,200 | ~46 | ~20 | Easing after launch |",
    "As of 6 June 2026, ruflo leads by a wide margin with around 58,000 stars, followed by Aperant (~14,300), Sandcastle (~5,800), Mission Control (~5,200) and Maestro (~3,000)."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reinvently.co.uk/blog/multi-agent-orchestration-frameworks-compared",
   "title": "Multi-Agent Orchestration Frameworks Compared: ruflo, Aperant, Sandcastle, Mission Control and Maestro",
   "project": "ruflo",
   "repository": "https://github.com/ruvnet/ruflo",
   "stars": "58100",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide instead groups the five \u2014 **ruflo**, **Aperant**, **Sandcastle**, **Mission Control** and **Maestro** \u2014 by the category each belongs to, then compares them on popularity and momentum, use cases, differentiators, hosting requirements, and community feedback.",
    "### ruflo \u2014 the swarm meta-harness",
    "[ruflo](https://github.com/ruvnet/ruflo) is the most ambitious and most popular \u2014 a \"meta-harness\" that augments Claude Code with large-scale multi-agent orchestration: swarms of 100+ agents, vector-based adaptive memory, self-learning patterns, zero-trust federation across machines, a plugin marketplace, and multi-provider routing across Claude, GPT and Gemini."
   ],
   "repository_evidence": [
    "### ruflo \u2014 the swarm meta-harness",
    "[ruflo](https://github.com/ruvnet/ruflo) is the most ambitious and most popular \u2014 a \"meta-harness\" that augments Claude Code with large-scale multi-agent orchestration: swarms of 100+ agents, vector-based adaptive memory, self-learning patterns, zero-trust federation across machines, a plugin marketplace, and multi-provider routing across Claude, GPT and Gemini."
   ],
   "stars_evidence": [
    "The table below pairs cumulative stars with two figures: the lifetime average (total stars \u00f7 age) and the recent rate, measured from the most recent stargazer activity.",
    "| Project | Stars | Lifetime/day | Recent/day | Momentum |",
    "| ruflo | ~58,100 | ~158 | ~549 | Accelerating |",
    "As of 6 June 2026, ruflo leads by a wide margin with around 58,000 stars, followed by Aperant (~14,300), Sandcastle (~5,800), Mission Control (~5,200) and Maestro (~3,000)."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/SylphAI-Inc/awesome-agents",
   "title": "GitHub - SylphAI-Inc/awesome-agents: \ud83e\udd16 Awesome list of AI Agents",
   "project": "llama-agentic-system",
   "repository": "https://github.com/meta-llama/llama-agentic-system",
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://contabo.com/blog/self-hosted-ai-orchestration-platforms",
   "title": "Best Self-Hosted AI Orchestration Platforms for a VPS",
   "project": "n8n",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Self-Hosted AI Orchestration Platforms for a VPS",
    "## Top Self-Hosted AI Orchestration Platforms",
    "| Platform | Best for | Min RAM | License | Deployment |",
    "| n8n | Visual workflow automation + AI nodes | 1\u20132 GB | Sustainable Use License (source-available) | Docker / Docker Compose |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://contabo.com/blog/self-hosted-ai-orchestration-platforms",
   "title": "Best Self-Hosted AI Orchestration Platforms for a VPS",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Self-Hosted AI Orchestration Platforms for a VPS",
    "## Top Self-Hosted AI Orchestration Platforms",
    "| Platform | Best for | Min RAM | License | Deployment |",
    "| Dify | RAG apps and LLM app building | 2\u20134 GB | Apache 2.0 + no-resale clause (source-available) | Docker Compose (multi-container) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://contabo.com/blog/self-hosted-ai-orchestration-platforms",
   "title": "Best Self-Hosted AI Orchestration Platforms for a VPS",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Self-Hosted AI Orchestration Platforms for a VPS",
    "## Top Self-Hosted AI Orchestration Platforms",
    "| Platform | Best for | Min RAM | License | Deployment |",
    "| LangGraph | Stateful, code-first multi-agent systems | 512 MB\u20131 GB | MIT | [Python](https://contabo.com/blog/wiki/python/) service via Docker |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://contabo.com/blog/self-hosted-ai-orchestration-platforms",
   "title": "Best Self-Hosted AI Orchestration Platforms for a VPS",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Self-Hosted AI Orchestration Platforms for a VPS",
    "## Top Self-Hosted AI Orchestration Platforms",
    "| Platform | Best for | Min RAM | License | Deployment |",
    "| CrewAI | Role-based multi-agent teams | 512 MB\u20131 GB | MIT | Python service via Docker |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://contabo.com/blog/self-hosted-ai-orchestration-platforms",
   "title": "Best Self-Hosted AI Orchestration Platforms for a VPS",
   "project": "Langflow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Self-Hosted AI Orchestration Platforms for a VPS",
    "## Top Self-Hosted AI Orchestration Platforms",
    "| Platform | Best for | Min RAM | License | Deployment |",
    "| Langflow | Visual RAG and agent prototyping | 2\u20134 GB | MIT | Docker Compose |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://contabo.com/blog/self-hosted-ai-orchestration-platforms",
   "title": "Best Self-Hosted AI Orchestration Platforms for a VPS",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Self-Hosted AI Orchestration Platforms for a VPS",
    "## Top Self-Hosted AI Orchestration Platforms",
    "| Platform | Best for | Min RAM | License | Deployment |",
    "| Flowise | Lightweight drag-and-drop chatbot building | 1\u20132 GB | Open source (Workday-owned since Aug 2025) | Docker |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentskit.com/blog/agentic-ai-frameworks",
   "title": "Agentic AI Frameworks: The Complete Guide (2026)",
   "project": "LangGraph",
   "repository": null,
   "stars": "12000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI Frameworks: The Complete Guide (2026)",
    "The 7 Best Agentic AI Frameworks Compared in 2026",
    "LangChain and LangGraph: Production-Grade Control"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Agentic AI Frameworks: The Complete Guide (2026)",
    "Full Framework Comparison Table",
    "| Dimension | LangGraph | CrewAI | AutoGen | LangChain | Google ADK | Semantic Kernel |",
    "| **GitHub stars (early 2026)** | 12k+ | 28k+ | 35k+ | 95k+ | 8k+ | 22k+ |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentskit.com/blog/agentic-ai-frameworks",
   "title": "Agentic AI Frameworks: The Complete Guide (2026)",
   "project": "CrewAI",
   "repository": null,
   "stars": "28000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI Frameworks: The Complete Guide (2026)",
    "The 7 Best Agentic AI Frameworks Compared in 2026",
    "CrewAI: Role-Based Multi-Agent Collaboration"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Agentic AI Frameworks: The Complete Guide (2026)",
    "Full Framework Comparison Table",
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    "In this article, we\u2019re diving into a mix of popular and emerging open-source agentic **AI frameworks \u2014 LangGraph, Agno, SmolAgents, Mastra, Pydantic AI**, and **Atomic Agents** \u2014 and how they stack up against **CrewAI** and AutoGen.",
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   "stars": "149000",
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   "project_evidence": [
    "## \u26a1 The 10 at a glance",
    "| Tool | What it is | Stars | Setup |",
    "| Langflow | Visual no code builder for AI agents and RAG | ~149k | Python / Docker |"
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    "## \u26a1 The 10 at a glance",
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   "stars": "144000",
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   "project_evidence": [
    "## \u26a1 The 10 at a glance",
    "| Tool | What it is | Stars | Setup |",
    "| Dify | Platform to ship production AI apps | ~144k | Docker |"
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    "## \u26a1 The 10 at a glance",
    "| Tool | What it is | Stars | Setup |",
    "| Dify | Platform to ship production AI apps | ~144k | Docker |"
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   "url": "https://lilys.ai/de/notes/langgraph-swarm-20260202/langgraph-crewai-autogen-comparison",
   "title": "Welches Agentic AI Framework w\u00e4hlen? LangGraph vs. CrewAI vs. AutoGen",
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    "Welches Agentic AI Framework w\u00e4hlen? LangGraph vs. CrewAI vs. AutoGen",
    "2. **Frameworks Being Compared**",
    "**CrewAI**: This is also open source and is backed by [DeepLearning.AI](http://DeepLearning.AI) and Andrew Ng ."
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   "url": "https://lilys.ai/de/notes/langgraph-swarm-20260202/langgraph-crewai-autogen-comparison",
   "title": "Welches Agentic AI Framework w\u00e4hlen? LangGraph vs. CrewAI vs. AutoGen",
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   "project_evidence": [
    "Welches Agentic AI Framework w\u00e4hlen? LangGraph vs. CrewAI vs. AutoGen",
    "2. **Frameworks Being Compared**",
    "**LangGraph**: This is an open-source framework created by the same team responsible for LangChain ."
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  {
   "url": "https://lilys.ai/de/notes/langgraph-swarm-20260202/langgraph-crewai-autogen-comparison",
   "title": "Welches Agentic AI Framework w\u00e4hlen? LangGraph vs. CrewAI vs. AutoGen",
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   "project_evidence": [
    "Welches Agentic AI Framework w\u00e4hlen? LangGraph vs. CrewAI vs. AutoGen",
    "2. **Frameworks Being Compared**",
    "**Microsoft AutoGen**: This is an open-source framework that is backed and supported by Microsoft ."
   ],
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  {
   "url": "https://niteagent.com/blog/smolagents-vs-maf-vs-ag2-2026",
   "title": "Smolagents vs Microsoft Agent Framework vs AG2: Open-Source Agent SDKs Compared in 2026",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "14800",
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   "license": null,
   "project_evidence": [
    "# Smolagents vs Microsoft Agent Framework vs AG2: Open-Source Agent SDKs Compared in 2026",
    "| SDK | Creator | Stars | Release | Philosophy |",
    "| **Smolagents** | Hugging Face | 14.8K\u2605 [GitHub, 2026] | Jan 2025 | Code-in-action, minimal surface, research-first |"
   ],
   "repository_evidence": [
    "# Smolagents vs Microsoft Agent Framework vs AG2: Open-Source Agent SDKs Compared in 2026",
    "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",
    "| SDK | Creator | Stars | Release | Philosophy |",
    "| **Smolagents** | Hugging Face | 14.8K\u2605 [GitHub, 2026] | Jan 2025 | Code-in-action, minimal surface, research-first |"
   ],
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   "url": "https://niteagent.com/blog/smolagents-vs-maf-vs-ag2-2026",
   "title": "Smolagents vs Microsoft Agent Framework vs AG2: Open-Source Agent SDKs Compared in 2026",
   "project": "Microsoft Agent Framework 1.0",
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   "project_evidence": [
    "# Smolagents vs Microsoft Agent Framework vs AG2: Open-Source Agent SDKs Compared in 2026",
    "## Microsoft Agent Framework 1.0 \u2014 Graph Workflows",
    "| SDK | Creator | Stars | Release | Philosophy |",
    "| **MAF 1.0** | Microsoft | New (combined SK 28K\u2605 + AutoGen 42K\u2605) [GitHub, 2026] | Apr 2026 | Enterprise SDK, graph workflows, .NET/Python |"
   ],
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  },
  {
   "url": "https://niteagent.com/blog/smolagents-vs-maf-vs-ag2-2026",
   "title": "Smolagents vs Microsoft Agent Framework vs AG2: Open-Source Agent SDKs Compared in 2026",
   "project": "AG2",
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   "stars": "42000",
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   "license": null,
   "project_evidence": [
    "# Smolagents vs Microsoft Agent Framework vs AG2: Open-Source Agent SDKs Compared in 2026",
    "## AG2 \u2014 Conversational Multi-Agent",
    "| SDK | Creator | Stars | Release | Philosophy |",
    "| **AG2** | Community fork (AutoGen v0.2 lineage) | 42K\u2605 (autogen-ai/ag2) [GitHub, 2026] | Sep 2025 | Conversational multi-agent, battle-tested |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Smolagents vs Microsoft Agent Framework vs AG2: Open-Source Agent SDKs Compared in 2026",
    "| SDK | Creator | Stars | Release | Philosophy |",
    "| **AG2** | Community fork (AutoGen v0.2 lineage) | 42K\u2605 (autogen-ai/ag2) [GitHub, 2026] | Sep 2025 | Conversational multi-agent, battle-tested |"
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  },
  {
   "url": "https://similarlabs.com/blog/best-ai-agent-platforms",
   "title": "10 Best AI Agent Platforms in 2026: Build Autonomous AI",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI?refer=similarlabs_ai-agents_best-ai-agent-platforms",
   "stars": "54400",
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   "license": null,
   "project_evidence": [
    "Before the deep dives, here is the whole field on one screen \u2014 bucket, license, where pricing starts, and who each one is for.",
    "| CrewAI | Code-first framework | Yes (MIT) | OSS free + Basic (50 executions/mo) | Enterprise (custom) | Fastest multi-agent prototype |",
    "### CrewAI"
   ],
   "repository_evidence": [
    "- [CrewAI \u2014 GitHub](https://github.com/crewAIInc/crewAI?refer=similarlabs_ai-agents_best-ai-agent-platforms) and [crewai.com/pricing](https://www.crewai.com/pricing?refer=similarlabs_ai-agents_best-ai-agent-platforms)"
   ],
   "stars_evidence": [
    "Third-party star trackers put the repo at 54.4k stars; it is MIT-licensed, requires Python 3.10 or newer, and the latest release is v1.15.0 from June 25, 2026."
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   "description_evidence": null,
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  },
  {
   "url": "https://similarlabs.com/blog/best-ai-agent-platforms",
   "title": "10 Best AI Agent Platforms in 2026: Build Autonomous AI",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph?refer=similarlabs_ai-agents_best-ai-agent-platforms",
   "stars": "35800",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before the deep dives, here is the whole field on one screen \u2014 bucket, license, where pricing starts, and who each one is for.",
    "| LangGraph | Code-first framework | Yes (MIT) | Library free + Developer $0 | Plus $39/seat/mo | Complex, durable, stateful agents |",
    "### LangGraph"
   ],
   "repository_evidence": [
    "- [LangGraph \u2014 GitHub](https://github.com/langchain-ai/langgraph?refer=similarlabs_ai-agents_best-ai-agent-platforms) and [langchain.com pricing](https://www.langchain.com/pricing?refer=similarlabs_ai-agents_best-ai-agent-platforms)"
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    "The repo carries 35.8k stars, an MIT license, and a latest release of 1.2.6 from June 18, 2026."
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   "description_evidence": null,
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   "title": "10 Best AI Agent Platforms in 2026: Build Autonomous AI",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework?refer=similarlabs_ai-agents_best-ai-agent-platforms",
   "stars": "11700",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before the deep dives, here is the whole field on one screen \u2014 bucket, license, where pricing starts, and who each one is for.",
    "| Microsoft Agent Framework | Code-first framework | Yes (MIT) | Free OSS | Azure / Foundry usage | Azure & .NET enterprises |",
    "### Microsoft Agent Framework (the AutoGen successor)"
   ],
   "repository_evidence": [
    "- [Microsoft Agent Framework \u2014 GitHub](https://github.com/microsoft/agent-framework?refer=similarlabs_ai-agents_best-ai-agent-platforms)"
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    "About the star counts, since they invite a wrong conclusion: MAF sits at roughly 11.7k stars because it is new, while legacy AutoGen shows around 59.3k."
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   "url": "https://similarlabs.com/blog/best-ai-agent-platforms",
   "title": "10 Best AI Agent Platforms in 2026: Build Autonomous AI",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python?refer=similarlabs_ai-agents_best-ai-agent-platforms",
   "stars": "27400",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before the deep dives, here is the whole field on one screen \u2014 bucket, license, where pricing starts, and who each one is for.",
    "| OpenAI Agents SDK | Code-first framework | Yes (MIT) | Free OSS | Model API only | Teams on the OpenAI stack |",
    "### OpenAI Agents SDK"
   ],
   "repository_evidence": [
    "- [OpenAI Agents SDK \u2014 GitHub](https://github.com/openai/openai-agents-python?refer=similarlabs_ai-agents_best-ai-agent-platforms)"
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    "The repo holds about 27.4k stars, an MIT license, and a latest release of v0.17.7 from June 24, 2026."
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   "url": "https://similarlabs.com/blog/best-ai-agent-platforms",
   "title": "10 Best AI Agent Platforms in 2026: Build Autonomous AI",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify?refer=similarlabs_ai-agents_best-ai-agent-platforms",
   "stars": "147000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before the deep dives, here is the whole field on one screen \u2014 bucket, license, where pricing starts, and who each one is for.",
    "| Dify | No-code builder | Partial (Dify OSS License) | Self-host free; Cloud Sandbox free | Professional $59/mo | All-in-one LLM apps + RAG |",
    "### Dify"
   ],
   "repository_evidence": [
    "- [Dify \u2014 GitHub](https://github.com/langgenius/dify?refer=similarlabs_ai-agents_best-ai-agent-platforms), [Flowise \u2014 GitHub](https://github.com/FlowiseAI/Flowise?refer=similarlabs_ai-agents_best-ai-agent-platforms), [Langflow \u2014 GitHub](https://github.com/langflow-ai/langflow?refer=similarlabs_ai-agents_best-ai-agent-platforms), [n8n \u2014 GitHub](https://github.com/n8n-io/n8n?refer=similarlabs_ai-agents_best-ai-agent-platforms)"
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    "It carries an enormous 147k stars and 23.1k forks, supports hundreds of models, and runs a per-node debugger that makes the canvas genuinely inspectable."
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   "description_evidence": null,
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   "url": "https://similarlabs.com/blog/best-ai-agent-platforms",
   "title": "10 Best AI Agent Platforms in 2026: Build Autonomous AI",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise?refer=similarlabs_ai-agents_best-ai-agent-platforms",
   "stars": "54000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before the deep dives, here is the whole field on one screen \u2014 bucket, license, where pricing starts, and who each one is for.",
    "| Flowise | No-code builder | Yes (Apache 2.0) | Self-host free | Starter ~$35/mo | Fast chatbot / RAG prototypes |",
    "### Flowise"
   ],
   "repository_evidence": [
    "- [Dify \u2014 GitHub](https://github.com/langgenius/dify?refer=similarlabs_ai-agents_best-ai-agent-platforms), [Flowise \u2014 GitHub](https://github.com/FlowiseAI/Flowise?refer=similarlabs_ai-agents_best-ai-agent-platforms), [Langflow \u2014 GitHub](https://github.com/langflow-ai/langflow?refer=similarlabs_ai-agents_best-ai-agent-platforms), [n8n \u2014 GitHub](https://github.com/n8n-io/n8n?refer=similarlabs_ai-agents_best-ai-agent-platforms)"
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   "stars_evidence": [
    "The repo shows 54k stars and 24.6k forks, and \u2014 unlike Dify \u2014 it is **Apache 2.0**, genuine open source with no resale asterisk."
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   "description_evidence": null,
   "license_evidence": null
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   "url": "https://similarlabs.com/blog/best-ai-agent-platforms",
   "title": "10 Best AI Agent Platforms in 2026: Build Autonomous AI",
   "project": "Langflow",
   "repository": "https://github.com/langflow-ai/langflow?refer=similarlabs_ai-agents_best-ai-agent-platforms",
   "stars": "150000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before the deep dives, here is the whole field on one screen \u2014 bucket, license, where pricing starts, and who each one is for.",
    "| Langflow | No-code builder | Yes (MIT) | Self-host free | Cloud (not disclosed) | LangChain-ecosystem visual builds |",
    "### Langflow"
   ],
   "repository_evidence": [
    "- [Dify \u2014 GitHub](https://github.com/langgenius/dify?refer=similarlabs_ai-agents_best-ai-agent-platforms), [Flowise \u2014 GitHub](https://github.com/FlowiseAI/Flowise?refer=similarlabs_ai-agents_best-ai-agent-platforms), [Langflow \u2014 GitHub](https://github.com/langflow-ai/langflow?refer=similarlabs_ai-agents_best-ai-agent-platforms), [n8n \u2014 GitHub](https://github.com/n8n-io/n8n?refer=similarlabs_ai-agents_best-ai-agent-platforms)"
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   "stars_evidence": [
    "It carries a striking 150k stars and 9.3k forks under a clean **MIT** license."
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   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://similarlabs.com/blog/best-ai-agent-platforms",
   "title": "10 Best AI Agent Platforms in 2026: Build Autonomous AI",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n?refer=similarlabs_ai-agents_best-ai-agent-platforms",
   "stars": "194000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Before the deep dives, here is the whole field on one screen \u2014 bucket, license, where pricing starts, and who each one is for.",
    "| n8n | No-code builder | Source-available (fair-code) | Community self-host free | Cloud Starter \u20ac20/mo | Self-hosted automation + agents |",
    "### n8n"
   ],
   "repository_evidence": [
    "- [Dify \u2014 GitHub](https://github.com/langgenius/dify?refer=similarlabs_ai-agents_best-ai-agent-platforms), [Flowise \u2014 GitHub](https://github.com/FlowiseAI/Flowise?refer=similarlabs_ai-agents_best-ai-agent-platforms), [Langflow \u2014 GitHub](https://github.com/langflow-ai/langflow?refer=similarlabs_ai-agents_best-ai-agent-platforms), [n8n \u2014 GitHub](https://github.com/n8n-io/n8n?refer=similarlabs_ai-agents_best-ai-agent-platforms)"
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    "The repo is enormous \u2014 around 194k stars and 58.9k forks \u2014 and it runs under the Sustainable Use License: source-available fair-code, free to self-host, with no reselling it as a competing SaaS."
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   "description_evidence": null,
   "license_evidence": null
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   "url": "https://pharosproduction.com/engineering-insights/ai-agent-frameworks-comparison-2026",
   "title": "AI Agent Frameworks Comparison 2026: Complete Guide",
   "project": "LangChain / LangGraph",
   "repository": null,
   "stars": "90000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks Comparison 2026: Complete Guide",
    "## Framework comparison matrix",
    "| Framework | Primary Language | Architecture | Multi-Agent | Production Readiness | Learning Curve | GitHub Stars | Best For |",
    "| **LangChain / LangGraph** | Python, TypeScript | Graph-based state machines | Excellent | High | Steep | 90K+ | Complex custom workflows, enterprise systems |"
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   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Frameworks Comparison 2026: Complete Guide",
    "## Framework comparison matrix",
    "| Framework | Primary Language | Architecture | Multi-Agent | Production Readiness | Learning Curve | GitHub Stars | Best For |",
    "| **LangChain / LangGraph** | Python, TypeScript | Graph-based state machines | Excellent | High | Steep | 90K+ | Complex custom workflows, enterprise systems |"
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   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://pharosproduction.com/engineering-insights/ai-agent-frameworks-comparison-2026",
   "title": "AI Agent Frameworks Comparison 2026: Complete Guide",
   "project": "CrewAI",
   "repository": null,
   "stars": "25000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks Comparison 2026: Complete Guide",
    "## Framework comparison matrix",
    "| Framework | Primary Language | Architecture | Multi-Agent | Production Readiness | Learning Curve | GitHub Stars | Best For |",
    "| **CrewAI** | Python | Role-based crews | Excellent | Medium-High | Gentle | 25K+ | Business process automation, rapid prototyping |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Frameworks Comparison 2026: Complete Guide",
    "## Framework comparison matrix",
    "| Framework | Primary Language | Architecture | Multi-Agent | Production Readiness | Learning Curve | GitHub Stars | Best For |",
    "| **CrewAI** | Python | Role-based crews | Excellent | Medium-High | Gentle | 25K+ | Business process automation, rapid prototyping |"
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   "description_evidence": null,
   "license_evidence": null
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   "url": "https://pharosproduction.com/engineering-insights/ai-agent-frameworks-comparison-2026",
   "title": "AI Agent Frameworks Comparison 2026: Complete Guide",
   "project": "AutoGen (AG2)",
   "repository": null,
   "stars": "35000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks Comparison 2026: Complete Guide",
    "## Framework comparison matrix",
    "| Framework | Primary Language | Architecture | Multi-Agent | Production Readiness | Learning Curve | GitHub Stars | Best For |",
    "| **AutoGen (AG2)** | Python, .NET | Conversational agents | Excellent | Medium-High | Moderate | 35K+ | Research automation, code-generation tasks |"
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   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Frameworks Comparison 2026: Complete Guide",
    "## Framework comparison matrix",
    "| Framework | Primary Language | Architecture | Multi-Agent | Production Readiness | Learning Curve | GitHub Stars | Best For |",
    "| **AutoGen (AG2)** | Python, .NET | Conversational agents | Excellent | Medium-High | Moderate | 35K+ | Research automation, code-generation tasks |"
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   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://pharosproduction.com/engineering-insights/ai-agent-frameworks-comparison-2026",
   "title": "AI Agent Frameworks Comparison 2026: Complete Guide",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "15000",
   "description": null,
   "license": null,
   "project_evidence": [
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    "## Framework comparison matrix",
    "| Framework | Primary Language | Architecture | Multi-Agent | Production Readiness | Learning Curve | GitHub Stars | Best For |",
    "| **OpenAI Agents SDK** | Python | Lightweight agent loops | Good | Medium | Gentle | 15K+ | OpenAI-native projects, quick agent setup |"
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   "repository_evidence": null,
   "stars_evidence": [
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    "## Framework comparison matrix",
    "| Framework | Primary Language | Architecture | Multi-Agent | Production Readiness | Learning Curve | GitHub Stars | Best For |",
    "| **OpenAI Agents SDK** | Python | Lightweight agent loops | Good | Medium | Gentle | 15K+ | OpenAI-native projects, quick agent setup |"
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   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://pharosproduction.com/engineering-insights/ai-agent-frameworks-comparison-2026",
   "title": "AI Agent Frameworks Comparison 2026: Complete Guide",
   "project": "Anthropic Agent SDK",
   "repository": null,
   "stars": "10000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks Comparison 2026: Complete Guide",
    "## Framework comparison matrix",
    "| Framework | Primary Language | Architecture | Multi-Agent | Production Readiness | Learning Curve | GitHub Stars | Best For |",
    "| **Anthropic Agent SDK** | Python, TypeScript | Tool-use orchestration | Good | Medium | Gentle | 10K+ | Claude-powered agents, coding automation |"
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   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Frameworks Comparison 2026: Complete Guide",
    "## Framework comparison matrix",
    "| Framework | Primary Language | Architecture | Multi-Agent | Production Readiness | Learning Curve | GitHub Stars | Best For |",
    "| **Anthropic Agent SDK** | Python, TypeScript | Tool-use orchestration | Good | Medium | Gentle | 10K+ | Claude-powered agents, coding automation |"
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   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://pharosproduction.com/engineering-insights/ai-agent-frameworks-comparison-2026",
   "title": "AI Agent Frameworks Comparison 2026: Complete Guide",
   "project": "Mastra",
   "repository": null,
   "stars": "8000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks Comparison 2026: Complete Guide",
    "## Framework comparison matrix",
    "| Framework | Primary Language | Architecture | Multi-Agent | Production Readiness | Learning Curve | GitHub Stars | Best For |",
    "| **Mastra** | TypeScript | Workflow engine | Good | Medium | Moderate | 8K+ | TypeScript-native teams, workflow automation |"
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   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Frameworks Comparison 2026: Complete Guide",
    "## Framework comparison matrix",
    "| Framework | Primary Language | Architecture | Multi-Agent | Production Readiness | Learning Curve | GitHub Stars | Best For |",
    "| **Mastra** | TypeScript | Workflow engine | Good | Medium | Moderate | 8K+ | TypeScript-native teams, workflow automation |"
   ],
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://dev.to/jaipalsingh/15-best-ai-agent-frameworks-for-enterprise-open-source-to-managed-2026-27c8",
   "title": "15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph?ref=blog.premai.io",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
    "Top picks: LangGraph for complex stateful workflows, CrewAI for role-based teams, OpenAI Agents SDK for OpenAI-native apps.",
    "| Rank | Framework | Category | Best For | License | Learning Curve |",
    "| 1 | LangGraph | Orchestration | Complex stateful workflows | MIT | Medium |",
    "### #1: LangGraph",
    "[LangGraph](https://github.com/langchain-ai/langgraph?ref=blog.premai.io) extends LangChain with graph-based orchestration."
   ],
   "repository_evidence": [
    "# 15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
    "### #1: LangGraph",
    "[LangGraph](https://github.com/langchain-ai/langgraph?ref=blog.premai.io) extends LangChain with graph-based orchestration."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://dev.to/jaipalsingh/15-best-ai-agent-frameworks-for-enterprise-open-source-to-managed-2026-27c8",
   "title": "15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI?ref=blog.premai.io",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
    "Top picks: LangGraph for complex stateful workflows, CrewAI for role-based teams, OpenAI Agents SDK for OpenAI-native apps.",
    "| Rank | Framework | Category | Best For | License | Learning Curve |",
    "| 2 | CrewAI | Orchestration | Role-based multi-agent teams | MIT | Low |",
    "### #2: CrewAI",
    "[CrewAI](https://github.com/crewAIInc/crewAI?ref=blog.premai.io) lets you define agents with specific roles, goals, and backstories."
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   "repository_evidence": [
    "# 15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
    "### #2: CrewAI",
    "[CrewAI](https://github.com/crewAIInc/crewAI?ref=blog.premai.io) lets you define agents with specific roles, goals, and backstories."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://dev.to/jaipalsingh/15-best-ai-agent-frameworks-for-enterprise-open-source-to-managed-2026-27c8",
   "title": "15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python?ref=blog.premai.io",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
    "Top picks: LangGraph for complex stateful workflows, CrewAI for role-based teams, OpenAI Agents SDK for OpenAI-native apps.",
    "| Rank | Framework | Category | Best For | License | Learning Curve |",
    "| 3 | OpenAI Agents SDK | Orchestration | OpenAI-native production apps | MIT | Low |",
    "### #3: OpenAI Agents SDK",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python?ref=blog.premai.io) is the production-ready evolution of Swarm."
   ],
   "repository_evidence": [
    "# 15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
    "### #3: OpenAI Agents SDK",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python?ref=blog.premai.io) is the production-ready evolution of Swarm."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://dev.to/jaipalsingh/15-best-ai-agent-frameworks-for-enterprise-open-source-to-managed-2026-27c8",
   "title": "15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen?ref=blog.premai.io",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
    "| Rank | Framework | Category | Best For | License | Learning Curve |",
    "| 4 | AutoGen | Orchestration | Conversational multi-agent | MIT | Medium |",
    "### #4: AutoGen (Microsoft)",
    "[AutoGen](https://github.com/microsoft/autogen?ref=blog.premai.io) treats workflows as conversations between agents."
   ],
   "repository_evidence": [
    "# 15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
    "### #4: AutoGen (Microsoft)",
    "[AutoGen](https://github.com/microsoft/autogen?ref=blog.premai.io) treats workflows as conversations between agents."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://dev.to/jaipalsingh/15-best-ai-agent-frameworks-for-enterprise-open-source-to-managed-2026-27c8",
   "title": "15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index?ref=blog.premai.io",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
    "| Rank | Framework | Category | Best For | License | Learning Curve |",
    "| 5 | LlamaIndex | Orchestration | Data/RAG-centric agents | MIT | Medium |",
    "### #5: LlamaIndex",
    "[LlamaIndex](https://github.com/run-llama/llama_index?ref=blog.premai.io) specializes in connecting LLMs to data."
   ],
   "repository_evidence": [
    "# 15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
    "### #5: LlamaIndex",
    "[LlamaIndex](https://github.com/run-llama/llama_index?ref=blog.premai.io) specializes in connecting LLMs to data."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://dev.to/jaipalsingh/15-best-ai-agent-frameworks-for-enterprise-open-source-to-managed-2026-27c8",
   "title": "15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai?ref=blog.premai.io",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
    "| Rank | Framework | Category | Best For | License | Learning Curve |",
    "| 6 | Pydantic AI | Orchestration | Type-safe structured outputs | MIT | Low |",
    "### #6: Pydantic AI",
    "[Pydantic AI](https://github.com/pydantic/pydantic-ai?ref=blog.premai.io) brings Pydantic's validation philosophy to agents."
   ],
   "repository_evidence": [
    "# 15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
    "### #6: Pydantic AI",
    "[Pydantic AI](https://github.com/pydantic/pydantic-ai?ref=blog.premai.io) brings Pydantic's validation philosophy to agents."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://dev.to/jaipalsingh/15-best-ai-agent-frameworks-for-enterprise-open-source-to-managed-2026-27c8",
   "title": "15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel?ref=blog.premai.io",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
    "| Rank | Framework | Category | Best For | License | Learning Curve |",
    "| 7 | Semantic Kernel | Orchestration | Enterprise .NET integration | MIT | Medium |",
    "### #7: Semantic Kernel (Microsoft)",
    "[Semantic Kernel](https://github.com/microsoft/semantic-kernel?ref=blog.premai.io) integrates LLMs with conventional programming."
   ],
   "repository_evidence": [
    "# 15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
    "### #7: Semantic Kernel (Microsoft)",
    "[Semantic Kernel](https://github.com/microsoft/semantic-kernel?ref=blog.premai.io) integrates LLMs with conventional programming."
   ],
   "stars_evidence": null,
   "description_evidence": null,
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  {
   "url": "https://dev.to/jaipalsingh/15-best-ai-agent-frameworks-for-enterprise-open-source-to-managed-2026-27c8",
   "title": "15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents?ref=blog.premai.io",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 15 Best AI Agent Frameworks for Enterprise: Open-Source to Managed (2026)",
    "| Rank | Framework | Category | Best For | License | Learning Curve |",
    "| 8 | Smolagents | Orchestration | Minimalist code execution | Apache 2.0 | Low |",
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    "[\u2624hermes-agent](/repo/nousresearch/hermes-agent) BREAKOUT ACTIVE"
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    "| 9 | **Onyx** | OSI-approved OSS | MIT | 98 | 100 | 31280 | 99 | \ud83d\udfe2 Excellent |"
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    "| 10 | **OpenAI Agents SDK** | OSI-approved OSS | MIT | 100 | 100 | 28294 | 99 | \ud83d\udfe2 Excellent |"
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    "| 10 | **OpenAI Agents SDK** | OSI-approved OSS | MIT | 100 | 100 | 28294 | 99 | \ud83d\udfe2 Excellent |"
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    "| 11 | **Kilo Code** | OSI-approved OSS | MIT | 98 | 100 | 26681 | 99 | \ud83d\udfe2 Excellent |"
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    "## Rankings",
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    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 48 | **OpenWork** | OSI-approved OSS | MIT | 90 | 95 | 18259 | 94 | \ud83d\udfe2 Excellent |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Tools",
    "# Top 50 AI Agent Tools \u2014 August 2026",
    "AI agent tools span general-purpose agent platforms, orchestration frameworks, memory systems, coding agents, and supporting infrastructure, which makes direct comparison difficult.",
    "## Rankings",
    "Rankings",
    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 48 | **OpenWork** | OSI-approved OSS | MIT | 90 | 95 | 18259 | 94 | \ud83d\udfe2 Excellent |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolvitals.com/blog/top-50-ai-agent-tools-2026-08",
   "title": "Top 50 AI Agent Tools \u2014 August 2026",
   "project": "Rowboat",
   "repository": null,
   "stars": "16896",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Tools",
    "# Top 50 AI Agent Tools \u2014 August 2026",
    "AI agent tools span general-purpose agent platforms, orchestration frameworks, memory systems, coding agents, and supporting infrastructure, which makes direct comparison difficult.",
    "## Rankings",
    "Rankings",
    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 49 | **Rowboat** | OSI-approved OSS | Apache-2.0 | 90 | 95 | 16896 | 94 | \ud83d\udfe2 Excellent |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Tools",
    "# Top 50 AI Agent Tools \u2014 August 2026",
    "AI agent tools span general-purpose agent platforms, orchestration frameworks, memory systems, coding agents, and supporting infrastructure, which makes direct comparison difficult.",
    "## Rankings",
    "Rankings",
    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 49 | **Rowboat** | OSI-approved OSS | Apache-2.0 | 90 | 95 | 16896 | 94 | \ud83d\udfe2 Excellent |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolvitals.com/blog/top-50-ai-agent-tools-2026-08",
   "title": "Top 50 AI Agent Tools \u2014 August 2026",
   "project": "MonkeyCode",
   "repository": null,
   "stars": "3999",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Tools",
    "# Top 50 AI Agent Tools \u2014 August 2026",
    "AI agent tools span general-purpose agent platforms, orchestration frameworks, memory systems, coding agents, and supporting infrastructure, which makes direct comparison difficult.",
    "## Rankings",
    "Rankings",
    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 50 | **MonkeyCode** | OSI-approved OSS | AGPL-3.0 | 91 | 98 | 3999 | 94 | \ud83d\udfe2 Excellent |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Tools",
    "# Top 50 AI Agent Tools \u2014 August 2026",
    "AI agent tools span general-purpose agent platforms, orchestration frameworks, memory systems, coding agents, and supporting infrastructure, which makes direct comparison difficult.",
    "## Rankings",
    "Rankings",
    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 50 | **MonkeyCode** | OSI-approved OSS | AGPL-3.0 | 91 | 98 | 3999 | 94 | \ud83d\udfe2 Excellent |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://eminencetechnology.com/langchain-vs-autogen-vs-crewai-agentic-ai-framework",
   "title": "LangChain vs AutoGen vs CrewAI: agentic AI framework guide",
   "project": "CrewAI",
   "repository": null,
   "stars": "31200",
   "description": null,
   "license": null,
   "project_evidence": [
    "A useful first filter is:",
    "| Decision factor | CrewAI | LangChain / LangGraph | AutoGen / AG2 | Custom build |",
    "| GitHub stars | 31,200 | LangChain 85K+ / LangGraph 12,800 | 42,000+ | Not applicable |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "A useful first filter is:",
    "| Decision factor | CrewAI | LangChain / LangGraph | AutoGen / AG2 | Custom build |",
    "| GitHub stars | 31,200 | LangChain 85K+ / LangGraph 12,800 | 42,000+ | Not applicable |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://eminencetechnology.com/langchain-vs-autogen-vs-crewai-agentic-ai-framework",
   "title": "LangChain vs AutoGen vs CrewAI: agentic AI framework guide",
   "project": "LangChain",
   "repository": null,
   "stars": "85000",
   "description": null,
   "license": null,
   "project_evidence": [
    "A useful first filter is:",
    "| Decision factor | CrewAI | LangChain / LangGraph | AutoGen / AG2 | Custom build |",
    "| GitHub stars | 31,200 | LangChain 85K+ / LangGraph 12,800 | 42,000+ | Not applicable |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "A useful first filter is:",
    "| Decision factor | CrewAI | LangChain / LangGraph | AutoGen / AG2 | Custom build |",
    "| GitHub stars | 31,200 | LangChain 85K+ / LangGraph 12,800 | 42,000+ | Not applicable |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://eminencetechnology.com/langchain-vs-autogen-vs-crewai-agentic-ai-framework",
   "title": "LangChain vs AutoGen vs CrewAI: agentic AI framework guide",
   "project": "LangGraph",
   "repository": null,
   "stars": "12800",
   "description": null,
   "license": null,
   "project_evidence": [
    "A useful first filter is:",
    "| Decision factor | CrewAI | LangChain / LangGraph | AutoGen / AG2 | Custom build |",
    "| GitHub stars | 31,200 | LangChain 85K+ / LangGraph 12,800 | 42,000+ | Not applicable |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "A useful first filter is:",
    "| Decision factor | CrewAI | LangChain / LangGraph | AutoGen / AG2 | Custom build |",
    "| GitHub stars | 31,200 | LangChain 85K+ / LangGraph 12,800 | 42,000+ | Not applicable |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://eminencetechnology.com/langchain-vs-autogen-vs-crewai-agentic-ai-framework",
   "title": "LangChain vs AutoGen vs CrewAI: agentic AI framework guide",
   "project": "AutoGen",
   "repository": null,
   "stars": "42000",
   "description": null,
   "license": null,
   "project_evidence": [
    "A useful first filter is:",
    "| Decision factor | CrewAI | LangChain / LangGraph | AutoGen / AG2 | Custom build |",
    "| GitHub stars | 31,200 | LangChain 85K+ / LangGraph 12,800 | 42,000+ | Not applicable |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "A useful first filter is:",
    "| Decision factor | CrewAI | LangChain / LangGraph | AutoGen / AG2 | Custom build |",
    "| GitHub stars | 31,200 | LangChain 85K+ / LangGraph 12,800 | 42,000+ | Not applicable |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentskillshub.top/best/multi-agent",
   "title": "Multi-Agent Orchestration: 10 Compared, 8 rated SAFE (2026)",
   "project": "opencrew",
   "repository": "https://agentskillshub.top/skill/AlexAnys/opencrew/",
   "stars": "493",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top 10 Multi-Agent Orchestration Tools",
    "1 [opencrew](/skill/AlexAnys/opencrew/) by AlexAnys"
   ],
   "repository_evidence": [
    "\u26a1\nQuick Pick \u2014 If you only pick one, go with [opencrew](https://agentskillshub.top/skill/AlexAnys/opencrew/) \u2605 493 \u2014 Openclaw\u591a\u667a\u80fd\u4f53\u534f\u540c\u7cfb\u7edf | Multi-Agent OS for Decision Makers \u2014 \u57fa\u4e8e OpenClaw (Clawbot) +"
   ],
   "stars_evidence": [
    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [opencrew](/skill/AlexAnys/opencrew/) | \u2605 493 | Shell | MIT | 55 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentskillshub.top/best/multi-agent",
   "title": "Multi-Agent Orchestration: 10 Compared, 8 rated SAFE (2026)",
   "project": "captain-claw",
   "repository": "/skill/kstevica/captain-claw/",
   "stars": "162",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [captain-claw](/skill/kstevica/captain-claw/) | \u2605 162 | Python | MIT | 67 |"
   ],
   "repository_evidence": [
    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [captain-claw](/skill/kstevica/captain-claw/) | \u2605 162 | Python | MIT | 67 |"
   ],
   "stars_evidence": [
    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [captain-claw](/skill/kstevica/captain-claw/) | \u2605 162 | Python | MIT | 67 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentskillshub.top/best/multi-agent",
   "title": "Multi-Agent Orchestration: 10 Compared, 8 rated SAFE (2026)",
   "project": "Multi-Agent-RAG-Template",
   "repository": "/skill/The-Swarm-Corporation/Multi-Agent-RAG-Template/",
   "stars": "59",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [Multi-Agent-RAG-Template](/skill/The-Swarm-Corporation/Multi-Agent-RAG-Template/) | \u2605 59 | Python | MIT | 43 |"
   ],
   "repository_evidence": [
    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [Multi-Agent-RAG-Template](/skill/The-Swarm-Corporation/Multi-Agent-RAG-Template/) | \u2605 59 | Python | MIT | 43 |"
   ],
   "stars_evidence": [
    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [Multi-Agent-RAG-Template](/skill/The-Swarm-Corporation/Multi-Agent-RAG-Template/) | \u2605 59 | Python | MIT | 43 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentskillshub.top/best/multi-agent",
   "title": "Multi-Agent Orchestration: 10 Compared, 8 rated SAFE (2026)",
   "project": "OpenProgram",
   "repository": "/skill/Fzkuji/OpenProgram/",
   "stars": "277",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [OpenProgram](/skill/Fzkuji/OpenProgram/) | \u2605 277 | Python | AGPL-3.0 | 64 |"
   ],
   "repository_evidence": [
    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [OpenProgram](/skill/Fzkuji/OpenProgram/) | \u2605 277 | Python | AGPL-3.0 | 64 |"
   ],
   "stars_evidence": [
    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [OpenProgram](/skill/Fzkuji/OpenProgram/) | \u2605 277 | Python | AGPL-3.0 | 64 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentskillshub.top/best/multi-agent",
   "title": "Multi-Agent Orchestration: 10 Compared, 8 rated SAFE (2026)",
   "project": "ORCH",
   "repository": "/skill/oxgeneral/ORCH/",
   "stars": "142",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top 10 Multi-Agent Orchestration Tools",
    "5 [ORCH](/skill/oxgeneral/ORCH/) by oxgeneral"
   ],
   "repository_evidence": [
    "## Top 10 Multi-Agent Orchestration Tools",
    "5 [ORCH](/skill/oxgeneral/ORCH/) by oxgeneral"
   ],
   "stars_evidence": [
    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [ORCH](/skill/oxgeneral/ORCH/) | \u2605 142 | TypeScript | MIT | 63 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentskillshub.top/best/multi-agent",
   "title": "Multi-Agent Orchestration: 10 Compared, 8 rated SAFE (2026)",
   "project": "dsh-agent-team-gui",
   "repository": "/skill/toolclub/dsh-agent-team-gui/",
   "stars": "122",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [dsh-agent-team-gui](/skill/toolclub/dsh-agent-team-gui/) | \u2605 122 | TypeScript | MIT | 66 |"
   ],
   "repository_evidence": [
    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [dsh-agent-team-gui](/skill/toolclub/dsh-agent-team-gui/) | \u2605 122 | TypeScript | MIT | 66 |"
   ],
   "stars_evidence": [
    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [dsh-agent-team-gui](/skill/toolclub/dsh-agent-team-gui/) | \u2605 122 | TypeScript | MIT | 66 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentskillshub.top/best/multi-agent",
   "title": "Multi-Agent Orchestration: 10 Compared, 8 rated SAFE (2026)",
   "project": "swarms",
   "repository": "/skill/kyegomez/swarms/",
   "stars": "7.1k",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top 10 Multi-Agent Orchestration Tools",
    "7 [swarms](/skill/kyegomez/swarms/) by kyegomez"
   ],
   "repository_evidence": [
    "## Top 10 Multi-Agent Orchestration Tools",
    "7 [swarms](/skill/kyegomez/swarms/) by kyegomez"
   ],
   "stars_evidence": [
    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [swarms](/skill/kyegomez/swarms/) | \u2605 7.1k | Python | Apache-2.0 | 73 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentskillshub.top/best/multi-agent",
   "title": "Multi-Agent Orchestration: 10 Compared, 8 rated SAFE (2026)",
   "project": "GraphCode",
   "repository": "/skill/scgopi/GraphCode/",
   "stars": "56",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [GraphCode](/skill/scgopi/GraphCode/) | \u2605 56 | Swift | \u2014 | 54 |"
   ],
   "repository_evidence": [
    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [GraphCode](/skill/scgopi/GraphCode/) | \u2605 56 | Swift | \u2014 | 54 |"
   ],
   "stars_evidence": [
    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [GraphCode](/skill/scgopi/GraphCode/) | \u2605 56 | Swift | \u2014 | 54 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentskillshub.top/best/multi-agent",
   "title": "Multi-Agent Orchestration: 10 Compared, 8 rated SAFE (2026)",
   "project": "clawboo",
   "repository": "/skill/clawboo/clawboo/",
   "stars": "58",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top 10 Multi-Agent Orchestration Tools",
    "9 [clawboo](/skill/clawboo/clawboo/) by clawboo"
   ],
   "repository_evidence": [
    "## Top 10 Multi-Agent Orchestration Tools",
    "9 [clawboo](/skill/clawboo/clawboo/) by clawboo"
   ],
   "stars_evidence": [
    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [clawboo](/skill/clawboo/clawboo/) | \u2605 58 | TypeScript | MIT | 56 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentskillshub.top/best/multi-agent",
   "title": "Multi-Agent Orchestration: 10 Compared, 8 rated SAFE (2026)",
   "project": "AIPass",
   "repository": "/skill/AIOSAI/AIPass/",
   "stars": "264",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top 10 Multi-Agent Orchestration Tools",
    "10 [AIPass](/skill/AIOSAI/AIPass/) by AIOSAI"
   ],
   "repository_evidence": [
    "## Top 10 Multi-Agent Orchestration Tools",
    "10 [AIPass](/skill/AIOSAI/AIPass/) by AIOSAI"
   ],
   "stars_evidence": [
    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [AIPass](/skill/AIOSAI/AIPass/) | \u2605 264 | Python | MIT | 67 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alexbevi%2Fawesome-agent-frameworks?page=2&per_page=200",
   "title": "awesome-agent-frameworks | Ecosyste.ms: Awesome",
   "project": "Open-AutoGLM",
   "repository": "https://github.com/zai-org/Open-AutoGLM",
   "stars": 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.",
    "- ## Developer / computer-use agent",
    "  - [Open-AutoGLM](/projects/github.com%2Fzai-org%2FOpen-AutoGLM) - org/Open-AutoGLM?style=social) - Open phone-agent model and framework for multimodal screen understanding and automated mobile task execution."
   ],
   "repository_evidence": [
    "# awesome-agent-frameworks",
    "Curated awesome list of open source agent frameworks and tools for building, running, connecting, and observing AI agents.",
    "- ## Developer / computer-use agent",
    "  - [Open-AutoGLM](/projects/github.com%2Fzai-org%2FOpen-AutoGLM) - org/Open-AutoGLM?style=social) - Open phone-agent model and framework for multimodal screen understanding and automated mobile task execution."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://effoma.com/blog/open-source-ai-agents-openclaw-zeroclaw-picoclaw",
   "title": "OpenClaw, Hermes Agent, and OpenFang: The Three Open-Source AI Agents That Actually Matter in 2026",
   "project": "OpenClaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": "381000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw, Hermes Agent, and OpenFang: The Three Open-Source AI Agents That Actually Matter in 2026",
    "**OpenClaw** is gateway-first."
   ],
   "repository_evidence": [
    "# OpenClaw, Hermes Agent, and OpenFang: The Three Open-Source AI Agents That Actually Matter in 2026",
    "- [OpenClaw on GitHub](https://github.com/openclaw/openclaw) (381K stars)"
   ],
   "stars_evidence": [
    "# OpenClaw, Hermes Agent, and OpenFang: The Three Open-Source AI Agents That Actually Matter in 2026",
    "381K GitHub stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://effoma.com/blog/open-source-ai-agents-openclaw-zeroclaw-picoclaw",
   "title": "OpenClaw, Hermes Agent, and OpenFang: The Three Open-Source AI Agents That Actually Matter in 2026",
   "project": "Hermes Agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "199000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw, Hermes Agent, and OpenFang: The Three Open-Source AI Agents That Actually Matter in 2026",
    "**Hermes Agent** is learning-first."
   ],
   "repository_evidence": [
    "# OpenClaw, Hermes Agent, and OpenFang: The Three Open-Source AI Agents That Actually Matter in 2026",
    "- [Hermes Agent on GitHub](https://github.com/NousResearch/hermes-agent) (~199K stars)"
   ],
   "stars_evidence": [
    "# OpenClaw, Hermes Agent, and OpenFang: The Three Open-Source AI Agents That Actually Matter in 2026",
    "~199K GitHub stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://effoma.com/blog/open-source-ai-agents-openclaw-zeroclaw-picoclaw",
   "title": "OpenClaw, Hermes Agent, and OpenFang: The Three Open-Source AI Agents That Actually Matter in 2026",
   "project": "OpenFang",
   "repository": "https://github.com/RightNow-AI/openfang",
   "stars": "17600",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw, Hermes Agent, and OpenFang: The Three Open-Source AI Agents That Actually Matter in 2026",
    "**OpenFang** is systems-first."
   ],
   "repository_evidence": [
    "# OpenClaw, Hermes Agent, and OpenFang: The Three Open-Source AI Agents That Actually Matter in 2026",
    "- [OpenFang on GitHub](https://github.com/RightNow-AI/openfang) (17.6K stars)"
   ],
   "stars_evidence": [
    "# OpenClaw, Hermes Agent, and OpenFang: The Three Open-Source AI Agents That Actually Matter in 2026",
    "17.6K GitHub stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-4no0",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "110000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.1: Dify",
    "**Dify** is an open-source LLM application development platform that combines an intuitive visual interface, RAG workflows, agent capabilities, model management, and full-stack observability."
   ],
   "repository_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.1: Dify",
    "- GitHub: [https://github.com/langgenius/dify](https://github.com/langgenius/dify)"
   ],
   "stars_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.1: Dify",
    "- GitHub Star: 110k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-4no0",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Lobe Chat",
   "repository": "https://github.com/lobehub/lobe-chat",
   "stars": "64300",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.2: Lobe Chat",
    "**Lobe Chat** is an open-source multi-model chat and application platform with a strong focus on UX."
   ],
   "repository_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.2: Lobe Chat",
    "- GitHub: [https://github.com/lobehub/lobe-chat](https://github.com/lobehub/lobe-chat)"
   ],
   "stars_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.2: Lobe Chat",
    "- GitHub Star: 64.3k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-4no0",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "RAGFlow",
   "repository": "https://github.com/infiniflow/ragflow",
   "stars": "62100",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.3: RAGFlow",
    "**RAGFlow** is an open-source RAG engine focused on deep document understanding, designed to provide high-quality, explainable Q&A and agent services for enterprises and individuals."
   ],
   "repository_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.3: RAGFlow",
    "- GitHub: [https://github.com/infiniflow/ragflow](https://github.com/infiniflow/ragflow)"
   ],
   "stars_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.3: RAGFlow",
    "- GitHub Star: 62.1k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-4no0",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": "62000",
   "description": null,
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   "project_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.4: OpenHands",
    "**OpenHands** is built around the idea that AI should \u201cwrite less code, get more done\u201d \u2014 offering capabilities such as code editing, command execution, web browsing, and API calls."
   ],
   "repository_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.4: OpenHands",
    "- GitHub: [https://github.com/All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands)"
   ],
   "stars_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.4: OpenHands",
    "- GitHub Star: 62k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-4no0",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "MetaGPT",
   "repository": "https://github.com/FoundationAgents/MetaGPT",
   "stars": "57800",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.5: MetaGPT",
    "MetaGPT is a multi-agent collaboration framework inspired by the concept of simulating a \u201csoftware company.\u201d"
   ],
   "repository_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.5: MetaGPT",
    "- GitHub: [https://github.com/FoundationAgents/MetaGPT](https://github.com/FoundationAgents/MetaGPT)"
   ],
   "stars_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.5: MetaGPT",
    "- GitHub Star: 57.8k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-4no0",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "LLMs-from-scratch",
   "repository": "https://github.com/rasbt/LLMs-from-scratch",
   "stars": "56000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.6: LLMs-from-scratch",
    "**LLMs-from-scratch** is an educational project that builds a large language model from the ground up, helping developers understand the core principles and training process of LLMs."
   ],
   "repository_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.6: LLMs-from-scratch",
    "- GitHub: [https://github.com/rasbt/LLMs-from-scratch](https://github.com/rasbt/LLMs-from-scratch)"
   ],
   "stars_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.6: LLMs-from-scratch",
    "- GitHub Star: 56k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-4no0",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Huginn",
   "repository": "https://github.com/huginn/huginn",
   "stars": "47000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.7: Huginn",
    "**Huginn** is an open-source automation tool that allows users to run agents on their own servers to collect information from the web and trigger actions based on conditions \u2014 such as sending email notifications or monitoring keywords."
   ],
   "repository_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.7: Huginn",
    "- GitHub: [https://github.com/huginn/huginn](https://github.com/huginn/huginn)"
   ],
   "stars_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.7: Huginn",
    "- GitHub Star: 47k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-4no0",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Unsloth",
   "repository": "https://github.com/unslothai/unsloth",
   "stars": "43800",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.8: Unsloth",
    "**Unsloth** is an open-source toolkit designed for fine-tuning LLMs (such as OpenAI gpt-oss, Qwen3, Llama 4) with a focus on higher efficiency and memory optimization."
   ],
   "repository_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.8: Unsloth",
    "- GitHub: [https://github.com/unslothai/unsloth](https://github.com/unslothai/unsloth)"
   ],
   "stars_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.8: Unsloth",
    "- GitHub Star: 43.8k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-4no0",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": "38100",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.9: Mem0",
    "**Mem0** is a long-term memory management system purpose-built for AI agents, addressing the common issue of \u201cforgetfulness\u201d in AI."
   ],
   "repository_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.9: Mem0",
    "- GitHub: [https://github.com/mem0ai/mem0](https://github.com/mem0ai/mem0)"
   ],
   "stars_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.9: Mem0",
    "- GitHub Star: 38.1k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-4no0",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "ChatTTS",
   "repository": "https://github.com/2noise/ChatTTS",
   "stars": "37500",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.10: ChatTTS",
    "**ChatTTS** is an open-source text-to-speech system optimized specifically for conversational tasks, supporting multi-speaker scenarios with a focus on natural, emotionally rich expression."
   ],
   "repository_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.10: ChatTTS",
    "- GitHub: [https://github.com/2noise/ChatTTS](https://github.com/2noise/ChatTTS)"
   ],
   "stars_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.10: ChatTTS",
    "- GitHub Star: 37.5k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-4no0",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Arthas",
   "repository": "https://github.com/alibaba/arthas",
   "stars": "36600",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.11: Arthas",
    "**Arthas** is an open-source Java diagnostic tool from Alibaba, and since its release, it has become a go-to solution for Java developers troubleshooting production environment issues."
   ],
   "repository_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.11: Arthas",
    "- GitHub: [https://github.com/alibaba/arthas](https://github.com/alibaba/arthas)"
   ],
   "stars_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.11: Arthas",
    "- GitHub Star: 36.6k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-4no0",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": "34700",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.12: AgentGPT",
    "**AgentGPT** is an open-source project that allows users to configure and deploy AI agents directly in the browser without complex setup."
   ],
   "repository_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.12: AgentGPT",
    "- GitHub: [https://github.com/reworkd/AgentGPT](https://github.com/reworkd/AgentGPT)"
   ],
   "stars_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.12: AgentGPT",
    "- GitHub Star: 34.7k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-4no0",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Cherry Studio",
   "repository": "https://github.com/CherryHQ/cherry-studio",
   "stars": "31300",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.13: Cherry Studio",
    "**Cherry Studio**, launched in December 2024, is a joint AI coding assistant platform by CSDN, GitCode, and Huawei Cloud CodeArts IDE."
   ],
   "repository_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.13: Cherry Studio",
    "- GitHub: [https://github.com/CherryHQ/cherry-studio](https://github.com/CherryHQ/cherry-studio)"
   ],
   "stars_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.13: Cherry Studio",
    "- GitHub Star: 31.3k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-4no0",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Khoj",
   "repository": "https://github.com/khoj-ai/khoj",
   "stars": "31300",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.14: Khoj",
    "**Khoj** is an open-source personal \u201csecond brain\u201d assistant that integrates documents from multiple sources into a knowledge base, enabling semantic search for Q&A and intelligent reminders."
   ],
   "repository_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.14: Khoj",
    "- GitHub: [https://github.com/khoj-ai/khoj](https://github.com/khoj-ai/khoj)"
   ],
   "stars_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.14: Khoj",
    "- GitHub Star: 31.3k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-4no0",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "AIHawk",
   "repository": "https://github.com/feder-cr/Jobs\\_Applier\\_AI\\_Agent\\_AIHawk",
   "stars": "28600",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.15: AIHawk",
    "**AIHawk** is an AGPL-licensed open-source AI agent focused on automating job applications."
   ],
   "repository_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.15: AIHawk",
    "- GitHub: [https://github.com/feder-cr/Jobs\\_Applier\\_AI\\_Agent\\_AIHawk](https://github.com/feder-cr/Jobs%5C_Applier%5C_AI%5C_Agent%5C_AIHawk)"
   ],
   "stars_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.15: AIHawk",
    "- GitHub Star: 28.6k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-4no0",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "FastGPT",
   "repository": "https://github.com/labring/FastGPT",
   "stars": "25500",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.16: FastGPT",
    "**FastGPT** is designed as an \u201cAI agent building platform,\u201d enabling developers to construct complex AI applications using visual workflows and knowledge bases, without tedious configuration."
   ],
   "repository_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.16: FastGPT",
    "- GitHub: [https://github.com/labring/FastGPT](https://github.com/labring/FastGPT)"
   ],
   "stars_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.16: FastGPT",
    "- GitHub Star: 25.5k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-4no0",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": "22900",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.17: GPT Researcher",
    "**GPT Researcher** is an AI agent framework specialized for deep research tasks."
   ],
   "repository_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.17: GPT Researcher",
    "- GitHub: [https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)"
   ],
   "stars_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.17: GPT Researcher",
    "- GitHub Star: 22.9k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-4no0",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "CopilotKit",
   "repository": "https://github.com/CopilotKit/CopilotKit",
   "stars": "22400",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.18: CopilotKit",
    "**CopilotKit** is an open-source framework for seamlessly integrating AI copilots into applications\u2014whether as embedded chat, intelligent text areas, or full agent interfaces."
   ],
   "repository_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.18: CopilotKit",
    "- GitHub: [https://github.com/CopilotKit/CopilotKit](https://github.com/CopilotKit/CopilotKit)"
   ],
   "stars_evidence": [
    "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "## No.18: CopilotKit",
    "- GitHub Star: 22.4k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dataiku.com/blog/ai-agent-frameworks",
   "title": "Best AI agent frameworks and agentic frameworks guide",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI agent frameworks compared in detail",
    "#### 1. LangGraph",
    "LangGraph is a graph-based orchestration framework that enables cyclical, stateful agent workflows."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dataiku.com/blog/ai-agent-frameworks",
   "title": "Best AI agent frameworks and agentic frameworks guide",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI agent frameworks compared in detail",
    "#### 2. CrewAI",
    "CrewAI uses a role-based 'crew' metaphor: developers define agents with roles, goals, and tools, then assign them to tasks within a process, such as sequential and hierarchical."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dataiku.com/blog/ai-agent-frameworks",
   "title": "Best AI agent frameworks and agentic frameworks guide",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI agent frameworks compared in detail",
    "#### 3. AutoGen",
    "AutoGen is Microsoft's open-source framework built on a three-layer architecture: Core (event-driven messaging), AgentChat (high-level conversational API), and Extensions for LLM clients and tool integrations."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dataiku.com/blog/ai-agent-frameworks",
   "title": "Best AI agent frameworks and agentic frameworks guide",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI agent frameworks compared in detail",
    "#### 4. Semantic Kernel",
    "Semantic Kernel is Microsoft's enterprise-grade AI framework with hooks and filters for observability and responsible AI, and built-in telemetry support."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dataiku.com/blog/ai-agent-frameworks",
   "title": "Best AI agent frameworks and agentic frameworks guide",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI agent frameworks compared in detail",
    "#### 5. LlamaIndex",
    "LlamaIndex uses an event-driven workflow model where agents respond to events, execute steps, and emit new events for downstream processing."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com/stablyai/orca",
   "title": "Ecosyste.ms: Awesome",
   "project": "Orca",
   "repository": "https://github.com/stablyai/orca",
   "stars": "41832",
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/stablyai/orca",
    "Orca is the ADE for working with a fleet of parallel agents.",
    "- [awesome-ai-agents](/lists/korchasa%2Fawesome-ai-agents) - stablyai/orca - Orca is an AI Orchestrator that provides an integrated development environment for running and managing parallel AI agents across various platforms, including desktop and mobile. (AI Agent Frameworks & SDKs / Orchestration Frameworks)",
    "Orca is free and open source under the [MIT License](LICENSE)."
   ],
   "repository_evidence": [
    "# https://github.com/stablyai/orca",
    "[https://github.com/stablyai/orca](https://github.com/stablyai/orca)",
    "- URL: [https://github.com/stablyai/orca](https://github.com/stablyai/orca)"
   ],
   "stars_evidence": [
    "# https://github.com/stablyai/orca",
    "- Stars: 41,832"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://crazehq.com/ai-agent/agentic-ai-frameworks",
   "title": "Agentic AI Frameworks: How to Choose the Right One (2026)",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Practical decision guide for LangGraph, CrewAI, and more.",
    "LangGraph is the dominant graph-based framework, with roughly 400 companies running it in production, including Klarna, Uber, LinkedIn, and BlackRock.",
    "# Agentic AI Frameworks: How to Choose the Right One"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://crazehq.com/ai-agent/agentic-ai-frameworks",
   "title": "Agentic AI Frameworks: How to Choose the Right One (2026)",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Practical decision guide for LangGraph, CrewAI, and more.",
    "CrewAI is the leading role-based framework.",
    "# Agentic AI Frameworks: How to Choose the Right One"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://crazehq.com/ai-agent/agentic-ai-frameworks",
   "title": "Agentic AI Frameworks: How to Choose the Right One (2026)",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Microsoft Agent Framework (the merger of AutoGen and Semantic Kernel) is the main conversational framework.",
    "# Agentic AI Frameworks: How to Choose the Right One"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://crazehq.com/ai-agent/agentic-ai-frameworks",
   "title": "Agentic AI Frameworks: How to Choose the Right One (2026)",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangGraph, CrewAI, AutoGen, Microsoft Agent Framework, OpenAI Agents SDK, DSPy, LlamaIndex\u2026 the list keeps growing.",
    "# Agentic AI Frameworks: How to Choose the Right One"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://crazehq.com/ai-agent/agentic-ai-frameworks",
   "title": "Agentic AI Frameworks: How to Choose the Right One (2026)",
   "project": "LlamaIndex",
   "repository": null,
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   "project_evidence": [
    "LangGraph, CrewAI, AutoGen, Microsoft Agent Framework, OpenAI Agents SDK, DSPy, LlamaIndex\u2026 the list keeps growing.",
    "# Agentic AI Frameworks: How to Choose the Right One"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
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  {
   "url": "https://crazehq.com/ai-agent/agentic-ai-frameworks",
   "title": "Agentic AI Frameworks: How to Choose the Right One (2026)",
   "project": "DSPy",
   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "LangGraph, CrewAI, AutoGen, Microsoft Agent Framework, OpenAI Agents SDK, DSPy, LlamaIndex\u2026 the list keeps growing.",
    "# Agentic AI Frameworks: How to Choose the Right One"
   ],
   "repository_evidence": null,
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  {
   "url": "https://crazehq.com/ai-agent/agentic-ai-frameworks",
   "title": "Agentic AI Frameworks: How to Choose the Right One (2026)",
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   "repository": null,
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   "license": null,
   "project_evidence": [
    "A quick note on what\u2019s not in the table: frameworks like MetaGPT, OpenAgents, and Haystack serve more specialized niches.",
    "# Agentic AI Frameworks: How to Choose the Right One"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  {
   "url": "https://crazehq.com/ai-agent/agentic-ai-frameworks",
   "title": "Agentic AI Frameworks: How to Choose the Right One (2026)",
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   "license": null,
   "project_evidence": [
    "A quick note on what\u2019s not in the table: frameworks like MetaGPT, OpenAgents, and Haystack serve more specialized niches.",
    "# Agentic AI Frameworks: How to Choose the Right One"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  {
   "url": "https://crazehq.com/ai-agent/agentic-ai-frameworks",
   "title": "Agentic AI Frameworks: How to Choose the Right One (2026)",
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   "project_evidence": [
    "A quick note on what\u2019s not in the table: frameworks like MetaGPT, OpenAgents, and Haystack serve more specialized niches.",
    "# Agentic AI Frameworks: How to Choose the Right One"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://crazehq.com/ai-agent/agentic-ai-frameworks",
   "title": "Agentic AI Frameworks: How to Choose the Right One (2026)",
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   "stars": null,
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   "project_evidence": [
    "LangGraph, CrewAI, AutoGen, Microsoft Agent Framework, OpenAI Agents SDK, DSPy, LlamaIndex\u2026 the list keeps growing.",
    "# Agentic AI Frameworks: How to Choose the Right One"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  {
   "url": "https://crazehq.com/ai-agent/agentic-ai-frameworks",
   "title": "Agentic AI Frameworks: How to Choose the Right One (2026)",
   "project": "Semantic Kernel",
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   "project_evidence": [
    "Microsoft Agent Framework (the merger of AutoGen and Semantic Kernel) is the main conversational framework.",
    "# Agentic AI Frameworks: How to Choose the Right One"
   ],
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  {
   "url": "https://martinuke0.github.io/posts/2026-03-10-beyond-the-llm-architecting-real-time-multiagent-systems-with-opensource-orchestration-frameworks",
   "title": "Beyond the LLM: Architecting Real-Time Multi\u2011Agent Systems with Open\u2011Source Orchestration Frameworks",
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   "project_evidence": [
    "Beyond the LLM: Architecting Real-Time Multi\u2011Agent Systems with Open\u2011Source Orchestration Frameworks",
    "Hierarchical Agent Teams",
    "This mirrors human organizational structures and aligns well with **LangChain\u2019s \u201cAgent\u201d** concept, where a planner LLM generates a plan that downstream agents execute."
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   "url": "https://skywork.ai/blog/dify-review-2025-workflows-agents-rag-ai-apps",
   "title": "Dify Review (2025): Workflows, Agents, and RAG for Building AI Apps",
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    "![Dify AI review cover showing a visual workflow canvas with nodes for Workflows, Agents, and RAG](https://skywork-blog-image.oss-us-east-1.aliyuncs.com/wp-content/uploads/2025/09/ae45138b6f1d447284bc20ad5b7f53ec.jpg)",
    "For those who prefer to validate change logs directly, the open repository is active and shows recent releases, including engine updates, on the [langgenius/dify GitHub releases](https://github.com/langgenius/dify/releases)."
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   "repository_evidence": [
    "![Dify AI review cover showing a visual workflow canvas with nodes for Workflows, Agents, and RAG](https://skywork-blog-image.oss-us-east-1.aliyuncs.com/wp-content/uploads/2025/09/ae45138b6f1d447284bc20ad5b7f53ec.jpg)",
    "Note: If you deploy to self\u2011host later, the main repo provides Docker Compose and more, as seen in the [langgenius/dify](https://github.com/langgenius/dify) root."
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   "url": "https://skywork.ai/blog/dify-review-2025-workflows-agents-rag-ai-apps",
   "title": "Dify Review (2025): Workflows, Agents, and RAG for Building AI Apps",
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   "project_evidence": [
    "- LangFlow: Popular with engineers who prefer LangChain graphs and visual debugging. Strong for custom RAG patterns. See the open\u2011source [LangFlow repository](https://github.com/langflow-ai/langflow).",
    "Alternatives and toolbox",
    "When comparing platforms, consider your primary job\u2011to\u2011be\u2011done and team composition."
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   "repository_evidence": [
    "- LangFlow: Popular with engineers who prefer LangChain graphs and visual debugging. Strong for custom RAG patterns. See the open\u2011source [LangFlow repository](https://github.com/langflow-ai/langflow).",
    "Alternatives and toolbox",
    "When comparing platforms, consider your primary job\u2011to\u2011be\u2011done and team composition."
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   "url": "https://wetheflywheel.com/en/guides/best-agent-orchestration-frameworks-2026",
   "title": "Best Agent Orchestration Frameworks 2026: Scored Comparison",
   "project": "LangGraph",
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   "project_evidence": [
    "Best Agent Orchestration Frameworks 2026: Scored Comparison",
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    "**LangGraph** is the category default."
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  {
   "url": "https://wetheflywheel.com/en/guides/best-agent-orchestration-frameworks-2026",
   "title": "Best Agent Orchestration Frameworks 2026: Scored Comparison",
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   "project_evidence": [
    "Best Agent Orchestration Frameworks 2026: Scored Comparison",
    "Ten agent orchestration frameworks scored: LangGraph, CrewAI, AutoGen, OpenAI Agents SDK, Letta, Mastra, Inngest, Temporal, Claude Agent SDK, Vercel AI SDK.",
    "**CrewAI** and the **OpenAI Agents SDK** (the rebranded and matured Swarm) are the two with real adoption."
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  {
   "url": "https://wetheflywheel.com/en/guides/best-agent-orchestration-frameworks-2026",
   "title": "Best Agent Orchestration Frameworks 2026: Scored Comparison",
   "project": "AutoGen",
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   "project_evidence": [
    "Best Agent Orchestration Frameworks 2026: Scored Comparison",
    "Ten agent orchestration frameworks scored: LangGraph, CrewAI, AutoGen, OpenAI Agents SDK, Letta, Mastra, Inngest, Temporal, Claude Agent SDK, Vercel AI SDK.",
    "**AutoGen v0.4** is a credible second, particularly inside Microsoft estates."
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  {
   "url": "https://wetheflywheel.com/en/guides/best-agent-orchestration-frameworks-2026",
   "title": "Best Agent Orchestration Frameworks 2026: Scored Comparison",
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   "stars": null,
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   "project_evidence": [
    "Best Agent Orchestration Frameworks 2026: Scored Comparison",
    "Ten agent orchestration frameworks scored: LangGraph, CrewAI, AutoGen, OpenAI Agents SDK, Letta, Mastra, Inngest, Temporal, Claude Agent SDK, Vercel AI SDK.",
    "**CrewAI** and the **OpenAI Agents SDK** (the rebranded and matured Swarm) are the two with real adoption."
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  {
   "url": "https://wetheflywheel.com/en/guides/best-agent-orchestration-frameworks-2026",
   "title": "Best Agent Orchestration Frameworks 2026: Scored Comparison",
   "project": "Letta",
   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "Best Agent Orchestration Frameworks 2026: Scored Comparison",
    "Ten agent orchestration frameworks scored: LangGraph, CrewAI, AutoGen, OpenAI Agents SDK, Letta, Mastra, Inngest, Temporal, Claude Agent SDK, Vercel AI SDK.",
    "**Mastra** and **Letta** are the two newer entrants built durable-first."
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  {
   "url": "https://wetheflywheel.com/en/guides/best-agent-orchestration-frameworks-2026",
   "title": "Best Agent Orchestration Frameworks 2026: Scored Comparison",
   "project": "Mastra",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agent Orchestration Frameworks 2026: Scored Comparison",
    "Ten agent orchestration frameworks scored: LangGraph, CrewAI, AutoGen, OpenAI Agents SDK, Letta, Mastra, Inngest, Temporal, Claude Agent SDK, Vercel AI SDK.",
    "**Mastra** and **Letta** are the two newer entrants built durable-first."
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  {
   "url": "https://wetheflywheel.com/en/guides/best-agent-orchestration-frameworks-2026",
   "title": "Best Agent Orchestration Frameworks 2026: Scored Comparison",
   "project": "Inngest",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agent Orchestration Frameworks 2026: Scored Comparison",
    "Ten agent orchestration frameworks scored: LangGraph, CrewAI, AutoGen, OpenAI Agents SDK, Letta, Mastra, Inngest, Temporal, Claude Agent SDK, Vercel AI SDK.",
    "**Temporal** is the heavyweight; **Inngest Agent Kit** is the developer-experience-first lightweight; **Mastra** and **Letta** are the two newer entrants built durable-first."
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   "stars_evidence": null,
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  {
   "url": "https://wetheflywheel.com/en/guides/best-agent-orchestration-frameworks-2026",
   "title": "Best Agent Orchestration Frameworks 2026: Scored Comparison",
   "project": "Temporal",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agent Orchestration Frameworks 2026: Scored Comparison",
    "Ten agent orchestration frameworks scored: LangGraph, CrewAI, AutoGen, OpenAI Agents SDK, Letta, Mastra, Inngest, Temporal, Claude Agent SDK, Vercel AI SDK.",
    "**Temporal** is the heavyweight; **Inngest Agent Kit** is the developer-experience-first lightweight; **Mastra** and **Letta** are the two newer entrants built durable-first."
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  {
   "url": "https://wetheflywheel.com/en/guides/best-agent-orchestration-frameworks-2026",
   "title": "Best Agent Orchestration Frameworks 2026: Scored Comparison",
   "project": "Claude Agent SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agent Orchestration Frameworks 2026: Scored Comparison",
    "Ten agent orchestration frameworks scored: LangGraph, CrewAI, AutoGen, OpenAI Agents SDK, Letta, Mastra, Inngest, Temporal, Claude Agent SDK, Vercel AI SDK.",
    "Best for narrow agent surfaces where you want Anthropic's defaults."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
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  {
   "url": "https://wetheflywheel.com/en/guides/best-agent-orchestration-frameworks-2026",
   "title": "Best Agent Orchestration Frameworks 2026: Scored Comparison",
   "project": "Vercel AI SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agent Orchestration Frameworks 2026: Scored Comparison",
    "Ten agent orchestration frameworks scored: LangGraph, CrewAI, AutoGen, OpenAI Agents SDK, Letta, Mastra, Inngest, Temporal, Claude Agent SDK, Vercel AI SDK.",
    "Best-in-class as a streaming SDK for chat-first apps; not really an orchestration framework."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
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  {
   "url": "https://forem.com/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "44300",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Finding 1: Framework vs. Agent Confusion",
    "The top results by star count are **frameworks, not agents**.",
    "- **CrewAI** (44.3k \u2b50): Framework for building multi-agent systems"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### Finding 1: Framework vs. Agent Confusion",
    "The top results by star count are **frameworks, not agents**.",
    "- **CrewAI** (44.3k \u2b50): Framework for building multi-agent systems"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forem.com/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "AutoGen",
   "repository": null,
   "stars": "50400",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Finding 1: Framework vs. Agent Confusion",
    "The top results by star count are **frameworks, not agents**.",
    "- **AutoGen \u2192 Microsoft Agent Framework** (50.4k \u2b50): Multi-agent conversation framework"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### Finding 1: Framework vs. Agent Confusion",
    "The top results by star count are **frameworks, not agents**.",
    "- **AutoGen \u2192 Microsoft Agent Framework** (50.4k \u2b50): Multi-agent conversation framework"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forem.com/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "LangGraph",
   "repository": null,
   "stars": "20000",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Finding 1: Framework vs. Agent Confusion",
    "The top results by star count are **frameworks, not agents**.",
    "- **LangGraph** (20k+ \u2b50): Graph-based agent orchestration"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### Finding 1: Framework vs. Agent Confusion",
    "The top results by star count are **frameworks, not agents**.",
    "- **LangGraph** (20k+ \u2b50): Graph-based agent orchestration"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forem.com/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "gptme",
   "repository": null,
   "stars": "4194",
   "description": null,
   "license": null,
   "project_evidence": [
    "Projects I found in the sweet spot:",
    "- **gptme/gptme** (4,194 \u2b50) \u2014 \"Your agent in your terminal... Make your own persistent autonomous agent\""
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Projects I found in the sweet spot:",
    "- **gptme/gptme** (4,194 \u2b50) \u2014 \"Your agent in your terminal... Make your own persistent autonomous agent\""
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forem.com/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "eliza",
   "repository": null,
   "stars": "17548",
   "description": null,
   "license": null,
   "project_evidence": [
    "Projects I found in the sweet spot:",
    "- **elizaOS/eliza** (17,548 \u2b50) \u2014 \"Autonomous agents for everyone\""
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Projects I found in the sweet spot:",
    "- **elizaOS/eliza** (17,548 \u2b50) \u2014 \"Autonomous agents for everyone\""
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forem.com/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "openserv-labs/sdk",
   "repository": null,
   "stars": "134",
   "description": null,
   "license": null,
   "project_evidence": [
    "Projects I found in the sweet spot:",
    "- **openserv-labs/sdk** (134 \u2b50) \u2014 Framework with explicit inter-agent collaboration features"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Projects I found in the sweet spot:",
    "- **openserv-labs/sdk** (134 \u2b50) \u2014 Framework with explicit inter-agent collaboration features"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forem.com/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "TechNickAI/openclaw-config",
   "repository": null,
   "stars": "11",
   "description": null,
   "license": null,
   "project_evidence": [
    "Projects I found in the sweet spot:",
    "- **TechNickAI/openclaw-config** (11 \u2b50) \u2014 \"Your AI's operating system \u2014 memory, skills, workflows\" (architecture nearly identical to mine)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Projects I found in the sweet spot:",
    "- **TechNickAI/openclaw-config** (11 \u2b50) \u2014 \"Your AI's operating system \u2014 memory, skills, workflows\" (architecture nearly identical to mine)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forem.com/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "agents-squads/squads-cli",
   "repository": null,
   "stars": "27",
   "description": null,
   "license": null,
   "project_evidence": [
    "Projects I found in the sweet spot:",
    "- **agents-squads/squads-cli** (27 \u2b50) \u2014 \"CLI for managing AI agent squads. Status, memory, goals, feedback...\""
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Projects I found in the sweet spot:",
    "- **agents-squads/squads-cli** (27 \u2b50) \u2014 \"CLI for managing AI agent squads. Status, memory, goals, feedback...\""
   ],
   "description_evidence": null,
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  },
  {
   "url": "https://forem.com/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "sonnhfit/SonAgent",
   "repository": null,
   "stars": "36",
   "description": null,
   "license": null,
   "project_evidence": [
    "Projects I found in the sweet spot:",
    "- **sonnhfit/SonAgent** (36 \u2b50) \u2014 \"Self-Repairing Autonomous Agent for Digital Consciousness Backup\""
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Projects I found in the sweet spot:",
    "- **sonnhfit/SonAgent** (36 \u2b50) \u2014 \"Self-Repairing Autonomous Agent for Digital Consciousness Backup\""
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome-ai-agents.korchasa.dev",
   "title": "Awesome AI Agents",
   "project": "Agent Squad",
   "repository": "https://github.com/2FastLabs/agent-squad",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## AI Agent Frameworks & SDKs",
    "### Multi-Agent Collaboration Systems",
    "#### Multi-Agent Frameworks",
    "- [2FastLabs/agent-squad](https://github.com/2FastLabs/agent-squad) - Agent Squad is an open-source framework for orchestrating multiple AI agents to manage complex conversations, featuring intelligent intent classification, context management, and dual Python/TypeSc..."
   ],
   "repository_evidence": [
    "## AI Agent Frameworks & SDKs",
    "### Multi-Agent Collaboration Systems",
    "#### Multi-Agent Frameworks",
    "- [2FastLabs/agent-squad](https://github.com/2FastLabs/agent-squad) - Agent Squad is an open-source framework for orchestrating multiple AI agents to manage complex conversations, featuring intelligent intent classification, context management, and dual Python/TypeSc..."
   ],
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://ailearnings.in/blog/agent-framework-comparison",
   "title": "Agent Frameworks: LangGraph vs AutoGen vs CrewAI Tested (2026)",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "Agent Frameworks: LangGraph vs AutoGen vs CrewAI Tested (2026)",
    "The frameworks that matter in 2026 for production systems are LangGraph, CrewAI, AutoGen, and (to a lesser extent) AutoGPT.",
    "**LangGraph** \u2014 Maximum control."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
   "url": "https://ailearnings.in/blog/agent-framework-comparison",
   "title": "Agent Frameworks: LangGraph vs AutoGen vs CrewAI Tested (2026)",
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   "stars": null,
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   "project_evidence": [
    "Agent Frameworks: LangGraph vs AutoGen vs CrewAI Tested (2026)",
    "The frameworks that matter in 2026 for production systems are LangGraph, CrewAI, AutoGen, and (to a lesser extent) AutoGPT.",
    "**CrewAI** \u2014 Role-based abstraction."
   ],
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   "stars_evidence": null,
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   "url": "https://ailearnings.in/blog/agent-framework-comparison",
   "title": "Agent Frameworks: LangGraph vs AutoGen vs CrewAI Tested (2026)",
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   "project_evidence": [
    "Agent Frameworks: LangGraph vs AutoGen vs CrewAI Tested (2026)",
    "The frameworks that matter in 2026 for production systems are LangGraph, CrewAI, AutoGen, and (to a lesser extent) AutoGPT.",
    "**AutoGen** \u2014 Conversation-based."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  },
  {
   "url": "https://ailearnings.in/blog/agent-framework-comparison",
   "title": "Agent Frameworks: LangGraph vs AutoGen vs CrewAI Tested (2026)",
   "project": "AutoGPT",
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   "stars": null,
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   "license": null,
   "project_evidence": [
    "Agent Frameworks: LangGraph vs AutoGen vs CrewAI Tested (2026)",
    "The frameworks that matter in 2026 for production systems are LangGraph, CrewAI, AutoGen, and (to a lesser extent) AutoGPT.",
    "**AutoGPT** \u2014 Fully autonomous, minimal human-in-the-loop.",
    "See: https://github.com/Significant-Gravitas/AutoGPT"
   ],
   "repository_evidence": [
    "Agent Frameworks: LangGraph vs AutoGen vs CrewAI Tested (2026)",
    "### Framework 4: AutoGPT (reference)",
    "print ( \"See: https://github.com/Significant-Gravitas/AutoGPT\" )"
   ],
   "stars_evidence": null,
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   "url": "https://medium.com/@vibbs.dod/frameworks-for-orchestration-crewai-vs-autogen-330c4627b8cb",
   "title": "Frameworks for Orchestration: CrewAI vs. AutoGen",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "55000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Frameworks for Orchestration: CrewAI vs. AutoGen",
    "Frameworks for Orchestration: CrewAI vs. AutoGen",
    "CrewAI has a large, active user community with ~55k GitHub stars (as of mid-2026) and an active Discord."
   ],
   "repository_evidence": [
    "# Frameworks for Orchestration: CrewAI vs. AutoGen",
    "Frameworks for Orchestration: CrewAI vs. AutoGen",
    "As of the* [*stable 1.0 release (October 2025)*](https://github.com/crewAIInc/crewAI/releases)*,* [*CrewAI Flows*](https://docs.crewai.com/en/concepts/flows)* became a production-ready, event-driven layer that gives you precise, code-level control over orchestration (branching, conditional logic, human-in-the-loop checkpoints) while still calling Crews when you want that team behavior."
   ],
   "stars_evidence": [
    "# Frameworks for Orchestration: CrewAI vs. AutoGen",
    "Frameworks for Orchestration: CrewAI vs. AutoGen",
    "CrewAI has a large, active user community with ~55k GitHub stars (as of mid-2026) and an active Discord."
   ],
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   "url": "https://medium.com/@vibbs.dod/frameworks-for-orchestration-crewai-vs-autogen-330c4627b8cb",
   "title": "Frameworks for Orchestration: CrewAI vs. AutoGen",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "59000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Frameworks for Orchestration: CrewAI vs. AutoGen",
    "Frameworks for Orchestration: CrewAI vs. AutoGen",
    "AutoGen has ~59k stars and strong backing from Microsoft Research, but note that AutoGen itself is now in maintenance mode, and Microsoft directs new projects to the Microsoft Agent Framework."
   ],
   "repository_evidence": [
    "# Frameworks for Orchestration: CrewAI vs. AutoGen",
    "Frameworks for Orchestration: CrewAI vs. AutoGen"
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    "# Frameworks for Orchestration: CrewAI vs. AutoGen",
    "Frameworks for Orchestration: CrewAI vs. AutoGen",
    "AutoGen has ~59k stars and strong backing from Microsoft Research, but note that AutoGen itself is now in maintenance mode, and Microsoft directs new projects to the Microsoft Agent Framework."
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   "description_evidence": null,
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   "url": "https://github.com/Agnuxo1/awesome-ai-agents",
   "title": "Agnuxo1/awesome-ai-agents: A curated list of frameworks, tools, and resources for building and deploying AI agents. From multi-agent systems to autonomous coding assistants, this repository covers the latest advancements in AI agent technology. Perfect for developers, researchers, and AI enthusiasts exploring the future of autonomous systems. \u00b7 GitHub",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
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   "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)",
    "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": [
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    "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 |"
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   "url": "https://nolist.ai/item/dify",
   "title": "Dify \u2014 Review (Score: 76/100) - nolist.ai",
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   "stars": "130000",
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   "license": null,
   "project_evidence": [
    "![icon of Dify](https://img.nolist.ai/icons/dify.png)",
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   "repository_evidence": [
    "![icon of Dify](https://img.nolist.ai/icons/dify.png)",
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    "- GitHub[130,000](https://github.com/langgenius/dify)"
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   "stars_evidence": [
    "![icon of Dify](https://img.nolist.ai/icons/dify.png)",
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    "- GitHub[130,000](https://github.com/langgenius/dify)"
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   "description_evidence": null,
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   "url": "https://myengineeringpath.dev/tools/agentic-frameworks",
   "title": "Agentic AI Frameworks 2026 \u2014 LangGraph, CrewAI & AutoGen",
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    "Section titled \u201cOfficial Documentation\u201d",
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  {
   "url": "https://myengineeringpath.dev/tools/agentic-frameworks",
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  {
   "url": "https://accio.com/wow/guide-multi-agent-orchestration-frameworks.html",
   "title": "Multi-Agent Orchestration Frameworks: Complete Comparison Guide 2026",
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    "This requirement has propelled LangGraph to the forefront for enterprise use cases.",
    "| Comparison Dimension | LangGraph | CrewAI | AutoGen | OpenAI Swarm |"
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   "url": "https://accio.com/wow/guide-multi-agent-orchestration-frameworks.html",
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    "| Comparison Dimension | LangGraph | CrewAI | AutoGen | OpenAI Swarm |"
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   "url": "https://accio.com/wow/guide-multi-agent-orchestration-frameworks.html",
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    "| Comparison Dimension | LangGraph | CrewAI | AutoGen | OpenAI Swarm |"
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    "Agent Orchestration 2026: LangGraph Becomes the Default, Microsoft Consolidates Onto One Framework",
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   "url": "https://github.com/0xNyk/awesome-agent-cortex/blob/main/README.md",
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    "## Agent Frameworks",
    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [AG2](https://github.com/ag2ai/ag2) - Open-source AgentOS for building multi-agent systems (evolved from AutoGen)."
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    "Multi-agent orchestration, single-agent SDKs, and runtime frameworks.",
    "- [AG2](https://github.com/ag2ai/ag2) - Open-source AgentOS for building multi-agent systems (evolved from AutoGen)."
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    "| [ModelScope-Agent](https://github.com/modelscope/modelscope-agent) | Alibaba | Python | 2023-09 |"
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    "| [Letta (MemGPT)](https://www.letta.com/) | Letta / UC Berkeley team | Python | 2023-10 |"
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   "url": "https://interconnectd.com/blog/35",
   "title": "Latest AI Insights and Collaborative Intelligence",
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   "project_evidence": [
    "## 2. What is Dify.ai? An open\u2011source LLM operating system",
    "Released under the **MIT license**, Dify can be self\u2011hosted via Docker or used in their cloud sandbox."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## 2. What is Dify.ai? An open\u2011source LLM operating system",
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   "project_evidence": [
    "## 6. Dify vs. alternatives \u2013 a 2026 comparison",
    "| Platform | Open source | Non\u2011coder ease | RAG capabilities | Agent reasoning | Self\u2011hosting |",
    "| LangFlow | \u2705 MIT | \u2b50\u2b50 (requires dev) | \u2b50\u2b50\u2b50 (manual setup) | via LangChain tools | \u2705 Docker |"
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    "## 6. Dify vs. alternatives \u2013 a 2026 comparison",
    "| Platform | Open source | Non\u2011coder ease | RAG capabilities | Agent reasoning | Self\u2011hosting |",
    "| Flowise | \u2705 Apache 2.0 | \u2b50\u2b50\u2b50 (visual but cluttered) | \u2b50\u2b50\u2b50\u2b50 (multiple vector dbs) | basic chains, limited agent | \u2705 Docker |"
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    "## 6. Dify vs. alternatives \u2013 a 2026 comparison",
    "| Platform | Open source | Non\u2011coder ease | RAG capabilities | Agent reasoning | Self\u2011hosting |",
    "| LangChain (code) | \u2705 MIT | \u2b50 (programming required) | \u2b50\u2b50\u2b50\u2b50\u2b50 (flexible) | \u2b50\u2b50\u2b50\u2b50\u2b50 (full control) | \u2705 any |"
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   "title": "LangGraph vs CrewAI vs AutoGen: Best AI Agent Framework 2026",
   "project": "LangGraph",
   "repository": null,
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   "project_evidence": [
    "This guide cuts through the marketing and gives you a direct comparison based on architecture, real benchmarks, GitHub adoption, and the production use cases each framework is actually good at.",
    "Three names dominate every serious comparison: **LangGraph**, **CrewAI**, and **AutoGen**.",
    "## LangGraph: The Production Standard for Complex Workflows",
    "**LangGraph** models your agent as a directed graph: nodes represent actions (call a model, run a tool, check a condition), and edges represent transitions between them."
   ],
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   "title": "LangGraph vs CrewAI vs AutoGen: Best AI Agent Framework 2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "44600",
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   "license": null,
   "project_evidence": [
    "This guide cuts through the marketing and gives you a direct comparison based on architecture, real benchmarks, GitHub adoption, and the production use cases each framework is actually good at.",
    "Three names dominate every serious comparison: **LangGraph**, **CrewAI**, and **AutoGen**.",
    "## CrewAI: The Intuitive Choice for Business Process Automation",
    "**CrewAI** takes a fundamentally different approach: it models multi-agent systems as a *team*."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This guide cuts through the marketing and gives you a direct comparison based on architecture, real benchmarks, GitHub adoption, and the production use cases each framework is actually good at.",
    "Three names dominate every serious comparison: **LangGraph**, **CrewAI**, and **AutoGen**.",
    "## CrewAI: The Intuitive Choice for Business Process Automation",
    "With [44,600+ GitHub stars](https://openagents.org/blog/posts/2026-02-23-open-source-ai-agent-frameworks-compared) and adoption at roughly **60% of Fortune 500 companies**, CrewAI is the most widely deployed multi-agent framework by enterprise headcount."
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   "url": "https://codeoxi.com/blog/ai-agent-frameworks-langgraph-crewai-autogen-2026",
   "title": "LangGraph vs CrewAI vs AutoGen: Best AI Agent Framework 2026",
   "project": "AutoGen",
   "repository": null,
   "stars": "54000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide cuts through the marketing and gives you a direct comparison based on architecture, real benchmarks, GitHub adoption, and the production use cases each framework is actually good at.",
    "Three names dominate every serious comparison: **LangGraph**, **CrewAI**, and **AutoGen**.",
    "## AutoGen: The Conversational Framework in Transition",
    "**AutoGen** pioneered the conversational multi-agent paradigm \u2014 agents that communicate with each other through structured dialogue, with a human-in-the-loop at configurable checkpoints."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This guide cuts through the marketing and gives you a direct comparison based on architecture, real benchmarks, GitHub adoption, and the production use cases each framework is actually good at.",
    "Three names dominate every serious comparison: **LangGraph**, **CrewAI**, and **AutoGen**.",
    "## AutoGen: The Conversational Framework in Transition",
    "It reached **54,000 GitHub stars** before Microsoft made a strategic decision to merge it with Semantic Kernel into the unified **Microsoft Agent Framework**, which reached v1.0 general availability in April 2026."
   ],
   "description_evidence": null,
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  },
  {
   "url": "https://awesome.ecosyste.ms/lists/supersynergy%2Fawesome-ai-agents-2025?topic=anthropic",
   "title": "awesome-ai-agents-2025 | Ecosyste.ms: Awesome",
   "project": "Open Interpreter",
   "repository": "github.com/OpenInterpreter/open-interpreter",
   "stars": null,
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    "# awesome-ai-agents-2025",
    "- ## 1. Agent Frameworks (Production-Ready)",
    "  - ### Local / Open-Source Runtimes",
    "    - [Open Interpreter](/projects/github.com%2FOpenInterpreter%2Fopen-interpreter)"
   ],
   "repository_evidence": [
    "# awesome-ai-agents-2025",
    "- ## 1. Agent Frameworks (Production-Ready)",
    "  - ### Local / Open-Source Runtimes",
    "    - [Open Interpreter](/projects/github.com%2FOpenInterpreter%2Fopen-interpreter)"
   ],
   "stars_evidence": null,
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  },
  {
   "url": "https://awesome.ecosyste.ms/lists/supersynergy%2Fawesome-ai-agents-2025?topic=anthropic",
   "title": "awesome-ai-agents-2025 | Ecosyste.ms: Awesome",
   "project": "Dify",
   "repository": "github.com/langgenius/dify",
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   "project_evidence": [
    "# awesome-ai-agents-2025",
    "- ## 1. Agent Frameworks (Production-Ready)",
    "  - ### Local / Open-Source Runtimes",
    "    - [Dify](/projects/github.com%2Flanggenius%2Fdify) - hosted | Teams wanting GUI agent builder |"
   ],
   "repository_evidence": [
    "# awesome-ai-agents-2025",
    "- ## 1. Agent Frameworks (Production-Ready)",
    "  - ### Local / Open-Source Runtimes",
    "    - [Dify](/projects/github.com%2Flanggenius%2Fdify) - hosted | Teams wanting GUI agent builder |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/supersynergy%2Fawesome-ai-agents-2025?topic=anthropic",
   "title": "awesome-ai-agents-2025 | Ecosyste.ms: Awesome",
   "project": "Flowise",
   "repository": "github.com/FlowiseAI/Flowise",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents-2025",
    "- ## 1. Agent Frameworks (Production-Ready)",
    "  - ### Local / Open-Source Runtimes",
    "    - [Flowise](/projects/github.com%2FFlowiseAI%2FFlowise) - and-drop node editor | Low-code agent building |"
   ],
   "repository_evidence": [
    "# awesome-ai-agents-2025",
    "- ## 1. Agent Frameworks (Production-Ready)",
    "  - ### Local / Open-Source Runtimes",
    "    - [Flowise](/projects/github.com%2FFlowiseAI%2FFlowise) - and-drop node editor | Low-code agent building |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
   "url": "https://awesome.ecosyste.ms/lists/supersynergy%2Fawesome-ai-agents-2025?topic=anthropic",
   "title": "awesome-ai-agents-2025 | Ecosyste.ms: Awesome",
   "project": "Goose",
   "repository": "github.com/block/goose",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents-2025",
    "- ## 1. Agent Frameworks (Production-Ready)",
    "  - ### Local / Open-Source Runtimes",
    "    - [Goose](/projects/github.com%2Fblock%2Fgoose) - native | Developer automation on local machines |"
   ],
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    "## PraisonAI"
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    "The [MCPFind ai-ml category](/categories/ai-ml) indexes 1,021 servers as of May 2026, and the average star count (93.11 per server) is the highest of any category in the directory.",
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   "repository": "https://github.com/microsoft/autogen",
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   "description": null,
   "license": null,
   "project_evidence": [
    "Microsoft's AutoGen is one of the most widely used multi-agent orchestration libraries in production, and the AutoGen MCP server (slug `ai-smithery-dynamicendpoints-autogen-mcp`) exposes its core primitives through the MCP protocol.",
    "The [MCPFind ai-ml category](/categories/ai-ml) indexes 1,021 servers as of May 2026, and the average star count (93.11 per server) is the highest of any category in the directory.",
    "## AutoGen MCP"
   ],
   "repository_evidence": [
    "License details: check the [repository](https://github.com/microsoft/autogen) before production use.",
    "The [MCPFind ai-ml category](/categories/ai-ml) indexes 1,021 servers as of May 2026, and the average star count (93.11 per server) is the highest of any category in the directory.",
    "## AutoGen MCP"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpfind.org/blog/best-ai-ml-mcp-servers-agent-toolchains",
   "title": "Best AI-ML MCP Servers for Agent Toolchains in 2026",
   "project": "Memory MCP",
   "repository": "github.com/yuvalsuede/memory-mcp",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Memory MCP (github.com/yuvalsuede/memory-mcp, slug `io-github-yuvalsuede-memory-mcp`) tackles that by providing a persistent key-value storage layer the agent can read from and write to across sessions, implemented as a local server with no external dependencies.",
    "The [MCPFind ai-ml category](/categories/ai-ml) indexes 1,021 servers as of May 2026, and the average star count (93.11 per server) is the highest of any category in the directory.",
    "## Memory MCP"
   ],
   "repository_evidence": [
    "Memory MCP (github.com/yuvalsuede/memory-mcp, slug `io-github-yuvalsuede-memory-mcp`) tackles that by providing a persistent key-value storage layer the agent can read from and write to across sessions, implemented as a local server with no external dependencies.",
    "The [MCPFind ai-ml category](/categories/ai-ml) indexes 1,021 servers as of May 2026, and the average star count (93.11 per server) is the highest of any category in the directory.",
    "## Memory MCP"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpfind.org/blog/best-ai-ml-mcp-servers-agent-toolchains",
   "title": "Best AI-ML MCP Servers for Agent Toolchains in 2026",
   "project": "AgentSkb",
   "repository": "github.com/cranot/agentskb",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "It provides a structured knowledge base the agent can query with natural-language questions.",
    "The [MCPFind ai-ml category](/categories/ai-ml) indexes 1,021 servers as of May 2026, and the average star count (93.11 per server) is the highest of any category in the directory.",
    "## AgentSkb"
   ],
   "repository_evidence": [
    "It provides a structured knowledge base the agent can query with natural-language questions.",
    "The [MCPFind ai-ml category](/categories/ai-ml) indexes 1,021 servers as of May 2026, and the average star count (93.11 per server) is the highest of any category in the directory.",
    "## AgentSkb"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2FAgentEra%2FAgently",
   "title": "Ecosyste.ms: Awesome",
   "project": "Agently",
   "repository": "https://github.com/AgentEra/Agently",
   "stars": "1584",
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/AgentEra/Agently",
    "- [awesome-agent-frameworks](/lists/alexbevi%2Fawesome-agent-frameworks) - Agently - AI application runtime for structured outputs, observable actions, runtime skills, MCP capabilities, process streams, and recoverable workflows. (Agent SDK / framework)"
   ],
   "repository_evidence": [
    "# https://github.com/AgentEra/Agently",
    "[https://github.com/AgentEra/Agently](https://github.com/AgentEra/Agently)",
    "- URL: [https://github.com/AgentEra/Agently](https://github.com/AgentEra/Agently)"
   ],
   "stars_evidence": [
    "# https://github.com/AgentEra/Agently",
    "- Stars: 1,584"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pikvue.com/dify-vs-langflow-vs-flowise-which-visual-llm-app-builder-is-the-best-bet-in-2026",
   "title": "Dify vs LangFlow vs Flowise: Which Visual LLM App Builder Is the Best Bet in 2026?",
   "project": "Dify",
   "repository": null,
   "stars": "142000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Dify vs LangFlow vs Flowise: Which Visual LLM App Builder Is the Best Bet in 2026?",
    "Among the most discussed names are Dify, LangFlow, and Flowise."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Dify vs LangFlow vs Flowise: Which Visual LLM App Builder Is the Best Bet in 2026?",
    "Dify has about 142k stars, LangFlow about 149k stars, and Flowise about 53k stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pikvue.com/dify-vs-langflow-vs-flowise-which-visual-llm-app-builder-is-the-best-bet-in-2026",
   "title": "Dify vs LangFlow vs Flowise: Which Visual LLM App Builder Is the Best Bet in 2026?",
   "project": "LangFlow",
   "repository": null,
   "stars": "149000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Dify vs LangFlow vs Flowise: Which Visual LLM App Builder Is the Best Bet in 2026?",
    "Among the most discussed names are Dify, LangFlow, and Flowise."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Dify vs LangFlow vs Flowise: Which Visual LLM App Builder Is the Best Bet in 2026?",
    "Dify has about 142k stars, LangFlow about 149k stars, and Flowise about 53k stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pikvue.com/dify-vs-langflow-vs-flowise-which-visual-llm-app-builder-is-the-best-bet-in-2026",
   "title": "Dify vs LangFlow vs Flowise: Which Visual LLM App Builder Is the Best Bet in 2026?",
   "project": "Flowise",
   "repository": null,
   "stars": "53000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Dify vs LangFlow vs Flowise: Which Visual LLM App Builder Is the Best Bet in 2026?",
    "Among the most discussed names are Dify, LangFlow, and Flowise."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Dify vs LangFlow vs Flowise: Which Visual LLM App Builder Is the Best Bet in 2026?",
    "Dify has about 142k stars, LangFlow about 149k stars, and Flowise about 53k stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/ai-agent-frameworks-comparison-2026",
   "title": "LangChain vs CrewAI vs AutoGen vs LlamaIndex vs LangGraph \u2014 AI Agent Frameworks Compared (2026)",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "141000",
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs CrewAI vs AutoGen vs LlamaIndex vs LangGraph \u2014 AI Agent Frameworks Compared (2026)",
    "Side-by-side comparison of the top 5 open-source AI agent frameworks in 2026.",
    "## 1. LangChain \u2014 The Integration Powerhouse #"
   ],
   "repository_evidence": [
    "LangChain vs CrewAI vs AutoGen vs LlamaIndex vs LangGraph \u2014 AI Agent Frameworks Compared (2026)",
    "Side-by-side comparison of the top 5 open-source AI agent frameworks in 2026.",
    "github_repo: langchain-ai/langchain",
    "name: GitHub url: [https://github.com/langchain-ai/langchain](https://github.com/langchain-ai/langchain) type: star_count"
   ],
   "stars_evidence": [
    "LangChain vs CrewAI vs AutoGen vs LlamaIndex vs LangGraph \u2014 AI Agent Frameworks Compared (2026)",
    "Side-by-side comparison of the top 5 open-source AI agent frameworks in 2026.",
    "- **LangChain** (141k \u2605) \u2014 Best for production-grade LLM apps with extensive integrations"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/ai-agent-frameworks-comparison-2026",
   "title": "LangChain vs CrewAI vs AutoGen vs LlamaIndex vs LangGraph \u2014 AI Agent Frameworks Compared (2026)",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "54600",
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs CrewAI vs AutoGen vs LlamaIndex vs LangGraph \u2014 AI Agent Frameworks Compared (2026)",
    "Side-by-side comparison of the top 5 open-source AI agent frameworks in 2026.",
    "## 2. CrewAI \u2014 Multi-Agent Collaboration Made Simple #"
   ],
   "repository_evidence": [
    "LangChain vs CrewAI vs AutoGen vs LlamaIndex vs LangGraph \u2014 AI Agent Frameworks Compared (2026)",
    "Side-by-side comparison of the top 5 open-source AI agent frameworks in 2026.",
    "name: GitHub url: [https://github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) type: star_count"
   ],
   "stars_evidence": [
    "LangChain vs CrewAI vs AutoGen vs LlamaIndex vs LangGraph \u2014 AI Agent Frameworks Compared (2026)",
    "Side-by-side comparison of the top 5 open-source AI agent frameworks in 2026.",
    "- **CrewAI** (54.6k \u2605) \u2014 Best for multi-agent collaboration with role-based workflows"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/ai-agent-frameworks-comparison-2026",
   "title": "LangChain vs CrewAI vs AutoGen vs LlamaIndex vs LangGraph \u2014 AI Agent Frameworks Compared (2026)",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "59400",
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs CrewAI vs AutoGen vs LlamaIndex vs LangGraph \u2014 AI Agent Frameworks Compared (2026)",
    "Side-by-side comparison of the top 5 open-source AI agent frameworks in 2026.",
    "## 3. Microsoft AutoGen \u2014 Conversational Agent Framework #"
   ],
   "repository_evidence": [
    "LangChain vs CrewAI vs AutoGen vs LlamaIndex vs LangGraph \u2014 AI Agent Frameworks Compared (2026)",
    "Side-by-side comparison of the top 5 open-source AI agent frameworks in 2026.",
    "name: GitHub url: [https://github.com/microsoft/autogen](https://github.com/microsoft/autogen) type: star_count"
   ],
   "stars_evidence": [
    "LangChain vs CrewAI vs AutoGen vs LlamaIndex vs LangGraph \u2014 AI Agent Frameworks Compared (2026)",
    "Side-by-side comparison of the top 5 open-source AI agent frameworks in 2026.",
    "- **Microsoft AutoGen** (59.4k \u2605) \u2014 Best for research-grade conversational agents and enterprise scenarios"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/ai-agent-frameworks-comparison-2026",
   "title": "LangChain vs CrewAI vs AutoGen vs LlamaIndex vs LangGraph \u2014 AI Agent Frameworks Compared (2026)",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "50500",
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs CrewAI vs AutoGen vs LlamaIndex vs LangGraph \u2014 AI Agent Frameworks Compared (2026)",
    "Side-by-side comparison of the top 5 open-source AI agent frameworks in 2026.",
    "## 4. LlamaIndex \u2014 The Data Foundation #"
   ],
   "repository_evidence": [
    "LangChain vs CrewAI vs AutoGen vs LlamaIndex vs LangGraph \u2014 AI Agent Frameworks Compared (2026)",
    "Side-by-side comparison of the top 5 open-source AI agent frameworks in 2026.",
    "name: GitHub url: [https://github.com/run-llama/llama_index](https://github.com/run-llama/llama_index) type: star_count"
   ],
   "stars_evidence": [
    "LangChain vs CrewAI vs AutoGen vs LlamaIndex vs LangGraph \u2014 AI Agent Frameworks Compared (2026)",
    "Side-by-side comparison of the top 5 open-source AI agent frameworks in 2026.",
    "- **LlamaIndex** (50.5k \u2605) \u2014 Best for document-centric AI with RAG and data indexing"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/ai-agent-frameworks-comparison-2026",
   "title": "LangChain vs CrewAI vs AutoGen vs LlamaIndex vs LangGraph \u2014 AI Agent Frameworks Compared (2026)",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "36000",
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs CrewAI vs AutoGen vs LlamaIndex vs LangGraph \u2014 AI Agent Frameworks Compared (2026)",
    "Side-by-side comparison of the top 5 open-source AI agent frameworks in 2026.",
    "## 5. LangGraph \u2014 Stateful Agent Workflows #"
   ],
   "repository_evidence": [
    "LangChain vs CrewAI vs AutoGen vs LlamaIndex vs LangGraph \u2014 AI Agent Frameworks Compared (2026)",
    "Side-by-side comparison of the top 5 open-source AI agent frameworks in 2026.",
    "name: GitHub url: [https://github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) type: star_count"
   ],
   "stars_evidence": [
    "LangChain vs CrewAI vs AutoGen vs LlamaIndex vs LangGraph \u2014 AI Agent Frameworks Compared (2026)",
    "Side-by-side comparison of the top 5 open-source AI agent frameworks in 2026.",
    "- **LangGraph** (36k \u2605) \u2014 Best for stateful, graph-based agent workflows with human-in-the-loop"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pkgpulse.com/guides/best-npm-packages-ai-agents-2026",
   "title": "Top npm Packages for AI Agents in 2026 (Ranked)",
   "project": "Vercel AI SDK",
   "repository": null,
   "stars": "38000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top npm Packages for AI Agents in 2026 (Ranked)",
    "Mastra, OpenAI Agents SDK, LangGraph.js, and Vercel AI SDK compared.",
    "## 1. Vercel AI SDK \u2014 Tools and Agents"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top npm Packages for AI Agents in 2026 (Ranked)",
    "## 1. Vercel AI SDK \u2014 Tools and Agents",
    "**Package**: `ai` + `@ai-sdk/openai` (or any provider) **Weekly downloads**: ~2.8M **GitHub stars**: ~38K **Best for**: Agents that need tight React/Next.js integration"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pkgpulse.com/guides/best-npm-packages-ai-agents-2026",
   "title": "Top npm Packages for AI Agents in 2026 (Ranked)",
   "project": "Mastra",
   "repository": null,
   "stars": "12000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top npm Packages for AI Agents in 2026 (Ranked)",
    "Mastra, OpenAI Agents SDK, LangGraph.js, and Vercel AI SDK compared.",
    "## 2. Mastra \u2014 TypeScript-Native Agent Framework"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top npm Packages for AI Agents in 2026 (Ranked)",
    "## 2. Mastra \u2014 TypeScript-Native Agent Framework",
    "**Package**: `@mastra/core` **GitHub stars**: ~12K **Backed by**: YC W25 (from the team behind Gatsby) **Best for**: Full production agent systems with observability"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pkgpulse.com/guides/best-npm-packages-ai-agents-2026",
   "title": "Top npm Packages for AI Agents in 2026 (Ranked)",
   "project": "LangGraph.js",
   "repository": null,
   "stars": "8000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top npm Packages for AI Agents in 2026 (Ranked)",
    "Mastra, OpenAI Agents SDK, LangGraph.js, and Vercel AI SDK compared.",
    "## 3. LangGraph.js \u2014 Stateful Multi-Agent Orchestration"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top npm Packages for AI Agents in 2026 (Ranked)",
    "## 3. LangGraph.js \u2014 Stateful Multi-Agent Orchestration",
    "**Package**: `@langchain/langgraph` **Monthly downloads (ecosystem)**: 34.5M **GitHub stars**: 8K+ (JS repo) **Best for**: Complex, stateful, multi-agent workflows"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pkgpulse.com/guides/best-npm-packages-ai-agents-2026",
   "title": "Top npm Packages for AI Agents in 2026 (Ranked)",
   "project": "@openai/agents",
   "repository": "openai/openai-agents-js",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top npm Packages for AI Agents in 2026 (Ranked)",
    "Mastra, OpenAI Agents SDK, LangGraph.js, and Vercel AI SDK compared.",
    "## 4. @openai/agents \u2014 OpenAI's Official TypeScript Agent SDK"
   ],
   "repository_evidence": [
    "# Top npm Packages for AI Agents in 2026 (Ranked)",
    "## 4. @openai/agents \u2014 OpenAI's Official TypeScript Agent SDK",
    "**Package**: `@openai/agents` **GitHub**: openai/openai-agents-js **Best for**: OpenAI-committed teams, voice agents, Swarm-style handoffs"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pkgpulse.com/guides/best-npm-packages-ai-agents-2026",
   "title": "Top npm Packages for AI Agents in 2026 (Ranked)",
   "project": "Google GenAI SDK",
   "repository": null,
   "stars": "5000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top npm Packages for AI Agents in 2026 (Ranked)",
    "## 5. Google GenAI SDK \u2014 Gemini Agents"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top npm Packages for AI Agents in 2026 (Ranked)",
    "## 5. Google GenAI SDK \u2014 Gemini Agents",
    "**Package**: `@google/genai` **GitHub stars**: 5K+ **Best for**: Gemini models, Google Cloud workloads"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/caramaschihg%2Fawesome-ai-agents-2026",
   "title": "awesome-ai-agents-2026 | Ecosyste.ms: Awesome",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### General Purpose",
    "    - [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - based orchestration. Stateful directed graphs. |"
   ],
   "repository_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### General Purpose",
    "    - [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - based orchestration. Stateful directed graphs. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/caramaschihg%2Fawesome-ai-agents-2026",
   "title": "awesome-ai-agents-2026 | Ecosyste.ms: Awesome",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### General Purpose",
    "    - [LlamaIndex](/projects/github.com%2Frun-llama%2Fllama_index) - focused. Best for RAG agents. |"
   ],
   "repository_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### General Purpose",
    "    - [LlamaIndex](/projects/github.com%2Frun-llama%2Fllama_index) - focused. Best for RAG agents. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/caramaschihg%2Fawesome-ai-agents-2026",
   "title": "awesome-ai-agents-2026 | Ecosyste.ms: Awesome",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### General Purpose",
    "    - [Haystack](/projects/github.com%2Fdeepset-ai%2Fhaystack) - based. Search and retrieval. |"
   ],
   "repository_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### General Purpose",
    "    - [Haystack](/projects/github.com%2Fdeepset-ai%2Fhaystack) - based. Search and retrieval. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/caramaschihg%2Fawesome-ai-agents-2026",
   "title": "awesome-ai-agents-2026 | Ecosyste.ms: Awesome",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### General Purpose",
    "    - [Pydantic AI](/projects/github.com%2Fpydantic%2Fpydantic-ai) - safe. Clean Pythonic API. Production-ready. |"
   ],
   "repository_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### General Purpose",
    "    - [Pydantic AI](/projects/github.com%2Fpydantic%2Fpydantic-ai) - safe. Clean Pythonic API. Production-ready. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/caramaschihg%2Fawesome-ai-agents-2026",
   "title": "awesome-ai-agents-2026 | Ecosyste.ms: Awesome",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### General Purpose",
    "    - [DSPy](/projects/github.com%2Fstanfordnlp%2Fdspy) - optimizes. |"
   ],
   "repository_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### General Purpose",
    "    - [DSPy](/projects/github.com%2Fstanfordnlp%2Fdspy) - optimizes. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/caramaschihg%2Fawesome-ai-agents-2026",
   "title": "awesome-ai-agents-2026 | Ecosyste.ms: Awesome",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### General Purpose",
    "    - [Mastra](/projects/github.com%2Fmastra-ai%2Fmastra) - first. Observational Memory. Apache 2.0. |"
   ],
   "repository_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### General Purpose",
    "    - [Mastra](/projects/github.com%2Fmastra-ai%2Fmastra) - first. Observational Memory. Apache 2.0. |"
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   "project": "Agno",
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   "project_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### Lightweight / Minimalist",
    "    - [Agno](/projects/github.com%2Fagno-agi%2Fagno) - agnostic. |"
   ],
   "repository_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### Lightweight / Minimalist",
    "    - [Agno](/projects/github.com%2Fagno-agi%2Fagno) - agnostic. |"
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   "stars_evidence": null,
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   "url": "https://awesome.ecosyste.ms/lists/caramaschihg%2Fawesome-ai-agents-2026",
   "title": "awesome-ai-agents-2026 | Ecosyste.ms: Awesome",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
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   "project_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### Multi-Agent Orchestration",
    "    - [AutoGen](/projects/github.com%2Fmicrosoft%2Fautogen) - agent conversations. |"
   ],
   "repository_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### Multi-Agent Orchestration",
    "    - [AutoGen](/projects/github.com%2Fmicrosoft%2Fautogen) - agent conversations. |"
   ],
   "stars_evidence": null,
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  {
   "url": "https://awesome.ecosyste.ms/lists/caramaschihg%2Fawesome-ai-agents-2026",
   "title": "awesome-ai-agents-2026 | Ecosyste.ms: Awesome",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
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   "project_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### Multi-Agent Orchestration",
    "    - [CrewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - based crew members with goals and tools. Used by 60%+ Fortune 500. |"
   ],
   "repository_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### Multi-Agent Orchestration",
    "    - [CrewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - based crew members with goals and tools. Used by 60%+ Fortune 500. |"
   ],
   "stars_evidence": null,
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  {
   "url": "https://awesome.ecosyste.ms/lists/caramaschihg%2Fawesome-ai-agents-2026",
   "title": "awesome-ai-agents-2026 | Ecosyste.ms: Awesome",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### Multi-Agent Orchestration",
    "    - [OpenAI Agents SDK](/projects/github.com%2Fopenai%2Fopenai-agents-python) - step agents with handoffs. |"
   ],
   "repository_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### Multi-Agent Orchestration",
    "    - [OpenAI Agents SDK](/projects/github.com%2Fopenai%2Fopenai-agents-python) - step agents with handoffs. |"
   ],
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/caramaschihg%2Fawesome-ai-agents-2026",
   "title": "awesome-ai-agents-2026 | Ecosyste.ms: Awesome",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### Multi-Agent Orchestration",
    "    - [Strands Agents](/projects/github.com%2Fstrands-agents%2Fsdk-python) - backed. Model-driven tool use. |"
   ],
   "repository_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### Multi-Agent Orchestration",
    "    - [Strands Agents](/projects/github.com%2Fstrands-agents%2Fsdk-python) - backed. Model-driven tool use. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/caramaschihg%2Fawesome-ai-agents-2026",
   "title": "awesome-ai-agents-2026 | Ecosyste.ms: Awesome",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### Multi-Agent Orchestration",
    "    - [CAMEL](/projects/github.com%2Fcamel-ai%2Fcamel) - based simulation. Collaborative reasoning. |"
   ],
   "repository_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### Multi-Agent Orchestration",
    "    - [CAMEL](/projects/github.com%2Fcamel-ai%2Fcamel) - based simulation. Collaborative reasoning. |"
   ],
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/caramaschihg%2Fawesome-ai-agents-2026",
   "title": "awesome-ai-agents-2026 | Ecosyste.ms: Awesome",
   "project": "Bernstein",
   "repository": "https://github.com/chernistry/bernstein",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### Multi-Agent Orchestration",
    "    - [Bernstein](/projects/github.com%2Fchernistry%2Fbernstein) - driven verification. Zero LLM tokens on coordination. |"
   ],
   "repository_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### Multi-Agent Orchestration",
    "    - [Bernstein](/projects/github.com%2Fchernistry%2Fbernstein) - driven verification. Zero LLM tokens on coordination. |"
   ],
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/caramaschihg%2Fawesome-ai-agents-2026",
   "title": "awesome-ai-agents-2026 | Ecosyste.ms: Awesome",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### Multi-Agent Orchestration",
    "    - [AgentScope](/projects/github.com%2Fmodelscope%2Fagentscope) - agent framework. |"
   ],
   "repository_evidence": [
    "# awesome-ai-agents-2026",
    "- ## \ud83e\uddf1 Agent Frameworks",
    "  - ### Multi-Agent Orchestration",
    "    - [AgentScope](/projects/github.com%2Fmodelscope%2Fagentscope) - agent framework. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tekai.dev/references/2026-04-04-dify-ai",
   "title": "Dify.ai -- Agentic Workflow Builder for LLM Applications",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "136000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Dify.ai -- Agentic Workflow Builder for LLM Applications",
    "- Dify is an open-source (Apache 2.0 with restrictions) platform for building LLM-powered applications with visual workflow builder, RAG pipeline, agent framework, and multi-model support. 136k+ GitHub stars, $30M Series Pre-A at $180M valuation (March 2026)."
   ],
   "repository_evidence": [
    "## Claim: \u201c5M+ downloads, 800+ contributors, deployed across 20+ countries\u201d",
    "- [Dify GitHub Repository](https://github.com/langgenius/dify)"
   ],
   "stars_evidence": [
    "# Dify.ai -- Agentic Workflow Builder for LLM Applications",
    "- Dify is an open-source (Apache 2.0 with restrictions) platform for building LLM-powered applications with visual workflow builder, RAG pipeline, agent framework, and multi-model support. 136k+ GitHub stars, $30M Series Pre-A at $180M valuation (March 2026)."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ellenox.com/post/best-open-source-platforms-and-frameworks-for-building-ai-agents",
   "title": "Best Open Source Platforms and Frameworks for Building AI Agents (2025)",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 7 Functional Categories of AI Agent Frameworks And Platforms",
    "These libraries provide the foundation for defining and managing LLM agents. They support planning, memory, retries, tool use, and inter-agent communication. Most are modular and work with any model via API.",
    "| Name | Description | LLM Support | Best For | License | Link |",
    "| AutoGen (Microsoft) | Multi-agent orchestration with async messaging and GUI via Studio | Any via API | Research and enterprise systems | MIT | GitHub |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://ellenox.com/post/best-open-source-platforms-and-frameworks-for-building-ai-agents",
   "title": "Best Open Source Platforms and Frameworks for Building AI Agents (2025)",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 7 Functional Categories of AI Agent Frameworks And Platforms",
    "These libraries provide the foundation for defining and managing LLM agents. They support planning, memory, retries, tool use, and inter-agent communication. Most are modular and work with any model via API.",
    "| Name | Description | LLM Support | Best For | License | Link |",
    "| LangChain | Modular components for LLM tools, chains, memory, and agent flows | OpenAI, Anthropic, more | Custom LLM workflows | MIT | GitHub |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
   "url": "https://ellenox.com/post/best-open-source-platforms-and-frameworks-for-building-ai-agents",
   "title": "Best Open Source Platforms and Frameworks for Building AI Agents (2025)",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 7 Functional Categories of AI Agent Frameworks And Platforms",
    "These libraries provide the foundation for defining and managing LLM agents. They support planning, memory, retries, tool use, and inter-agent communication. Most are modular and work with any model via API.",
    "| Name | Description | LLM Support | Best For | License | Link |",
    "| LangGraph | Extension of LangChain for graph-based workflows and retry logic | Via LangChain | Long-running or branching workflows | Open source | GitHub |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ellenox.com/post/best-open-source-platforms-and-frameworks-for-building-ai-agents",
   "title": "Best Open Source Platforms and Frameworks for Building AI Agents (2025)",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 7 Functional Categories of AI Agent Frameworks And Platforms",
    "These libraries provide the foundation for defining and managing LLM agents. They support planning, memory, retries, tool use, and inter-agent communication. Most are modular and work with any model via API.",
    "| Name | Description | LLM Support | Best For | License | Link |",
    "| CrewAI | Role-based agents with planning, tool use, and memory | GPT, Claude, Gemini | Collaborative agent coordination | Open source | GitHub |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ellenox.com/post/best-open-source-platforms-and-frameworks-for-building-ai-agents",
   "title": "Best Open Source Platforms and Frameworks for Building AI Agents (2025)",
   "project": "AgentLite",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 7 Functional Categories of AI Agent Frameworks And Platforms",
    "These libraries provide the foundation for defining and managing LLM agents. They support planning, memory, retries, tool use, and inter-agent communication. Most are modular and work with any model via API.",
    "| Name | Description | LLM Support | Best For | License | Link |",
    "| AgentLite | Lightweight framework for traceable, low-level orchestration | Any via API | Research and structured task design | MIT | GitHub |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ellenox.com/post/best-open-source-platforms-and-frameworks-for-building-ai-agents",
   "title": "Best Open Source Platforms and Frameworks for Building AI Agents (2025)",
   "project": "Phidata",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 7 Functional Categories of AI Agent Frameworks And Platforms",
    "These libraries provide the foundation for defining and managing LLM agents. They support planning, memory, retries, tool use, and inter-agent communication. Most are modular and work with any model via API.",
    "| Name | Description | LLM Support | Best For | License | Link |",
    "| Phidata | Agent pipelines with dynamic routing and backend orchestration | Any | Adaptive logic and system-level flows | MIT | GitHub |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ellenox.com/post/best-open-source-platforms-and-frameworks-for-building-ai-agents",
   "title": "Best Open Source Platforms and Frameworks for Building AI Agents (2025)",
   "project": "Langroid",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 7 Functional Categories of AI Agent Frameworks And Platforms",
    "These libraries provide the foundation for defining and managing LLM agents. They support planning, memory, retries, tool use, and inter-agent communication. Most are modular and work with any model via API.",
    "| Name | Description | LLM Support | Best For | License | Link |",
    "| Langroid | Lightweight Python framework for chaining, retries, and CLI workflows | Any | Simple CLI agents and backend services | Open source | GitHub |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ellenox.com/post/best-open-source-platforms-and-frameworks-for-building-ai-agents",
   "title": "Best Open Source Platforms and Frameworks for Building AI Agents (2025)",
   "project": "MetaGPT",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 2. Developer and Code-Focused Agents",
    "These frameworks automate software development using structured LLM agents. Some simulate entire teams with roles like Developer, PM, and QA. Others focus on task-level code generation or validation.",
    "| Name | Description | LLM Support | Best For | License | Link |",
    "| MetaGPT | Agent team simulation with predefined PM, Dev, and QA roles | GPT family | Generating and testing full codebases | Open source | GitHub |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ellenox.com/post/best-open-source-platforms-and-frameworks-for-building-ai-agents",
   "title": "Best Open Source Platforms and Frameworks for Building AI Agents (2025)",
   "project": "SmolAgents",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 2. Developer and Code-Focused Agents",
    "These frameworks automate software development using structured LLM agents. Some simulate entire teams with roles like Developer, PM, and QA. Others focus on task-level code generation or validation.",
    "| Name | Description | LLM Support | Best For | License | Link |",
    "| SmolAgents | Minimal SDK for automating coding and scripting tasks | OpenAI, Hugging Face | Lightweight automation for dev workflows | Open source | GitHub |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ellenox.com/post/best-open-source-platforms-and-frameworks-for-building-ai-agents",
   "title": "Best Open Source Platforms and Frameworks for Building AI Agents (2025)",
   "project": "AgentKit",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 2. Developer and Code-Focused Agents",
    "These frameworks automate software development using structured LLM agents. Some simulate entire teams with roles like Developer, PM, and QA. Others focus on task-level code generation or validation.",
    "| Name | Description | LLM Support | Best For | License | Link |",
    "| AgentKit | LangChain extension with out-of-the-box agent workflows | LangChain-compatible | Fast prototyping and enterprise-ready tasks | Open source | GitHub |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ellenox.com/post/best-open-source-platforms-and-frameworks-for-building-ai-agents",
   "title": "Best Open Source Platforms and Frameworks for Building AI Agents (2025)",
   "project": "CAMEL",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 3. Simulation and Research Agents",
    "These tools are built for agent behavior modeling and structured simulations. They support role-based interaction, cognitive planning, and symbolic reasoning. Most are lightweight and research-focused.",
    "| Name | Description | LLM Support | Best For | License | Link |",
    "| CAMEL | Structured roleplay for agent-to-agent conversation | GPT-based | Behavior simulation and interaction testing | Open source | GitHub |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ellenox.com/post/best-open-source-platforms-and-frameworks-for-building-ai-agents",
   "title": "Best Open Source Platforms and Frameworks for Building AI Agents (2025)",
   "project": "OpenCog",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 3. Simulation and Research Agents",
    "These tools are built for agent behavior modeling and structured simulations. They support role-based interaction, cognitive planning, and symbolic reasoning. Most are lightweight and research-focused.",
    "| Name | Description | LLM Support | Best For | License | Link |",
    "| OpenCog | Combines logic-based planning with LLM capabilities | LLM + symbolic logic | AGI research and cognitive architecture | AGPL | Website |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ellenox.com/post/best-open-source-platforms-and-frameworks-for-building-ai-agents",
   "title": "Best Open Source Platforms and Frameworks for Building AI Agents (2025)",
   "project": "BabyAGI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 3. Simulation and Research Agents",
    "These tools are built for agent behavior modeling and structured simulations. They support role-based interaction, cognitive planning, and symbolic reasoning. Most are lightweight and research-focused.",
    "| Name | Description | LLM Support | Best For | License | Link |",
    "| BabyAGI | Minimal agent loop for task creation, prioritization, and execution | GPT via API | Educational and demo use cases | Open source | GitHub |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
   "url": "https://ellenox.com/post/best-open-source-platforms-and-frameworks-for-building-ai-agents",
   "title": "Best Open Source Platforms and Frameworks for Building AI Agents (2025)",
   "project": "LlamaIndex Agents",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 4. Retrieval-Augmented and Knowledge Agents",
    "These tools give agents access to private or external data. They integrate with document loaders, vector stores, and structured databases. Many support chunking, indexing, and search-to-synthesis workflows.",
    "| Name | Description | LLM Support | Best For | License | Link |",
    "| LlamaIndex Agents | Agent orchestration with retrieval, document access, and memory | OpenAI, LLaMA, more | RAG pipelines and document-based agents | Open source | GitHub |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ellenox.com/post/best-open-source-platforms-and-frameworks-for-building-ai-agents",
   "title": "Best Open Source Platforms and Frameworks for Building AI Agents (2025)",
   "project": "Agno",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 4. Retrieval-Augmented and Knowledge Agents",
    "These tools give agents access to private or external data. They integrate with document loaders, vector stores, and structured databases. Many support chunking, indexing, and search-to-synthesis workflows.",
    "| Name | Description | LLM Support | Best For | License | Link |",
    "| Agno | Multimodal agent SDK with support for image, audio, video, and text | 20+ model providers | Cross-modal assistants and data agents | Open source | GitHub |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ellenox.com/post/best-open-source-platforms-and-frameworks-for-building-ai-agents",
   "title": "Best Open Source Platforms and Frameworks for Building AI Agents (2025)",
   "project": "SuperAGI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 5. Full-Stack Agent Infrastructure",
    "These systems bundle agent orchestration, memory, tool use, and execution in one runtime. Most offer dashboards, observability, and vector DB integrations. They support persistent agents and system-level coordination.",
    "| Name | Description | LLM Support | Best For | License | Link |",
    "| SuperAGI | Complete infrastructure with GUI, memory, vector DB, and orchestration | Multi-LLM | Production-ready, full-stack agent systems | Open source | GitHub |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ellenox.com/post/best-open-source-platforms-and-frameworks-for-building-ai-agents",
   "title": "Best Open Source Platforms and Frameworks for Building AI Agents (2025)",
   "project": "Dapr Agents",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 5. Full-Stack Agent Infrastructure",
    "These systems bundle agent orchestration, memory, tool use, and execution in one runtime. Most offer dashboards, observability, and vector DB integrations. They support persistent agents and system-level coordination.",
    "| Name | Description | LLM Support | Best For | License | Link |",
    "| Dapr Agents | Agent infrastructure as microservices with observability tools | Any via API | Scalable backend orchestration | Open source | Website |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
   "url": "https://ellenox.com/post/best-open-source-platforms-and-frameworks-for-building-ai-agents",
   "title": "Best Open Source Platforms and Frameworks for Building AI Agents (2025)",
   "project": "NekroAgent",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 5. Full-Stack Agent Infrastructure",
    "These systems bundle agent orchestration, memory, tool use, and execution in one runtime. Most offer dashboards, observability, and vector DB integrations. They support persistent agents and system-level coordination.",
    "| Name | Description | LLM Support | Best For | License | Link |",
    "| NekroAgent | Chat-based multi-agent framework with plugin sandboxing | Any | Multi-user collaborative plugin environments | Apache 2.0 | GitHub |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ellenox.com/post/best-open-source-platforms-and-frameworks-for-building-ai-agents",
   "title": "Best Open Source Platforms and Frameworks for Building AI Agents (2025)",
   "project": "CopilotKit",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "These tools offer visual editors, SDKs, or UI kits to create and embed LLM agents. They support prompt chaining, memory, and frontend integration. Most require minimal orchestration code.",
    "| Name | Description | LLM Support | Best For | Link |",
    "| CopilotKit | SDK to build in-app copilots with memory, UI, and state handling | Any via API | SaaS copilots and product assistants | GitHub |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
   "url": "https://pikvue.com/openhands-vs-swe-agent-vs-autogen-2026-which-autonomous-ai-dev-tool-is-best-for-real-tasks",
   "title": "OpenHands vs SWE-agent vs AutoGen 2026: SaaS Built With All 3",
   "project": "OpenHands",
   "repository": null,
   "stars": "74372",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenHands vs SWE-agent vs AutoGen 2026: Which Autonomous AI Dev Tool Is Best for Real Tasks?",
    "| OpenHands | 74,372 | NOASSERTION | Cloud coding agents and autonomous task execution | Open source; check the site for current commercial options |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# OpenHands vs SWE-agent vs AutoGen 2026: Which Autonomous AI Dev Tool Is Best for Real Tasks?",
    "| OpenHands | 74,372 | NOASSERTION | Cloud coding agents and autonomous task execution | Open source; check the site for current commercial options |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pikvue.com/openhands-vs-swe-agent-vs-autogen-2026-which-autonomous-ai-dev-tool-is-best-for-real-tasks",
   "title": "OpenHands vs SWE-agent vs AutoGen 2026: SaaS Built With All 3",
   "project": "SWE-agent",
   "repository": null,
   "stars": "19258",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenHands vs SWE-agent vs AutoGen 2026: Which Autonomous AI Dev Tool Is Best for Real Tasks?",
    "| SWE-agent | 19,258 | MIT | Turning GitHub issues into fixes | Open source; model usage is separate |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# OpenHands vs SWE-agent vs AutoGen 2026: Which Autonomous AI Dev Tool Is Best for Real Tasks?",
    "| SWE-agent | 19,258 | MIT | Turning GitHub issues into fixes | Open source; model usage is separate |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pikvue.com/openhands-vs-swe-agent-vs-autogen-2026-which-autonomous-ai-dev-tool-is-best-for-real-tasks",
   "title": "OpenHands vs SWE-agent vs AutoGen 2026: SaaS Built With All 3",
   "project": "AutoGen",
   "repository": null,
   "stars": "58247",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenHands vs SWE-agent vs AutoGen 2026: Which Autonomous AI Dev Tool Is Best for Real Tasks?",
    "| AutoGen | 58,247 | CC-BY-4.0 | Multi-agent application building | Open source; model usage is separate |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# OpenHands vs SWE-agent vs AutoGen 2026: Which Autonomous AI Dev Tool Is Best for Real Tasks?",
    "| AutoGen | 58,247 | CC-BY-4.0 | Multi-agent application building | Open source; model usage is separate |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
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   "url": "https://github.com/caramaschiHG/awesome-ai-agents-2026/blob/main",
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   "project": "LangChain",
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   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### General Purpose",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [LangChain](https://github.com/langchain-ai/langchain) | Py/JS | Most adopted. Modular architecture, memory, tools. |"
   ],
   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### General Purpose",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [LangChain](https://github.com/langchain-ai/langchain) | Py/JS | Most adopted. Modular architecture, memory, tools. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/caramaschiHG/awesome-ai-agents-2026/blob/main",
   "title": "GitHub - caramaschiHG/awesome-ai-agents-2026: \ud83e\udd16 The most comprehensive list of AI agents, frameworks & tools in 2026. 300+ resources \u00b7 20+ categories \u00b7 Updated monthly.",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### General Purpose",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [LangGraph](https://github.com/langchain-ai/langgraph) | Py/JS | Graph-based orchestration. Stateful directed graphs. |"
   ],
   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### General Purpose",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [LangGraph](https://github.com/langchain-ai/langgraph) | Py/JS | Graph-based orchestration. Stateful directed graphs. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/caramaschiHG/awesome-ai-agents-2026/blob/main",
   "title": "GitHub - caramaschiHG/awesome-ai-agents-2026: \ud83e\udd16 The most comprehensive list of AI agents, frameworks & tools in 2026. 300+ resources \u00b7 20+ categories \u00b7 Updated monthly.",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### General Purpose",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [LlamaIndex](https://github.com/run-llama/llama_index) | Py/JS | Data-focused. Best for RAG agents. |"
   ],
   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### General Purpose",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [LlamaIndex](https://github.com/run-llama/llama_index) | Py/JS | Data-focused. Best for RAG agents. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/caramaschiHG/awesome-ai-agents-2026/blob/main",
   "title": "GitHub - caramaschiHG/awesome-ai-agents-2026: \ud83e\udd16 The most comprehensive list of AI agents, frameworks & tools in 2026. 300+ resources \u00b7 20+ categories \u00b7 Updated monthly.",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### General Purpose",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [Haystack](https://github.com/deepset-ai/haystack) | Py | Pipeline-based. Search and retrieval. |"
   ],
   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### General Purpose",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [Haystack](https://github.com/deepset-ai/haystack) | Py | Pipeline-based. Search and retrieval. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/caramaschiHG/awesome-ai-agents-2026/blob/main",
   "title": "GitHub - caramaschiHG/awesome-ai-agents-2026: \ud83e\udd16 The most comprehensive list of AI agents, frameworks & tools in 2026. 300+ resources \u00b7 20+ categories \u00b7 Updated monthly.",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### General Purpose",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [Semantic Kernel](https://github.com/microsoft/semantic-kernel) | C#/Py/Java | Microsoft enterprise. Azure integration. |"
   ],
   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### General Purpose",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [Semantic Kernel](https://github.com/microsoft/semantic-kernel) | C#/Py/Java | Microsoft enterprise. Azure integration. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/caramaschiHG/awesome-ai-agents-2026/blob/main",
   "title": "GitHub - caramaschiHG/awesome-ai-agents-2026: \ud83e\udd16 The most comprehensive list of AI agents, frameworks & tools in 2026. 300+ resources \u00b7 20+ categories \u00b7 Updated monthly.",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
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   "license": null,
   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### General Purpose",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [Pydantic AI](https://github.com/pydantic/pydantic-ai) | Py | Type-safe. Clean Pythonic API. Production-ready. |"
   ],
   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### General Purpose",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [Pydantic AI](https://github.com/pydantic/pydantic-ai) | Py | Type-safe. Clean Pythonic API. Production-ready. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/caramaschiHG/awesome-ai-agents-2026/blob/main",
   "title": "GitHub - caramaschiHG/awesome-ai-agents-2026: \ud83e\udd16 The most comprehensive list of AI agents, frameworks & tools in 2026. 300+ resources \u00b7 20+ categories \u00b7 Updated monthly.",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
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   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### General Purpose",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [DSPy](https://github.com/stanfordnlp/dspy) | Py | Stanford. Programming not prompting. Auto-optimizes. |"
   ],
   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### General Purpose",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [DSPy](https://github.com/stanfordnlp/dspy) | Py | Stanford. Programming not prompting. Auto-optimizes. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/caramaschiHG/awesome-ai-agents-2026/blob/main",
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   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
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   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### General Purpose",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [Mastra](https://github.com/mastra-ai/mastra) | TS | TypeScript-first. Observational Memory. Apache 2.0. |"
   ],
   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### General Purpose",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [Mastra](https://github.com/mastra-ai/mastra) | TS | TypeScript-first. Observational Memory. Apache 2.0. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/caramaschiHG/awesome-ai-agents-2026/blob/main",
   "title": "GitHub - caramaschiHG/awesome-ai-agents-2026: \ud83e\udd16 The most comprehensive list of AI agents, frameworks & tools in 2026. 300+ resources \u00b7 20+ categories \u00b7 Updated monthly.",
   "project": "Anthropic SDK",
   "repository": "https://github.com/anthropics/anthropic-sdk-python",
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   "license": null,
   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### General Purpose",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [Anthropic SDK](https://github.com/anthropics/anthropic-sdk-python) | Py/TS | Official Claude SDK. Tool use, computer control, streaming. |"
   ],
   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### General Purpose",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [Anthropic SDK](https://github.com/anthropics/anthropic-sdk-python) | Py/TS | Official Claude SDK. Tool use, computer control, streaming. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
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   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
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   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### General Purpose",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [Google ADK](https://github.com/google/adk-python) | Py | \u2b50 Google's Agent Development Kit. Native Gemini. Multi-agent orchestration. |"
   ],
   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### General Purpose",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [Google ADK](https://github.com/google/adk-python) | Py | \u2b50 Google's Agent Development Kit. Native Gemini. Multi-agent orchestration. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
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   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [AutoGen](https://github.com/microsoft/autogen) | Py | Microsoft multi-agent conversations. |"
   ],
   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [AutoGen](https://github.com/microsoft/autogen) | Py | Microsoft multi-agent conversations. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
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   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [CrewAI](https://github.com/crewAIInc/crewAI) | Py | Role-based crew members with goals and tools. Used by 60%+ Fortune 500. |"
   ],
   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [CrewAI](https://github.com/crewAIInc/crewAI) | Py | Role-based crew members with goals and tools. Used by 60%+ Fortune 500. |"
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
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   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
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   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [MetaGPT](https://github.com/geekan/MetaGPT) | Py | PM, architect, engineer roles. Software company sim. |"
   ],
   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [MetaGPT](https://github.com/geekan/MetaGPT) | Py | PM, architect, engineer roles. Software company sim. |"
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "repository": "https://github.com/ShunsukeHayashi/Miyabi",
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   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [Miyabi](https://github.com/ShunsukeHayashi/Miyabi) | TS | Issue-Driven Development. 7 coding + 14 business agents. MCP 172+ tools. GitHub as OS. |"
   ],
   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [Miyabi](https://github.com/ShunsukeHayashi/Miyabi) | TS | Issue-Driven Development. 7 coding + 14 business agents. MCP 172+ tools. GitHub as OS. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
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   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) | Py | Official. Multi-step agents with handoffs. |"
   ],
   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) | Py | Official. Multi-step agents with handoffs. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
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   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
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   "license": null,
   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [Strands Agents](https://github.com/strands-agents/sdk-python) | Py | AWS-backed. Model-driven tool use. |"
   ],
   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [Strands Agents](https://github.com/strands-agents/sdk-python) | Py | AWS-backed. Model-driven tool use. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
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   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [CAMEL](https://github.com/camel-ai/camel) | Py | Role-based simulation. Collaborative reasoning. |"
   ],
   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [CAMEL](https://github.com/camel-ai/camel) | Py | Role-based simulation. Collaborative reasoning. |"
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   "stars_evidence": null,
   "description_evidence": null,
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   "title": "GitHub - caramaschiHG/awesome-ai-agents-2026: \ud83e\udd16 The most comprehensive list of AI agents, frameworks & tools in 2026. 300+ resources \u00b7 20+ categories \u00b7 Updated monthly.",
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   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
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    "| [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) | Py | Pioneer. Now full platform with visual builder. |"
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   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) | Py | Pioneer. Now full platform with visual builder. |"
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   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [Bernstein](https://github.com/chernistry/bernstein) | Py | Deterministic orchestrator. Parallel coding agents, test-driven verification. Zero LLM tokens on coordination. |"
   ],
   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
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    "|---|---|---|",
    "| [Bernstein](https://github.com/chernistry/bernstein) | Py | Deterministic orchestrator. Parallel coding agents, test-driven verification. Zero LLM tokens on coordination. |"
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   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [AgentScope](https://github.com/modelscope/agentscope) | Py | Alibaba multi-agent framework. |"
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   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [AgentScope](https://github.com/modelscope/agentscope) | Py | Alibaba multi-agent framework. |"
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   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
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    "|---|---|---|",
    "| [MagiC](https://github.com/kienbui1995/magic) | Go/Py | Kubernetes for AI agents. Manages any agent from any framework. Routing, cost control, DAG workflows, circuit breaker. |"
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   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
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    "|---|---|---|",
    "| [MagiC](https://github.com/kienbui1995/magic) | Go/Py | Kubernetes for AI agents. Manages any agent from any framework. Routing, cost control, DAG workflows, circuit breaker. |"
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   "stars": "25000",
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   "license": null,
   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [DeerFlow](https://github.com/bytedance/deer-flow) | Py | ByteDance. No.1 GitHub Trending Feb 2026. 25k+ stars. |"
   ],
   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [DeerFlow](https://github.com/bytedance/deer-flow) | Py | ByteDance. No.1 GitHub Trending Feb 2026. 25k+ stars. |"
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   "stars_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
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    "| [DeerFlow](https://github.com/bytedance/deer-flow) | Py | ByteDance. No.1 GitHub Trending Feb 2026. 25k+ stars. |"
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   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
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    "|---|---|---|",
    "| [AXME](https://github.com/AxmeAI/axme) | Py/TS/Go/Java/.NET | Durable coordination. Crash recovery, human approval gates, kill switch. Open protocol (AXP). |"
   ],
   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
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    "| [AXME](https://github.com/AxmeAI/axme) | Py/TS/Go/Java/.NET | Durable coordination. Crash recovery, human approval gates, kill switch. Open protocol (AXP). |"
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   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Lightweight / Minimalist",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [Smolagents](https://github.com/huggingface/smolagents) | Py | HuggingFace minimal agents. ~1000 lines. |"
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   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Lightweight / Minimalist",
    "| Framework | Lang | Description |",
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    "| [Smolagents](https://github.com/huggingface/smolagents) | Py | HuggingFace minimal agents. ~1000 lines. |"
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   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Lightweight / Minimalist",
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    "|---|---|---|",
    "| [Agno](https://github.com/agno-agi/agno) | Py | Lightweight, model-agnostic. |"
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   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Lightweight / Minimalist",
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    "|---|---|---|",
    "| [Agno](https://github.com/agno-agi/agno) | Py | Lightweight, model-agnostic. |"
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   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Lightweight / Minimalist",
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    "|---|---|---|",
    "| [Upsonic](https://github.com/upsonic/upsonic) | Py | MCP support. Minimal setup. |"
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   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Lightweight / Minimalist",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [Upsonic](https://github.com/upsonic/upsonic) | Py | MCP support. Minimal setup. |"
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   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Lightweight / Minimalist",
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    "|---|---|---|",
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   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Lightweight / Minimalist",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [Portia AI](https://github.com/portia-ai/portia-sdk-python) | Py | Reliable agents in production. |"
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   "license": null,
   "project_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Lightweight / Minimalist",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [MicroAgent](https://github.com/aymenfurter/microagent) | Py | Self-editing prompts and code. |"
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   "repository_evidence": [
    "## \ud83e\uddf1 Agent Frameworks",
    "### Lightweight / Minimalist",
    "| Framework | Lang | Description |",
    "|---|---|---|",
    "| [MicroAgent](https://github.com/aymenfurter/microagent) | Py | Self-editing prompts and code. |"
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   "project_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## What are the best open-source AI tools right now?",
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   "repository_evidence": [
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    "## What are the best open-source AI tools right now?",
    "1. [**bojieli/ai-agent-book**](/repo/bojieli/ai-agent-book/) \u2014 A free Chinese language book on AI agent design and engineering, with a compiled PDF and per chapter code. \u2605 27k (+9.1k stars in 7 days)"
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   "stars_evidence": [
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    "## What are the best open-source AI tools right now?",
    "1. [**bojieli/ai-agent-book**](/repo/bojieli/ai-agent-book/) \u2014 A free Chinese language book on AI agent design and engineering, with a compiled PDF and per chapter code. \u2605 27k (+9.1k stars in 7 days)"
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   "description_evidence": null,
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   "title": "Best Open-Source AI Tools (July 2026): Ranked Daily | findarepo",
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   "project_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## What are the best open-source AI tools right now?",
    "2. [**diegosouzapw/OmniRoute**](/repo/diegosouzapw/OmniRoute/) \u2014 Never stop coding. Free MIT AI gateway: one endpoint, 290+ providers (90+ free), 500+\u2026 \u2605 35k (+8.4k stars in 7 days)"
   ],
   "repository_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## What are the best open-source AI tools right now?",
    "2. [**diegosouzapw/OmniRoute**](/repo/diegosouzapw/OmniRoute/) \u2014 Never stop coding. Free MIT AI gateway: one endpoint, 290+ providers (90+ free), 500+\u2026 \u2605 35k (+8.4k stars in 7 days)"
   ],
   "stars_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## What are the best open-source AI tools right now?",
    "2. [**diegosouzapw/OmniRoute**](/repo/diegosouzapw/OmniRoute/) \u2014 Never stop coding. Free MIT AI gateway: one endpoint, 290+ providers (90+ free), 500+\u2026 \u2605 35k (+8.4k stars in 7 days)"
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   "description_evidence": null,
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   "title": "Best Open-Source AI Tools (July 2026): Ranked Daily | findarepo",
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   "project_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## What are the best open-source AI tools right now?",
    "3. [**stablyai/orca**](/repo/stablyai/orca/) \u2014 Orca is the ADE for working with a fleet of parallel agents. Run any coding agent with\u2026 \u2605 33k (+6.5k stars in 7 days)"
   ],
   "repository_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## What are the best open-source AI tools right now?",
    "3. [**stablyai/orca**](/repo/stablyai/orca/) \u2014 Orca is the ADE for working with a fleet of parallel agents. Run any coding agent with\u2026 \u2605 33k (+6.5k stars in 7 days)"
   ],
   "stars_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## What are the best open-source AI tools right now?",
    "3. [**stablyai/orca**](/repo/stablyai/orca/) \u2014 Orca is the ADE for working with a fleet of parallel agents. Run any coding agent with\u2026 \u2605 33k (+6.5k stars in 7 days)"
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   "description_evidence": null,
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   "title": "Best Open-Source AI Tools (July 2026): Ranked Daily | findarepo",
   "project": "graphify",
   "repository": "https://github.com/Graphify-Labs/graphify",
   "stars": "99000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## What are the best open-source AI tools right now?",
    "4. [**Graphify-Labs/graphify**](/repo/Graphify-Labs/graphify/) \u2014 Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable\u2026 \u2605 99k (+4.5k stars in 7 days)"
   ],
   "repository_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## What are the best open-source AI tools right now?",
    "4. [**Graphify-Labs/graphify**](/repo/Graphify-Labs/graphify/) \u2014 Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable\u2026 \u2605 99k (+4.5k stars in 7 days)"
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   "stars_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## What are the best open-source AI tools right now?",
    "4. [**Graphify-Labs/graphify**](/repo/Graphify-Labs/graphify/) \u2014 Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable\u2026 \u2605 99k (+4.5k stars in 7 days)"
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   "description_evidence": null,
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   "title": "Best Open-Source AI Tools (July 2026): Ranked Daily | findarepo",
   "project": "ai-job-search",
   "repository": "https://github.com/MadsLorentzen/ai-job-search",
   "stars": "29000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## What are the best open-source AI tools right now?",
    "5. [**MadsLorentzen/ai-job-search**](/repo/MadsLorentzen/ai-job-search/) \u2014 The job search that runs on your machine. AI job application framework built on Claude\u2026 \u2605 29k (+3.1k stars in 7 days)"
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   "repository_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## What are the best open-source AI tools right now?",
    "5. [**MadsLorentzen/ai-job-search**](/repo/MadsLorentzen/ai-job-search/) \u2014 The job search that runs on your machine. AI job application framework built on Claude\u2026 \u2605 29k (+3.1k stars in 7 days)"
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   "stars_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## What are the best open-source AI tools right now?",
    "5. [**MadsLorentzen/ai-job-search**](/repo/MadsLorentzen/ai-job-search/) \u2014 The job search that runs on your machine. AI job application framework built on Claude\u2026 \u2605 29k (+3.1k stars in 7 days)"
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   "title": "Best Open-Source AI Tools (July 2026): Ranked Daily | findarepo",
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   "repository": "https://github.com/DietrichGebert/ponytail",
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   "project_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## Fastest-growing AI repos",
    "### [DietrichGebert/\n**ponytail**](/repo/DietrichGebert/ponytail/)"
   ],
   "repository_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## Fastest-growing AI repos",
    "### [DietrichGebert/\n**ponytail**](/repo/DietrichGebert/ponytail/)"
   ],
   "stars_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## Fastest-growing AI repos",
    "JavaScript \u2605 92k \u25b2 +3.9k/7d MIT upd Jul 2026"
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   "title": "Best Open-Source AI Tools (July 2026): Ranked Daily | findarepo",
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   "project_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## Fastest-growing AI repos",
    "### [affaan-m/\n**ECC**](/repo/affaan-m/ECC/)"
   ],
   "repository_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## Fastest-growing AI repos",
    "### [affaan-m/\n**ECC**](/repo/affaan-m/ECC/)"
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   "stars_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## Fastest-growing AI repos",
    "JavaScript \u2605 236k \u25b2 +3.6k/7d MIT upd Jul 2026"
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   "description_evidence": null,
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   "title": "Best Open-Source AI Tools (July 2026): Ranked Daily | findarepo",
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   "project_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## LLM Tools",
    "### [firecrawl/\n**firecrawl**](/repo/firecrawl/firecrawl/)"
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   "repository_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## LLM Tools",
    "### [firecrawl/\n**firecrawl**](/repo/firecrawl/firecrawl/)"
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   "stars_evidence": [
    "# Best Open-Source AI Tools (July 2026)",
    "## LLM Tools",
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   "description_evidence": null,
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   "project_evidence": [
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   "url": "https://agent.nexus/blog/top-10-ai-agent-orchestration-platforms",
   "title": "Top 10 AI Agent Orchestration Platforms for Enterprise in 2026",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "44000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 AI Agent Orchestration Platforms for Enterprise in 2026",
    "The top AI agent orchestration platforms for enterprise in 2026 include Nexus (managed platform with embedded engineers, SOC 2 Type II and ISO 27001/42001 certified), CrewAI (role-based multi-agent framework, [44K+ GitHub stars](https://github.com/crewAIInc/crewAI)), AutoGen/AG2 (conversation-based, Microsoft Research, [55K+ GitHub stars](https://github.com/microsoft/autogen)), LangGraph (graph-based state machines), Google Vertex AI Agents, Microsoft Agent Framework, Amazon Bedrock Agents, Dify ([100K+ GitHub stars](https://github.com/langgenius/dify)), Semantic Kernel, and custom builds.",
    "### 2. CrewAI",
    "An open-source multi-agent framework built around the concept of \"crews\" \u2014 teams of agents with defined roles, tasks, and tools that collaborate to complete objectives."
   ],
   "repository_evidence": [
    "Top 10 AI Agent Orchestration Platforms for Enterprise in 2026",
    "The top AI agent orchestration platforms for enterprise in 2026 include Nexus (managed platform with embedded engineers, SOC 2 Type II and ISO 27001/42001 certified), CrewAI (role-based multi-agent framework, [44K+ GitHub stars](https://github.com/crewAIInc/crewAI)), AutoGen/AG2 (conversation-based, Microsoft Research, [55K+ GitHub stars](https://github.com/microsoft/autogen)), LangGraph (graph-based state machines), Google Vertex AI Agents, Microsoft Agent Framework, Amazon Bedrock Agents, Dify ([100K+ GitHub stars](https://github.com/langgenius/dify)), Semantic Kernel, and custom builds.",
    "### 2. CrewAI",
    "An open-source multi-agent framework built around the concept of \"crews\" \u2014 teams of agents with defined roles, tasks, and tools that collaborate to complete objectives. [44,000+ GitHub stars](https://github.com/crewAIInc/crewAI)."
   ],
   "stars_evidence": [
    "Top 10 AI Agent Orchestration Platforms for Enterprise in 2026",
    "The top AI agent orchestration platforms for enterprise in 2026 include Nexus (managed platform with embedded engineers, SOC 2 Type II and ISO 27001/42001 certified), CrewAI (role-based multi-agent framework, [44K+ GitHub stars](https://github.com/crewAIInc/crewAI)), AutoGen/AG2 (conversation-based, Microsoft Research, [55K+ GitHub stars](https://github.com/microsoft/autogen)), LangGraph (graph-based state machines), Google Vertex AI Agents, Microsoft Agent Framework, Amazon Bedrock Agents, Dify ([100K+ GitHub stars](https://github.com/langgenius/dify)), Semantic Kernel, and custom builds.",
    "### 2. CrewAI",
    "An open-source multi-agent framework built around the concept of \"crews\" \u2014 teams of agents with defined roles, tasks, and tools that collaborate to complete objectives. [44,000+ GitHub stars](https://github.com/crewAIInc/crewAI)."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agent.nexus/blog/top-10-ai-agent-orchestration-platforms",
   "title": "Top 10 AI Agent Orchestration Platforms for Enterprise in 2026",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "55000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 AI Agent Orchestration Platforms for Enterprise in 2026",
    "The top AI agent orchestration platforms for enterprise in 2026 include Nexus (managed platform with embedded engineers, SOC 2 Type II and ISO 27001/42001 certified), CrewAI (role-based multi-agent framework, [44K+ GitHub stars](https://github.com/crewAIInc/crewAI)), AutoGen/AG2 (conversation-based, Microsoft Research, [55K+ GitHub stars](https://github.com/microsoft/autogen)), LangGraph (graph-based state machines), Google Vertex AI Agents, Microsoft Agent Framework, Amazon Bedrock Agents, Dify ([100K+ GitHub stars](https://github.com/langgenius/dify)), Semantic Kernel, and custom builds.",
    "### 3. AutoGen / AG2",
    "Microsoft's multi-agent conversation framework (now in maintenance mode), plus AG2, the community fork maintained by AutoGen's original creators."
   ],
   "repository_evidence": [
    "Top 10 AI Agent Orchestration Platforms for Enterprise in 2026",
    "The top AI agent orchestration platforms for enterprise in 2026 include Nexus (managed platform with embedded engineers, SOC 2 Type II and ISO 27001/42001 certified), CrewAI (role-based multi-agent framework, [44K+ GitHub stars](https://github.com/crewAIInc/crewAI)), AutoGen/AG2 (conversation-based, Microsoft Research, [55K+ GitHub stars](https://github.com/microsoft/autogen)), LangGraph (graph-based state machines), Google Vertex AI Agents, Microsoft Agent Framework, Amazon Bedrock Agents, Dify ([100K+ GitHub stars](https://github.com/langgenius/dify)), Semantic Kernel, and custom builds.",
    "### 3. AutoGen / AG2",
    "Microsoft's multi-agent conversation framework (now in maintenance mode), plus AG2, the community fork maintained by AutoGen's original creators. AutoGen pioneered the idea of agents solving problems through structured dialogue. [~55,000 GitHub stars](https://github.com/microsoft/autogen)."
   ],
   "stars_evidence": [
    "Top 10 AI Agent Orchestration Platforms for Enterprise in 2026",
    "The top AI agent orchestration platforms for enterprise in 2026 include Nexus (managed platform with embedded engineers, SOC 2 Type II and ISO 27001/42001 certified), CrewAI (role-based multi-agent framework, [44K+ GitHub stars](https://github.com/crewAIInc/crewAI)), AutoGen/AG2 (conversation-based, Microsoft Research, [55K+ GitHub stars](https://github.com/microsoft/autogen)), LangGraph (graph-based state machines), Google Vertex AI Agents, Microsoft Agent Framework, Amazon Bedrock Agents, Dify ([100K+ GitHub stars](https://github.com/langgenius/dify)), Semantic Kernel, and custom builds.",
    "### 3. AutoGen / AG2",
    "Microsoft's multi-agent conversation framework (now in maintenance mode), plus AG2, the community fork maintained by AutoGen's original creators. AutoGen pioneered the idea of agents solving problems through structured dialogue. [~55,000 GitHub stars](https://github.com/microsoft/autogen)."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agent.nexus/blog/top-10-ai-agent-orchestration-platforms",
   "title": "Top 10 AI Agent Orchestration Platforms for Enterprise in 2026",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 AI Agent Orchestration Platforms for Enterprise in 2026",
    "The top AI agent orchestration platforms for enterprise in 2026 include Nexus (managed platform with embedded engineers, SOC 2 Type II and ISO 27001/42001 certified), CrewAI (role-based multi-agent framework, [44K+ GitHub stars](https://github.com/crewAIInc/crewAI)), AutoGen/AG2 (conversation-based, Microsoft Research, [55K+ GitHub stars](https://github.com/microsoft/autogen)), LangGraph (graph-based state machines), Google Vertex AI Agents, Microsoft Agent Framework, Amazon Bedrock Agents, Dify ([100K+ GitHub stars](https://github.com/langgenius/dify)), Semantic Kernel, and custom builds.",
    "### 4. LangGraph",
    "A framework from LangChain for building stateful, multi-agent workflows as directed graphs."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agent.nexus/blog/top-10-ai-agent-orchestration-platforms",
   "title": "Top 10 AI Agent Orchestration Platforms for Enterprise in 2026",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "100000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 AI Agent Orchestration Platforms for Enterprise in 2026",
    "The top AI agent orchestration platforms for enterprise in 2026 include Nexus (managed platform with embedded engineers, SOC 2 Type II and ISO 27001/42001 certified), CrewAI (role-based multi-agent framework, [44K+ GitHub stars](https://github.com/crewAIInc/crewAI)), AutoGen/AG2 (conversation-based, Microsoft Research, [55K+ GitHub stars](https://github.com/microsoft/autogen)), LangGraph (graph-based state machines), Google Vertex AI Agents, Microsoft Agent Framework, Amazon Bedrock Agents, Dify ([100K+ GitHub stars](https://github.com/langgenius/dify)), Semantic Kernel, and custom builds.",
    "### 8. Dify",
    "An open-source LLM app development platform with a visual workflow builder. [100,000+ GitHub stars](https://github.com/langgenius/dify)."
   ],
   "repository_evidence": [
    "Top 10 AI Agent Orchestration Platforms for Enterprise in 2026",
    "The top AI agent orchestration platforms for enterprise in 2026 include Nexus (managed platform with embedded engineers, SOC 2 Type II and ISO 27001/42001 certified), CrewAI (role-based multi-agent framework, [44K+ GitHub stars](https://github.com/crewAIInc/crewAI)), AutoGen/AG2 (conversation-based, Microsoft Research, [55K+ GitHub stars](https://github.com/microsoft/autogen)), LangGraph (graph-based state machines), Google Vertex AI Agents, Microsoft Agent Framework, Amazon Bedrock Agents, Dify ([100K+ GitHub stars](https://github.com/langgenius/dify)), Semantic Kernel, and custom builds.",
    "### 8. Dify",
    "An open-source LLM app development platform with a visual workflow builder. [100,000+ GitHub stars](https://github.com/langgenius/dify)."
   ],
   "stars_evidence": [
    "Top 10 AI Agent Orchestration Platforms for Enterprise in 2026",
    "The top AI agent orchestration platforms for enterprise in 2026 include Nexus (managed platform with embedded engineers, SOC 2 Type II and ISO 27001/42001 certified), CrewAI (role-based multi-agent framework, [44K+ GitHub stars](https://github.com/crewAIInc/crewAI)), AutoGen/AG2 (conversation-based, Microsoft Research, [55K+ GitHub stars](https://github.com/microsoft/autogen)), LangGraph (graph-based state machines), Google Vertex AI Agents, Microsoft Agent Framework, Amazon Bedrock Agents, Dify ([100K+ GitHub stars](https://github.com/langgenius/dify)), Semantic Kernel, and custom builds.",
    "### 8. Dify",
    "An open-source LLM app development platform with a visual workflow builder. [100,000+ GitHub stars](https://github.com/langgenius/dify)."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agent.nexus/blog/top-10-ai-agent-orchestration-platforms",
   "title": "Top 10 AI Agent Orchestration Platforms for Enterprise in 2026",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 AI Agent Orchestration Platforms for Enterprise in 2026",
    "The top AI agent orchestration platforms for enterprise in 2026 include Nexus (managed platform with embedded engineers, SOC 2 Type II and ISO 27001/42001 certified), CrewAI (role-based multi-agent framework, [44K+ GitHub stars](https://github.com/crewAIInc/crewAI)), AutoGen/AG2 (conversation-based, Microsoft Research, [55K+ GitHub stars](https://github.com/microsoft/autogen)), LangGraph (graph-based state machines), Google Vertex AI Agents, Microsoft Agent Framework, Amazon Bedrock Agents, Dify ([100K+ GitHub stars](https://github.com/langgenius/dify)), Semantic Kernel, and custom builds.",
    "### 9. Semantic Kernel",
    "Microsoft's open-source SDK for integrating LLMs and AI agents into applications."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "title": "4.16 Frameworks Technology Radar - Agentic AI Knowledge Base",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "100000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "#### 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"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "#### 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",
    "#### 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"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "title": "4.16 Frameworks Technology Radar - Agentic AI Knowledge Base",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "8000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "#### 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"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "#### 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",
    "#### 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"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "title": "4.16 Frameworks Technology Radar - Agentic AI Knowledge Base",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": "25000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "#### 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"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "#### 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",
    "#### 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"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "title": "4.16 Frameworks Technology Radar - Agentic AI Knowledge Base",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "38000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "#### 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"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "#### 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",
    "#### 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"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "title": "4.16 Frameworks Technology Radar - Agentic AI Knowledge Base",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "38000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "#### 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"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "#### 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",
    "#### 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"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "title": "4.16 Frameworks Technology Radar - Agentic AI Knowledge Base",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "#### 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"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "#### 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "title": "4.16 Frameworks Technology Radar - Agentic AI Knowledge Base",
   "project": "AWS Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "#### 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"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "#### 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "title": "4.16 Frameworks Technology Radar - Agentic AI Knowledge Base",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "#### 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)"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "#### 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "title": "4.16 Frameworks Technology Radar - Agentic AI Knowledge Base",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "#### 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"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "#### 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "title": "4.16 Frameworks Technology Radar - Agentic AI Knowledge Base",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "34000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "#### 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"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "#### 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",
    "#### 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"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "title": "4.16 Frameworks Technology Radar - Agentic AI Knowledge Base",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "#### 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"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "#### 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "title": "4.16 Frameworks Technology Radar - Agentic AI Knowledge Base",
   "project": "Spring AI",
   "repository": "https://github.com/spring-projects/spring-ai",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "#### 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)"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "#### 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "title": "4.16 Frameworks Technology Radar - Agentic AI Knowledge Base",
   "project": "Mastra",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "#### Mastra",
    "**Type**: Open-source TypeScript-first multi-agent framework (Apache 2.0) **Language(s)**: TypeScript **Docs**: [mastra.ai](https://mastra.ai)**Deployment**: Self-hosted"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "title": "4.16 Frameworks Technology Radar - Agentic AI Knowledge Base",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "#### 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"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "#### 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "title": "4.16 Frameworks Technology Radar - Agentic AI Knowledge Base",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "171000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "#### 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"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "#### 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"
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   "stars_evidence": [
    "# Agentic Framework Solutions",
    "#### 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"
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesomeagents.ai/tools/best-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks in 2026 - Dev Guide",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "30300",
   "description": null,
   "license": null,
   "project_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more. Updated April 2026 with AutoGen maintenance mode warning.",
    "## Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| LangGraph | 30.3k | MIT | Yes | Yes | Complex stateful workflows |"
   ],
   "repository_evidence": [
    "- [LangGraph GitHub](https://github.com/langchain-ai/langgraph)",
    "## Sources"
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    "## Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| LangGraph | 30.3k | MIT | Yes | Yes | Complex stateful workflows |"
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   "license_evidence": null
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   "url": "https://awesomeagents.ai/tools/best-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks in 2026 - Dev Guide",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "49800",
   "description": null,
   "license": null,
   "project_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more. Updated April 2026 with AutoGen maintenance mode warning.",
    "## Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| CrewAI | 49.8k | MIT | Yes | No | Multi-agent role-based teams |"
   ],
   "repository_evidence": [
    "- [CrewAI GitHub](https://github.com/crewAIInc/crewAI)",
    "## Sources"
   ],
   "stars_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more. Updated April 2026 with AutoGen maintenance mode warning.",
    "## Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| CrewAI | 49.8k | MIT | Yes | No | Multi-agent role-based teams |"
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   "description_evidence": null,
   "license_evidence": null
  },
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   "url": "https://awesomeagents.ai/tools/best-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks in 2026 - Dev Guide",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "57400",
   "description": null,
   "license": null,
   "project_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more. Updated April 2026 with AutoGen maintenance mode warning.",
    "## Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| AutoGen | 57.4k | MIT | Yes | Partial | Research/prototyping (maintenance) |"
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   "repository_evidence": [
    "- [AutoGen GitHub - maintenance mode notice](https://github.com/microsoft/autogen)",
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    "## Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| AutoGen | 57.4k | MIT | Yes | Partial | Research/prototyping (maintenance) |"
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   "description_evidence": null,
   "license_evidence": null
  },
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   "url": "https://awesomeagents.ai/tools/best-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks in 2026 - Dev Guide",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "39000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more. Updated April 2026 with AutoGen maintenance mode warning.",
    "## Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| Agno (ex-Phidata) | ~39k | Apache-2.0 | Yes | No | Production multi-agent with control plane |"
   ],
   "repository_evidence": [
    "- [Agno GitHub (formerly Phidata)](https://github.com/agno-agi/agno)",
    "## Sources"
   ],
   "stars_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more. Updated April 2026 with AutoGen maintenance mode warning.",
    "## Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| Agno (ex-Phidata) | ~39k | Apache-2.0 | Yes | No | Production multi-agent with control plane |"
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesomeagents.ai/tools/best-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks in 2026 - Dev Guide",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": "16600",
   "description": null,
   "license": null,
   "project_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more. Updated April 2026 with AutoGen maintenance mode warning.",
    "## Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| PydanticAI | 16.6k | MIT | Yes | No | Type-safe structured agents |"
   ],
   "repository_evidence": [
    "- [PydanticAI GitHub](https://github.com/pydantic/pydantic-ai)",
    "## Sources"
   ],
   "stars_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more. Updated April 2026 with AutoGen maintenance mode warning.",
    "## Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| PydanticAI | 16.6k | MIT | Yes | No | Type-safe structured agents |"
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   "description_evidence": null,
   "license_evidence": null
  },
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   "url": "https://awesomeagents.ai/tools/best-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks in 2026 - Dev Guide",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more. Updated April 2026 with AutoGen maintenance mode warning.",
    "## Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| Semantic Kernel | - | MIT | Yes | Yes | Enterprise / Azure integration |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesomeagents.ai/tools/best-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks in 2026 - Dev Guide",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more. Updated April 2026 with AutoGen maintenance mode warning.",
    "## 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesomeagents.ai/tools/best-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks in 2026 - Dev Guide",
   "project": "Claude Agent SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more. Updated April 2026 with AutoGen maintenance mode warning.",
    "## 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesomeagents.ai/tools/best-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks in 2026 - Dev Guide",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more. Updated April 2026 with AutoGen maintenance mode warning.",
    "## Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| LlamaIndex | - | MIT | Yes | Yes | Document-heavy RAG workflows |"
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
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   "url": "https://agentskillshub.top/best/workflow-automation",
   "title": "Workflow Automation: 10 Open-Source Tools Compared (2026)",
   "project": "Claude-Code-Workflow",
   "repository": "https://agentskillshub.top/skill/catlog22/Claude-Code-Workflow/",
   "stars": "2000",
   "description": null,
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   "project_evidence": [
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    "| [Claude-Code-Workflow](/skill/catlog22/Claude-Code-Workflow/) | \u2605 2.0k | TypeScript | MIT | 49 |"
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   "repository_evidence": [
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    "Quick Pick \u2014 If you only pick one, go with [Claude-Code-Workflow](https://agentskillshub.top/skill/catlog22/Claude-Code-Workflow/)\u2605 2.0k \u2014 JSON-driven multi-agent cadence-team development framework with intelligent C"
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    "Quick Pick \u2014 If you only pick one, go with [Claude-Code-Workflow](https://agentskillshub.top/skill/catlog22/Claude-Code-Workflow/)\u2605 2.0k \u2014 JSON-driven multi-agent cadence-team development framework with intelligent C",
    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [Claude-Code-Workflow](/skill/catlog22/Claude-Code-Workflow/) | \u2605 2.0k | TypeScript | MIT | 49 |"
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   "title": "Workflow Automation: 10 Open-Source Tools Compared (2026)",
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   "stars": "52",
   "description": null,
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    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [AgentCrew](/skill/qingni/AgentCrew/) | \u2605 52 | Swift | Apache-2.0 | 42 |"
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    "## Comparison",
    "| Tool | Stars | Language | License | Score |",
    "| [AgentCrew](/skill/qingni/AgentCrew/) | \u2605 52 | Swift | Apache-2.0 | 42 |"
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    "| [AgentCrew](/skill/qingni/AgentCrew/) | \u2605 52 | Swift | Apache-2.0 | 42 |"
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   "stars": "15000",
   "description": null,
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   "project_evidence": [
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    "## Comparison",
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    "| [trigger.dev](/skill/triggerdotdev/trigger.dev/) | \u2605 15.0k | TypeScript | Apache-2.0 | 50 |"
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    "## Comparison",
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    "| [trigger.dev](/skill/triggerdotdev/trigger.dev/) | \u2605 15.0k | TypeScript | Apache-2.0 | 50 |"
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   "project_evidence": [
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    "## Comparison",
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    "## Comparison",
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    "| [golutra](/skill/golutra/golutra/) | \u2605 3.4k | Rust | \u2014 | 44 |"
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    "| [golutra](/skill/golutra/golutra/) | \u2605 3.4k | Rust | \u2014 | 44 |"
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   "url": "https://agentskillshub.top/best/workflow-automation",
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   "stars": "431",
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   "project_evidence": [
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    "| [Agent](/skill/macOS26/Agent/) | \u2605 431 | Swift | MIT | 49 |"
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    "| [Agent](/skill/macOS26/Agent/) | \u2605 431 | Swift | MIT | 49 |"
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    "## Comparison",
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    "| [Agent](/skill/macOS26/Agent/) | \u2605 431 | Swift | MIT | 49 |"
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    "| [agents](/skill/astronomer/agents/) | \u2605 361 | Python | Apache-2.0 | 40 |"
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    "## Comparison",
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    "| [agents](/skill/astronomer/agents/) | \u2605 361 | Python | Apache-2.0 | 40 |"
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   "project_evidence": [
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    "## Comparison",
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    "## Comparison",
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   "repository_evidence": [
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    "## Comparison",
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    "## Comparison",
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   "project_evidence": [
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    "## Comparison",
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    "## Comparison",
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   "title": "awesome-ai-agents | Ecosyste.ms: Awesome",
   "project": "Hermes Agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": null,
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    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
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    "    - [Hermes Agent](/projects/github.com%2FNousResearch%2Fhermes-agent) - source self-improving personal AI agent. Closed learning loop, multi-platform gateway (Telegram, Discord, Slack, WhatsApp, Signal), MCP integration, and cron scheduling."
   ],
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    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
    "  - ### Personal AI Agents",
    "    - [Hermes Agent](/projects/github.com%2FNousResearch%2Fhermes-agent) - source self-improving personal AI agent. Closed learning loop, multi-platform gateway (Telegram, Discord, Slack, WhatsApp, Signal), MCP integration, and cron scheduling."
   ],
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   "project": "Mercury Agent",
   "repository": "https://github.com/cosmicstack-labs/mercury-agent",
   "stars": null,
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    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
    "  - ### Personal AI Agents",
    "    - [Mercury Agent](/projects/github.com%2Fcosmicstack-labs%2Fmercury-agent) - driven personal AI agent with permission-hardened tools, token budgets, and multi-channel access (CLI or Telegram). MIT."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
    "  - ### Personal AI Agents",
    "    - [Mercury Agent](/projects/github.com%2Fcosmicstack-labs%2Fmercury-agent) - driven personal AI agent with permission-hardened tools, token budgets, and multi-channel access (CLI or Telegram). MIT."
   ],
   "stars_evidence": null,
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   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
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    "## Frameworks & Libraries",
    "  - ### Research Agents",
    "    - [GPT Researcher](/projects/github.com%2Fassafelovic%2Fgpt-researcher)"
   ],
   "repository_evidence": [
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    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
    "  - ### Research Agents",
    "    - [GPT Researcher](/projects/github.com%2Fassafelovic%2Fgpt-researcher)"
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   "stars_evidence": null,
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   "project": "Perplexica",
   "repository": "https://github.com/ItzCrazyKns/Perplexica",
   "stars": null,
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    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
    "  - ### Research Agents",
    "    - [Perplexica](/projects/github.com%2FItzCrazyKns%2FPerplexica) - source AI-powered answering engine (Perplexity alternative)."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
    "  - ### Research Agents",
    "    - [Perplexica](/projects/github.com%2FItzCrazyKns%2FPerplexica) - source AI-powered answering engine (Perplexity alternative)."
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   "stars_evidence": null,
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  {
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   "title": "awesome-ai-agents | Ecosyste.ms: Awesome",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
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    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
    "  - ### Single Agent",
    "    - [Haystack](/projects/github.com%2Fdeepset-ai%2Fhaystack) - to-end NLP framework with agent pipelines."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
    "  - ### Single Agent",
    "    - [Haystack](/projects/github.com%2Fdeepset-ai%2Fhaystack) - to-end NLP framework with agent pipelines."
   ],
   "stars_evidence": null,
   "description_evidence": null,
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   "url": "https://awesome.ecosyste.ms/lists/aloth%2Fawesome-ai-agents",
   "title": "awesome-ai-agents | Ecosyste.ms: Awesome",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "description": null,
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   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
    "  - ### Single Agent",
    "    - [LangChain](/projects/github.com%2Flangchain-ai%2Flangchain)"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
    "  - ### Single Agent",
    "    - [LangChain](/projects/github.com%2Flangchain-ai%2Flangchain)"
   ],
   "stars_evidence": null,
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   "license_evidence": null
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  {
   "url": "https://awesome.ecosyste.ms/lists/aloth%2Fawesome-ai-agents",
   "title": "awesome-ai-agents | Ecosyste.ms: Awesome",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
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   "project_evidence": [
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    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
    "  - ### Single Agent",
    "    - [LlamaIndex](/projects/github.com%2Frun-llama%2Fllama_index)"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
    "  - ### Single Agent",
    "    - [LlamaIndex](/projects/github.com%2Frun-llama%2Fllama_index)"
   ],
   "stars_evidence": null,
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   "license_evidence": null
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  {
   "url": "https://awesome.ecosyste.ms/lists/aloth%2Fawesome-ai-agents",
   "title": "awesome-ai-agents | Ecosyste.ms: Awesome",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
    "  - ### Single Agent",
    "    - [PydanticAI](/projects/github.com%2Fpydantic%2Fpydantic-ai) - safe and production-ready."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
    "  - ### Single Agent",
    "    - [PydanticAI](/projects/github.com%2Fpydantic%2Fpydantic-ai) - safe and production-ready."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/aloth%2Fawesome-ai-agents",
   "title": "awesome-ai-agents | Ecosyste.ms: Awesome",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
    "  - ### Single Agent",
    "    - [smolagents](/projects/github.com%2Fhuggingface%2Fsmolagents)"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
    "  - ### Single Agent",
    "    - [smolagents](/projects/github.com%2Fhuggingface%2Fsmolagents)"
   ],
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/aloth%2Fawesome-ai-agents",
   "title": "awesome-ai-agents | Ecosyste.ms: Awesome",
   "project": "GenericAgent",
   "repository": "https://github.com/lsdefine/GenericAgent",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
    "  - ### Single Agent",
    "    - [GenericAgent](/projects/github.com%2Flsdefine%2FGenericAgent) - evolving agent that grows its own skill tree from ~3K lines of seed code. 9 atomic tools for full system control (browser, terminal, filesystem, screen vision) with automatic skill crystallization."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
    "  - ### Single Agent",
    "    - [GenericAgent](/projects/github.com%2Flsdefine%2FGenericAgent) - evolving agent that grows its own skill tree from ~3K lines of seed code. 9 atomic tools for full system control (browser, terminal, filesystem, screen vision) with automatic skill crystallization."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/jahanzaibai/i-tested-flowise-dify-and-n8n-across-30-client-deployments-here-is-my-verdict-447",
   "title": "I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": "51000",
   "description": null,
   "license": null,
   "project_evidence": [
    "I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
    "Flowise has 51,000+ stars and hit product-market fit fast by wrapping LangChain in a visual interface.",
    "Flowise: The LangChain Visual Studio"
   ],
   "repository_evidence": [
    "I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
    "Flowise reached 51,000+ stars with MIT license. [Source: Flowise GitHub](https://github.com/FlowiseAI/Flowise)."
   ],
   "stars_evidence": [
    "I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
    "Flowise has 51,000+ stars and hit product-market fit fast by wrapping LangChain in a visual interface."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/jahanzaibai/i-tested-flowise-dify-and-n8n-across-30-client-deployments-here-is-my-verdict-447",
   "title": "I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "106000",
   "description": null,
   "license": null,
   "project_evidence": [
    "I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
    "Dify crossed 106,000 stars \u2014 faster growth than either of the others \u2014 by building something closer to a full LLMOps product than a tool.",
    "Dify: The Team-Friendly AI Product Builder"
   ],
   "repository_evidence": [
    "I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
    "Dify crossed 106,000 stars on GitHub with an Apache 2.0 license. [Source: Dify GitHub](https://github.com/langgenius/dify)."
   ],
   "stars_evidence": [
    "I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
    "Dify crossed 106,000 stars \u2014 faster growth than either of the others \u2014 by building something closer to a full LLMOps product than a tool."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/jahanzaibai/i-tested-flowise-dify-and-n8n-across-30-client-deployments-here-is-my-verdict-447",
   "title": "I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": "182000",
   "description": null,
   "license": null,
   "project_evidence": [
    "I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
    "n8n has 182,000+ GitHub stars and has been in active development for seven years.",
    "n8n: The Automation Platform That Grew Up and Added AI"
   ],
   "repository_evidence": [
    "I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
    "n8n's GitHub community reached 182,000+ stars across a 7-year development history, with 70+ AI-specific nodes added in 2024 to 2025. [Source: n8n GitHub](https://github.com/n8n-io/n8n)."
   ],
   "stars_evidence": [
    "I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
    "n8n has 182,000+ GitHub stars and has been in active development for seven years."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openlegion.ai/learn/ai-agent-frameworks",
   "title": "Best AI Agent Frameworks (2026 Comparison)",
   "project": "OpenLegion",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks: 2026 Comparison",
    "This comparison evaluates six major **AI agent frameworks** across the dimensions that matter in production: isolation, credential management, multi-agent support, cost controls, and hosting model.",
    "- **Six frameworks compared**: OpenLegion, OpenClaw, LangGraph, CrewAI, AutoGen, Semantic Kernel",
    "Choose OpenLegion when your primary concern is production security and governance."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openlegion.ai/learn/ai-agent-frameworks",
   "title": "Best AI Agent Frameworks (2026 Comparison)",
   "project": "OpenClaw",
   "repository": null,
   "stars": "67300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks: 2026 Comparison",
    "This comparison evaluates six major **AI agent frameworks** across the dimensions that matter in production: isolation, credential management, multi-agent support, cost controls, and hosting model.",
    "- **Six frameworks compared**: OpenLegion, OpenClaw, LangGraph, CrewAI, AutoGen, Semantic Kernel",
    "- **OpenClaw** has the largest community (~67K GitHub stars) but documented security concerns",
    "Choose OpenClaw when you need a powerful AI-driven development agent with a large, active community."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agent Frameworks: 2026 Comparison",
    "This comparison evaluates six major **AI agent frameworks** across the dimensions that matter in production: isolation, credential management, multi-agent support, cost controls, and hosting model.",
    "Choose OpenClaw when you need a powerful AI-driven development agent with a large, active community.",
    "With ~67,300 stars and 467 contributors, it has the largest community of any open-source AI agent project."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openlegion.ai/learn/ai-agent-frameworks",
   "title": "Best AI Agent Frameworks (2026 Comparison)",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks: 2026 Comparison",
    "This comparison evaluates six major **AI agent frameworks** across the dimensions that matter in production: isolation, credential management, multi-agent support, cost controls, and hosting model.",
    "- **Six frameworks compared**: OpenLegion, OpenClaw, LangGraph, CrewAI, AutoGen, Semantic Kernel",
    "- **LangGraph** has the highest adoption (~6M monthly PyPI downloads) and most flexible programmatic control",
    "Choose LangGraph when you need maximum programmatic control over complex, stateful agent workflows."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openlegion.ai/learn/ai-agent-frameworks",
   "title": "Best AI Agent Frameworks (2026 Comparison)",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks: 2026 Comparison",
    "This comparison evaluates six major **AI agent frameworks** across the dimensions that matter in production: isolation, credential management, multi-agent support, cost controls, and hosting model.",
    "- **Six frameworks compared**: OpenLegion, OpenClaw, LangGraph, CrewAI, AutoGen, Semantic Kernel",
    "- **CrewAI** is the easiest to learn with its role-based agent design",
    "Choose CrewAI when you want the fastest path from idea to working multi-agent prototype."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openlegion.ai/learn/ai-agent-frameworks",
   "title": "Best AI Agent Frameworks (2026 Comparison)",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks: 2026 Comparison",
    "This comparison evaluates six major **AI agent frameworks** across the dimensions that matter in production: isolation, credential management, multi-agent support, cost controls, and hosting model.",
    "- **Six frameworks compared**: OpenLegion, OpenClaw, LangGraph, CrewAI, AutoGen, Semantic Kernel",
    "- **AutoGen** is transitioning to the Microsoft Agent Framework \u2014 evaluate carefully before adopting",
    "Choose AutoGen carefully."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openlegion.ai/learn/ai-agent-frameworks",
   "title": "Best AI Agent Frameworks (2026 Comparison)",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks: 2026 Comparison",
    "This comparison evaluates six major **AI agent frameworks** across the dimensions that matter in production: isolation, credential management, multi-agent support, cost controls, and hosting model.",
    "- **Six frameworks compared**: OpenLegion, OpenClaw, LangGraph, CrewAI, AutoGen, Semantic Kernel",
    "- **Semantic Kernel** is the strongest choice for .NET/Azure enterprise environments",
    "Choose Semantic Kernel when you're building within the .NET and Azure ecosystem."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openlegion.ai/learn/ai-agent-frameworks",
   "title": "Best AI Agent Frameworks (2026 Comparison)",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "19000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Emerging Frameworks Worth Watching",
    "The AI agent framework landscape is evolving rapidly. Several newer entrants are gaining traction:",
    "**OpenAI Agents SDK** (~19K stars) offers the simplest developer experience with just three primitives \u2014 Agents, Handoffs, and Guardrails."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Emerging Frameworks Worth Watching",
    "The AI agent framework landscape is evolving rapidly. Several newer entrants are gaining traction:",
    "**OpenAI Agents SDK** (~19K stars) offers the simplest developer experience with just three primitives \u2014 Agents, Handoffs, and Guardrails."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openlegion.ai/learn/ai-agent-frameworks",
   "title": "Best AI Agent Frameworks (2026 Comparison)",
   "project": "Google Agent Development Kit (ADK)",
   "repository": null,
   "stars": "17800",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Emerging Frameworks Worth Watching",
    "The AI agent framework landscape is evolving rapidly. Several newer entrants are gaining traction:",
    "**Google Agent Development Kit (ADK)** (~17,800 stars) provides code-first multi-language support with native Google Cloud integration and the Agent-to-Agent (A2A) protocol for cross-framework communication."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Emerging Frameworks Worth Watching",
    "The AI agent framework landscape is evolving rapidly. Several newer entrants are gaining traction:",
    "**Google Agent Development Kit (ADK)** (~17,800 stars) provides code-first multi-language support with native Google Cloud integration and the Agent-to-Agent (A2A) protocol for cross-framework communication."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openlegion.ai/learn/ai-agent-frameworks",
   "title": "Best AI Agent Frameworks (2026 Comparison)",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Emerging Frameworks Worth Watching",
    "The AI agent framework landscape is evolving rapidly. Several newer entrants are gaining traction:",
    "**Microsoft Agent Framework** merges AutoGen + Semantic Kernel into a unified open-source framework with MCP and A2A protocol support."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openlegion.ai/learn/ai-agent-frameworks",
   "title": "Best AI Agent Frameworks (2026 Comparison)",
   "project": "Pydantic AI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Emerging Frameworks Worth Watching",
    "The AI agent framework landscape is evolving rapidly. Several newer entrants are gaining traction:",
    "**Pydantic AI** brings type-safe, FastAPI-style development patterns to agent building, appealing to teams that prioritize code quality and validation."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://softwareseni.com/navigating-the-multi-agent-framework-landscape-from-crewai-to-langgraph-to-autogen-and-beyond",
   "title": "Navigating the Multi-Agent Framework Landscape from CrewAI to LangGraph to AutoGen and Beyond",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "So this article provides a vendor-neutral comparison of the leading frameworks\u2014[CrewAI](https://www.crewai.com/), [LangGraph](https://python.langchain.com/docs/langgraph), [AutoGen](https://microsoft.github.io/autogen/), AG2, [ChatDev](https://github.com/OpenBMB/ChatDev), [MetaGPT](https://github.com/geekan/MetaGPT), and Magentic-One.",
    "## What Are the Leading Multi-Agent Frameworks and How Do They Differ?"
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    "- ## 1. Agent Frameworks (Production-Ready)",
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    "- ## 1. Agent Frameworks (Production-Ready)",
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    "- ## 1. Agent Frameworks (Production-Ready)",
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    "- ## 1. Agent Frameworks (Production-Ready)",
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    "- ## 1. Agent Frameworks (Production-Ready)",
    "- [Agno](/projects/github.com%2Fagno-agi%2Fagno)"
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    "- ## 1. Agent Frameworks (Production-Ready)",
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    "## At a Glance",
    "| Tool | Best for | Pricing | Free plan | Open source | vs Langflow |",
    "| [![Flowise logo](/_next/image?url=https%3A%2F%2Fpub-d77d835229c8426fa072eb6f40f15f41.r2.dev%2Ficon%2F2026-06-12%2Fbrand-flowise-af30e37d.jpg&w=48&q=75)Flowise](/tool/flowise) | Developers who want visual speed with code-level escape hatches | Freemium \u00b7 from $35/mo | | | Node.js-based equivalent with stronger website chatbot embedding. |",
    "### Flowise",
    "Open-source visual builder for AI agents \u2014 drag, drop, and deploy LLM flows and chatbots."
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    "| [![Dify logo](/_next/image?url=https%3A%2F%2Fpub-d77d835229c8426fa072eb6f40f15f41.r2.dev%2Ficon%2F2026-06-12%2Fbrand-dify-4905c563.png&w=48&q=75)Dify](/tool/dify) | Teams shipping LLM apps without building infrastructure | Freemium \u00b7 from $59/mo | | | Adds production tooling \u2014 RAG management, observability, moderation \u2014 around the same visual idea. |",
    "### Dify",
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   "title": "I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
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    "| **Primary use case** | LLM chains and RAG agents | Team AI products and chatbots | Automation workflows with AI steps |"
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   "title": "AI Agent Framework Comparison (LangGraph/CrewAI/AutoGen) | Blck Alpaca",
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   "url": "https://niteagent.com/blog/2026-06-02-swarms-enterprise-multi-agent-orchestration",
   "title": "Swarms: Enterprise-Grade Multi-Agent Orchestration Framework Deep Dive",
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   "stars": "6800",
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   "license": null,
   "project_evidence": [
    "**The bottom line:** Swarms is an enterprise-grade, production-ready multi-agent orchestration framework with 6.8k GitHub stars, Apache 2.0 license, and 50+ contributors .",
    "## The Multi-Agent Framework Landscape"
   ],
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    "git clone https://github.com/kyegomez/swarms.git",
    "## Installation and Quick Start"
   ],
   "stars_evidence": [
    "**The bottom line:** Swarms is an enterprise-grade, production-ready multi-agent orchestration framework with 6.8k GitHub stars, Apache 2.0 license, and 50+ contributors .",
    "## The Multi-Agent Framework Landscape"
   ],
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   "url": "https://insights.reinventing.ai/articles/ai-agents-open-source-tooling-2026-04-14",
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   "url": "https://insights.reinventing.ai/articles/ai-agents-open-source-tooling-2026-04-14",
   "title": "Open-Source Agent Frameworks Reshape Solo Operator Workflows",
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   "stars": "54600",
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   "license": null,
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   "stars_evidence": [
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   ],
   "description_evidence": null,
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   "repository_evidence": null,
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   "title": "Open-Source Agent Frameworks Reshape Solo Operator Workflows",
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   "repository_evidence": null,
   "stars_evidence": [
    "Security and Verification Remain Critical",
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   "description_evidence": null,
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  {
   "url": "https://insights.reinventing.ai/articles/ai-agents-open-source-tooling-2026-04-14",
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   "stars": "12000",
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   "project_evidence": [
    "Security and Verification Remain Critical",
    "Ragas (12,000 stars) provides metrics for RAG system relevance and faithfulness."
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   "stars_evidence": [
    "Security and Verification Remain Critical",
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   "license_evidence": null
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  {
   "url": "https://insights.reinventing.ai/articles/ai-agents-open-source-tooling-2026-04-14",
   "title": "Open-Source Agent Frameworks Reshape Solo Operator Workflows",
   "project": "Promptfoo",
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   "stars": "10000",
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    "Security and Verification Remain Critical",
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   "stars_evidence": [
    "Security and Verification Remain Critical",
    "Promptfoo (10,000 stars) enables regression testing across model configurations."
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   "description_evidence": null,
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  {
   "url": "https://insights.reinventing.ai/articles/ai-agents-open-source-tooling-2026-04-14",
   "title": "Open-Source Agent Frameworks Reshape Solo Operator Workflows",
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   "url": "https://insights.reinventing.ai/articles/ai-agents-open-source-tooling-2026-04-14",
   "title": "Open-Source Agent Frameworks Reshape Solo Operator Workflows",
   "project": "Google Agent Dev Kit",
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   "stars": "17800",
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow-Specific Framework Selection",
    "Google's Agent Dev Kit (ADK), with 17,800 stars and 3.3 million monthly downloads, serves teams already invested in Google Cloud and Vertex AI ecosystems."
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   "stars_evidence": [
    "Workflow-Specific Framework Selection",
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   "url": "https://insights.reinventing.ai/articles/ai-agents-open-source-tooling-2026-04-14",
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   "stars": "19000",
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   "license": null,
   "project_evidence": [
    "Workflow-Specific Framework Selection",
    "OpenAI's Agents SDK (19,000 stars, 10.3 million downloads) offers lightweight multi-agent workflows with comprehensive tracing and guardrails across 100+ LLMs."
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   "repository_evidence": null,
   "stars_evidence": [
    "Workflow-Specific Framework Selection",
    "OpenAI's Agents SDK (19,000 stars, 10.3 million downloads) offers lightweight multi-agent workflows with comprehensive tracing and guardrails across 100+ LLMs."
   ],
   "description_evidence": null,
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  {
   "url": "https://openaitoolshub.org/en/blog/microsoft-agent-framework-review",
   "title": "Microsoft Agent Framework \u2014 Semantic Kernel Meets AutoGen in One SDK",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": "50000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Tool Review\u2022 ~18 min read",
    "# Microsoft Agent Framework \u2014 Semantic Kernel Meets AutoGen in One SDK",
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   ],
   "repository_evidence": [
    "AI Tool Review\u2022 ~18 min read",
    "## What Happened to Semantic Kernel and AutoGen?",
    "The AutoGen name lives on as a compatibility layer, but new development happens in the unified repo at [github.com/microsoft/agent-framework](https://github.com/microsoft/agent-framework)."
   ],
   "stars_evidence": [
    "AI Tool Review\u2022 ~18 min read",
    "## What Happened to Semantic Kernel and AutoGen?",
    "Two years of parallel development, two separate GitHub repos with a combined 50,000+ stars, two different programming models, and one increasingly confused developer community."
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openaitoolshub.org/en/blog/microsoft-agent-framework-review",
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    "Semantic Kernel handled enterprise orchestration."
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   "url": "https://openaitoolshub.org/en/blog/microsoft-agent-framework-review",
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   "stars": "8000",
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   "project_evidence": [
    "AI Tool Review\u2022 ~18 min read",
    "## How Does It Compare to Claude Agent SDK, LangGraph, and CrewAI?",
    "| Feature | MS Agent Framework | Claude Agent SDK | LangGraph | CrewAI |"
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   "stars_evidence": [
    "AI Tool Review\u2022 ~18 min read",
    "## How Does It Compare to Claude Agent SDK, LangGraph, and CrewAI?",
    "| Feature | MS Agent Framework | Claude Agent SDK | LangGraph | CrewAI |",
    "| GitHub Stars | ~50K (combined legacy repos) | ~8K | ~12K | ~25K |"
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   "url": "https://openaitoolshub.org/en/blog/microsoft-agent-framework-review",
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   "stars": "12000",
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   "license": null,
   "project_evidence": [
    "AI Tool Review\u2022 ~18 min read",
    "## How Does It Compare to Claude Agent SDK, LangGraph, and CrewAI?",
    "| Feature | MS Agent Framework | Claude Agent SDK | LangGraph | CrewAI |"
   ],
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   "stars_evidence": [
    "AI Tool Review\u2022 ~18 min read",
    "## How Does It Compare to Claude Agent SDK, LangGraph, and CrewAI?",
    "| Feature | MS Agent Framework | Claude Agent SDK | LangGraph | CrewAI |",
    "| GitHub Stars | ~50K (combined legacy repos) | ~8K | ~12K | ~25K |"
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   "project_evidence": [
    "AI Tool Review\u2022 ~18 min read",
    "## How Does It Compare to Claude Agent SDK, LangGraph, and CrewAI?",
    "| Feature | MS Agent Framework | Claude Agent SDK | LangGraph | CrewAI |"
   ],
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   "stars_evidence": [
    "AI Tool Review\u2022 ~18 min read",
    "## How Does It Compare to Claude Agent SDK, LangGraph, and CrewAI?",
    "| Feature | MS Agent Framework | Claude Agent SDK | LangGraph | CrewAI |",
    "| GitHub Stars | ~50K (combined legacy repos) | ~8K | ~12K | ~25K |"
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  {
   "url": "https://paxrel.com/blog-open-source-ai-agents",
   "title": "12 Best Open Source AI Agents You Can Self-Host in 2026",
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   "stars": "170000",
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   "license": null,
   "project_evidence": [
    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **AutoGPT** | General autonomous | 170K+ | Medium | General-purpose tasks |",
    "### 1. AutoGPT"
   ],
   "repository_evidence": [
    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "### 1. AutoGPT",
    " # Quick start git clone https://github.com/Significant-Gravitas/AutoGPT.git cd AutoGPT cp .env.template .env # Add your API keys docker compose up"
   ],
   "stars_evidence": [
    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **AutoGPT** | General autonomous | 170K+ | Medium | General-purpose tasks |"
   ],
   "description_evidence": null,
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  },
  {
   "url": "https://paxrel.com/blog-open-source-ai-agents",
   "title": "12 Best Open Source AI Agents You Can Self-Host in 2026",
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   "stars": "45000",
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   "license": null,
   "project_evidence": [
    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **CrewAI** | Multi-agent teams | 45K+ | Easy | Team-based workflows |",
    "### 2. CrewAI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **CrewAI** | Multi-agent teams | 45K+ | Easy | Team-based workflows |"
   ],
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  {
   "url": "https://paxrel.com/blog-open-source-ai-agents",
   "title": "12 Best Open Source AI Agents You Can Self-Host in 2026",
   "project": "OpenDevin",
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   "stars": "40000",
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   "project_evidence": [
    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **OpenDevin** | Software engineering | 40K+ | Medium | Automated coding |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **OpenDevin** | Software engineering | 40K+ | Medium | Automated coding |"
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  {
   "url": "https://paxrel.com/blog-open-source-ai-agents",
   "title": "12 Best Open Source AI Agents You Can Self-Host in 2026",
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    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **Aider** | Pair programming | 30K+ | Easy | Code editing via chat |",
    "### 4. Aider"
   ],
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   "stars_evidence": [
    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **Aider** | Pair programming | 30K+ | Easy | Code editing via chat |"
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    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **SWE-Agent** | Bug fixing | 18K+ | Medium | GitHub issue resolution |",
    "### 5. SWE-Agent"
   ],
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   "stars_evidence": [
    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **SWE-Agent** | Bug fixing | 18K+ | Medium | GitHub issue resolution |"
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  {
   "url": "https://paxrel.com/blog-open-source-ai-agents",
   "title": "12 Best Open Source AI Agents You Can Self-Host in 2026",
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   "stars": "20000",
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    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **GPT-Researcher** | Deep research | 20K+ | Easy | Comprehensive research reports |",
    "### 6. GPT-Researcher"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **GPT-Researcher** | Deep research | 20K+ | Easy | Comprehensive research reports |"
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  {
   "url": "https://paxrel.com/blog-open-source-ai-agents",
   "title": "12 Best Open Source AI Agents You Can Self-Host in 2026",
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    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **AutoGen** | Multi-agent conversation | 38K+ | Easy | Conversational agent systems |",
    "### 7. AutoGen (by Microsoft)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **AutoGen** | Multi-agent conversation | 38K+ | Easy | Conversational agent systems |"
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   "description_evidence": null,
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  },
  {
   "url": "https://paxrel.com/blog-open-source-ai-agents",
   "title": "12 Best Open Source AI Agents You Can Self-Host in 2026",
   "project": "LangGraph",
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   "stars": "12000",
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    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **LangGraph** | Agent orchestration | 12K+ | Medium | Complex stateful workflows |",
    "### 8. LangGraph"
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   "repository_evidence": null,
   "stars_evidence": [
    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **LangGraph** | Agent orchestration | 12K+ | Medium | Complex stateful workflows |"
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  {
   "url": "https://paxrel.com/blog-open-source-ai-agents",
   "title": "12 Best Open Source AI Agents You Can Self-Host in 2026",
   "project": "Haystack",
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   "stars": "20000",
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    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **Haystack** | RAG + agents | 20K+ | Medium | Search-augmented agents |",
    "### 9. Haystack"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **Haystack** | RAG + agents | 20K+ | Medium | Search-augmented agents |"
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   "description_evidence": null,
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  {
   "url": "https://paxrel.com/blog-open-source-ai-agents",
   "title": "12 Best Open Source AI Agents You Can Self-Host in 2026",
   "project": "OpenHands",
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   "stars": "50000",
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   "license": null,
   "project_evidence": [
    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **OpenHands** | Software engineering | 50K+ | Medium | Full-stack coding agent |",
    "### 3. OpenHands (formerly OpenDevin)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **OpenHands** | Software engineering | 50K+ | Medium | Full-stack coding agent |"
   ],
   "description_evidence": null,
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  {
   "url": "https://paxrel.com/blog-open-source-ai-agents",
   "title": "12 Best Open Source AI Agents You Can Self-Host in 2026",
   "project": "Composio",
   "repository": null,
   "stars": "15000",
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   "license": null,
   "project_evidence": [
    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **Composio** | Tool integration | 15K+ | Easy | Connecting agents to 200+ tools |",
    "### 10. Composio"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **Composio** | Tool integration | 15K+ | Easy | Connecting agents to 200+ tools |"
   ],
   "description_evidence": null,
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  },
  {
   "url": "https://paxrel.com/blog-open-source-ai-agents",
   "title": "12 Best Open Source AI Agents You Can Self-Host in 2026",
   "project": "Browser-Use",
   "repository": null,
   "stars": "25000",
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   "license": null,
   "project_evidence": [
    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **Browser-Use** | Web browsing | 25K+ | Easy | Automated web interaction |",
    "### 11. Browser-Use"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 12 Best Open Source AI Agents You Can Self-Host in 2026",
    "We tested dozens of open source agents and narrowed it down to 12 that are actually production-ready, actively maintained, and worth your time in 2026.",
    "| Agent | Focus | Stars | Self-Host Difficulty | Best For |",
    "| **Browser-Use** | Web browsing | 25K+ | Easy | Automated web interaction |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://interconnectd.com/blog/35/review-dify-ai-%E2%80%94-is-this-the-best-open-source-visual-agent-builder-for-non-",
   "title": "Latest AI Insights and Collaborative Intelligence",
   "project": "Dify.ai",
   "repository": null,
   "stars": "28000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Is Dify.ai the ultimate open-source AI agent builder for 2026? Read our 5000-word deep dive into its visual workflow canvas, RAG pipelines, and ReAct strategies.",
    "## 2. What is Dify.ai? An open\u2011source LLM operating system"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## 2. What is Dify.ai? An open\u2011source LLM operating system",
    "As of early 2026, Dify has amassed 28k GitHub stars and an active Discord where members share custom tools and pipeline templates."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://interconnectd.com/blog/35/review-dify-ai-%E2%80%94-is-this-the-best-open-source-visual-agent-builder-for-non-",
   "title": "Latest AI Insights and Collaborative Intelligence",
   "project": "LangFlow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Platform | Open source | Non\u2011coder ease | RAG capabilities | Agent reasoning | Self\u2011hosting |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://interconnectd.com/blog/35/review-dify-ai-%E2%80%94-is-this-the-best-open-source-visual-agent-builder-for-non-",
   "title": "Latest AI Insights and Collaborative Intelligence",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Platform | Open source | Non\u2011coder ease | RAG capabilities | Agent reasoning | Self\u2011hosting |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://interconnectd.com/blog/35/review-dify-ai-%E2%80%94-is-this-the-best-open-source-visual-agent-builder-for-non-",
   "title": "Latest AI Insights and Collaborative Intelligence",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 6. Dify vs. alternatives \u2013 a 2026 comparison",
    "| Platform | Open source | Non\u2011coder ease | RAG capabilities | Agent reasoning | Self\u2011hosting |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://htek.dev/articles/all-agent-harnesses-live-comparison",
   "title": "All Agent Harnesses: The Live Comparison \u0393\u00c7\u00f6 htek.dev",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "26000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### OpenAI Agents SDK",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) (which evolved from the Swarm research project) is OpenAI\u2019s production-grade framework for building multi-agent workflows."
   ],
   "repository_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### OpenAI Agents SDK",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) (which evolved from the Swarm research project) is OpenAI\u2019s production-grade framework for building multi-agent workflows."
   ],
   "stars_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### OpenAI Agents SDK",
    "Active development with [26,000+ GitHub stars](https://github.com/openai/openai-agents-python)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://htek.dev/articles/all-agent-harnesses-live-comparison",
   "title": "All Agent Harnesses: The Live Comparison \u0393\u00c7\u00f6 htek.dev",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "26000",
   "description": "MIT-licensed",
   "license": "MIT",
   "project_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### OpenAI Agents SDK",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) (which evolved from the Swarm research project) is OpenAI\u2019s production-grade framework for building multi-agent workflows."
   ],
   "repository_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### OpenAI Agents SDK",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) (which evolved from the Swarm research project) is OpenAI\u2019s production-grade framework for building multi-agent workflows."
   ],
   "stars_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### OpenAI Agents SDK",
    "Active development with [26,000+ GitHub stars](https://github.com/openai/openai-agents-python)"
   ],
   "description_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### OpenAI Agents SDK",
    "It\u2019s MIT-licensed and has undergone a **major architecture overhaul in May 2026** \u2014 transforming from a lightweight chat SDK into a full agent infrastructure platform."
   ],
   "license_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### OpenAI Agents SDK",
    "It\u2019s MIT-licensed and has undergone a **major architecture overhaul in May 2026** \u2014 transforming from a lightweight chat SDK into a full agent infrastructure platform."
   ]
  },
  {
   "url": "https://htek.dev/articles/all-agent-harnesses-live-comparison",
   "title": "All Agent Harnesses: The Live Comparison \u0393\u00c7\u00f6 htek.dev",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "description": "SDK open source (MIT), runtime proprietary",
   "license": "MIT",
   "project_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### Harnesses, IDE Agents & Autonomous Agents",
    "| Feature | GitHub Copilot (Extensions + CLI) | OpenAI Agents SDK | Anthropic Claude Code | Amazon Bedrock Agents | Google Vertex AI Agent Builder | Cursor | Devin Desktop (fmr. Windsurf) | Devin Cloud | JetBrains AI |",
    "| **Tool Use** | Extensions API + MCP + function calling | Function calling + hosted tools | MCP protocol + Bash/file tools | Action groups \u2192 Lambda/Step Functions | Fulfillments + Vertex Extensions | Built-in code/terminal tools | Code search + editing tools | Full dev environment tools | IDE-native tools |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### Harnesses, IDE Agents & Autonomous Agents",
    "| Feature | GitHub Copilot (Extensions + CLI) | OpenAI Agents SDK | Anthropic Claude Code | Amazon Bedrock Agents | Google Vertex AI Agent Builder | Cursor | Devin Desktop (fmr. Windsurf) | Devin Cloud | JetBrains AI |",
    "| **Open Source** | Extensions spec open, CLI proprietary | SDK open source (MIT), runtime proprietary | CLI open source, MCP open protocol | Proprietary | Proprietary | Proprietary | Proprietary | Proprietary | Proprietary |"
   ],
   "license_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### Harnesses, IDE Agents & Autonomous Agents",
    "| Feature | GitHub Copilot (Extensions + CLI) | OpenAI Agents SDK | Anthropic Claude Code | Amazon Bedrock Agents | Google Vertex AI Agent Builder | Cursor | Devin Desktop (fmr. Windsurf) | Devin Cloud | JetBrains AI |",
    "| **Open Source** | Extensions spec open, CLI proprietary | SDK open source (MIT), runtime proprietary | CLI open source, MCP open protocol | Proprietary | Proprietary | Proprietary | Proprietary | Proprietary | Proprietary |"
   ]
  },
  {
   "url": "https://htek.dev/articles/all-agent-harnesses-live-comparison",
   "title": "All Agent Harnesses: The Live Comparison \u0393\u00c7\u00f6 htek.dev",
   "project": "Anthropic Claude Code",
   "repository": null,
   "stars": null,
   "description": "CLI open source, MCP open protocol",
   "license": null,
   "project_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### Harnesses, IDE Agents & Autonomous Agents",
    "| Feature | GitHub Copilot (Extensions + CLI) | OpenAI Agents SDK | Anthropic Claude Code | Amazon Bedrock Agents | Google Vertex AI Agent Builder | Cursor | Devin Desktop (fmr. Windsurf) | Devin Cloud | JetBrains AI |",
    "| **Tool Use** | Extensions API + MCP + function calling | Function calling + hosted tools | MCP protocol + Bash/file tools | Action groups \u2192 Lambda/Step Functions | Fulfillments + Vertex Extensions | Built-in code/terminal tools | Code search + editing tools | Full dev environment tools | IDE-native tools |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### Harnesses, IDE Agents & Autonomous Agents",
    "| Feature | GitHub Copilot (Extensions + CLI) | OpenAI Agents SDK | Anthropic Claude Code | Amazon Bedrock Agents | Google Vertex AI Agent Builder | Cursor | Devin Desktop (fmr. Windsurf) | Devin Cloud | JetBrains AI |",
    "| **Open Source** | Extensions spec open, CLI proprietary | SDK open source (MIT), runtime proprietary | CLI open source, MCP open protocol | Proprietary | Proprietary | Proprietary | Proprietary | Proprietary | Proprietary |"
   ],
   "license_evidence": null
  },
  {
   "url": "https://htek.dev/articles/all-agent-harnesses-live-comparison",
   "title": "All Agent Harnesses: The Live Comparison \u0393\u00c7\u00f6 htek.dev",
   "project": "LangChain/LangGraph",
   "repository": null,
   "stars": null,
   "description": "LangChain/LangGraph, CrewAI, AutoGen, Semantic Kernel",
   "license": null,
   "project_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "## What Is an Agent Harness?",
    "| Category | What It Does | Who Controls the Loop | Examples |",
    "| **Agent Framework** | Programmable building blocks for composing agents in code | The developer | LangChain/LangGraph, CrewAI, AutoGen, Semantic Kernel |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "## What Is an Agent Harness?",
    "| Category | What It Does | Who Controls the Loop | Examples |",
    "| **Agent Framework** | Programmable building blocks for composing agents in code | The developer | LangChain/LangGraph, CrewAI, AutoGen, Semantic Kernel |"
   ],
   "license_evidence": null
  },
  {
   "url": "https://htek.dev/articles/all-agent-harnesses-live-comparison",
   "title": "All Agent Harnesses: The Live Comparison \u0393\u00c7\u00f6 htek.dev",
   "project": "LangChain / LangGraph",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "description": "Programmable (buffer, summary, vector, entity, graph)",
   "license": "MIT",
   "project_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### Agent Frameworks",
    "| Feature | LangChain / LangGraph | CrewAI | Microsoft Agent Framework (AutoGen + Semantic Kernel) | Google ADK | Mastra |",
    "| **Tool Use** | Decorators + schemas + any callable | Tool decorators with role binding | Skills/functions (semantic + native) + agent tooling | Tools with schema definitions | TypeScript-first tool definitions |"
   ],
   "repository_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### LangChain / LangGraph",
    "[LangChain](https://github.com/langchain-ai/langchain) is the most widely adopted agent framework, with [LangGraph](https://github.com/langchain-ai/langgraph) adding stateful, graph-based orchestration for complex multi-agent workflows."
   ],
   "stars_evidence": null,
   "description_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### Agent Frameworks",
    "| Feature | LangChain / LangGraph | CrewAI | Microsoft Agent Framework (AutoGen + Semantic Kernel) | Google ADK | Mastra |",
    "| **Memory** | Programmable (buffer, summary, vector, entity, graph) | Shared crew memory + agent memory | Vector store connectors + key-value + conversation history | Session state + Google Search grounding | Explicit read/write memory with observability |"
   ],
   "license_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### Agent Frameworks",
    "| Feature | LangChain / LangGraph | CrewAI | Microsoft Agent Framework (AutoGen + Semantic Kernel) | Google ADK | Mastra |",
    "| **License** | MIT | MIT | MIT | Apache 2.0 | MIT |"
   ]
  },
  {
   "url": "https://htek.dev/articles/all-agent-harnesses-live-comparison",
   "title": "All Agent Harnesses: The Live Comparison \u0393\u00c7\u00f6 htek.dev",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "description": "Shared crew memory + agent memory",
   "license": "MIT",
   "project_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### CrewAI",
    "[CrewAI](https://github.com/crewAIInc/crewAI) takes a role-based approach to multi-agent systems."
   ],
   "repository_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### CrewAI",
    "[CrewAI](https://github.com/crewAIInc/crewAI) takes a role-based approach to multi-agent systems."
   ],
   "stars_evidence": null,
   "description_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### Agent Frameworks",
    "| Feature | LangChain / LangGraph | CrewAI | Microsoft Agent Framework (AutoGen + Semantic Kernel) | Google ADK | Mastra |",
    "| **Memory** | Programmable (buffer, summary, vector, entity, graph) | Shared crew memory + agent memory | Vector store connectors + key-value + conversation history | Session state + Google Search grounding | Explicit read/write memory with observability |"
   ],
   "license_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### Agent Frameworks",
    "| Feature | LangChain / LangGraph | CrewAI | Microsoft Agent Framework (AutoGen + Semantic Kernel) | Google ADK | Mastra |",
    "| **License** | MIT | MIT | MIT | Apache 2.0 | MIT |"
   ]
  },
  {
   "url": "https://htek.dev/articles/all-agent-harnesses-live-comparison",
   "title": "All Agent Harnesses: The Live Comparison \u0393\u00c7\u00f6 htek.dev",
   "project": "Microsoft Agent Framework (AutoGen + Semantic Kernel)",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": null,
   "description": "Vector store connectors + key-value + conversation history",
   "license": "MIT",
   "project_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### Agent Frameworks",
    "| Feature | LangChain / LangGraph | CrewAI | Microsoft Agent Framework (AutoGen + Semantic Kernel) | Google ADK | Mastra |",
    "| **Tool Use** | Decorators + schemas + any callable | Tool decorators with role binding | Skills/functions (semantic + native) + agent tooling | Tools with schema definitions | TypeScript-first tool definitions |"
   ],
   "repository_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### Microsoft Agent Framework",
    "[Microsoft Agent Framework](https://github.com/microsoft/agent-framework) reached [Release Candidate in February 2026](https://devblogs.microsoft.com/foundry/microsoft-agent-framework-reaches-release-candidate/) and [General Availability on April 8, 2026](https://devblogs.microsoft.com/agent-framework/microsoft-agent-framework-version-1-0/)."
   ],
   "stars_evidence": null,
   "description_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### Agent Frameworks",
    "| Feature | LangChain / LangGraph | CrewAI | Microsoft Agent Framework (AutoGen + Semantic Kernel) | Google ADK | Mastra |",
    "| **Memory** | Programmable (buffer, summary, vector, entity, graph) | Shared crew memory + agent memory | Vector store connectors + key-value + conversation history | Session state + Google Search grounding | Explicit read/write memory with observability |"
   ],
   "license_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### Agent Frameworks",
    "| Feature | LangChain / LangGraph | CrewAI | Microsoft Agent Framework (AutoGen + Semantic Kernel) | Google ADK | Mastra |",
    "| **License** | MIT | MIT | MIT | Apache 2.0 | MIT |"
   ]
  },
  {
   "url": "https://htek.dev/articles/all-agent-harnesses-live-comparison",
   "title": "All Agent Harnesses: The Live Comparison \u0393\u00c7\u00f6 htek.dev",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": null,
   "description": "Session state + Google Search grounding",
   "license": "Apache 2.0",
   "project_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### Agent Frameworks",
    "| Feature | LangChain / LangGraph | CrewAI | Microsoft Agent Framework (AutoGen + Semantic Kernel) | Google ADK | Mastra |",
    "| **Tool Use** | Decorators + schemas + any callable | Tool decorators with role binding | Skills/functions (semantic + native) + agent tooling | Tools with schema definitions | TypeScript-first tool definitions |"
   ],
   "repository_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### Google Vertex AI Agent Builder + ADK 2.0",
    "The [Agent Development Kit (ADK) 2.0](https://github.com/google/adk-python) \u2014 released stable on May 19, 2026 \u2014 is the open-source companion framework featuring a new **graph-based workflow execution engine** and structured Task API for multi-agent orchestration."
   ],
   "stars_evidence": null,
   "description_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### Agent Frameworks",
    "| Feature | LangChain / LangGraph | CrewAI | Microsoft Agent Framework (AutoGen + Semantic Kernel) | Google ADK | Mastra |",
    "| **Memory** | Programmable (buffer, summary, vector, entity, graph) | Shared crew memory + agent memory | Vector store connectors + key-value + conversation history | Session state + Google Search grounding | Explicit read/write memory with observability |"
   ],
   "license_evidence": [
    "# All Agent Harnesses: The Live Comparison",
    "### Agent Frameworks",
    "| Feature | LangChain / LangGraph | CrewAI | Microsoft Agent Framework (AutoGen + Semantic Kernel) | Google ADK | Mastra |",
    "| **License** | MIT | MIT | MIT | Apache 2.0 | MIT |"
   ]
  },
  {
   "url": "https://htek.dev/articles/all-agent-harnesses-live-comparison",
   "title": "All Agent Harnesses: The Live Comparison \u0393\u00c7\u00f6 htek.dev",
   "project": "Mastra",
   "repository": null,
   "stars": null,
   "description": "Explicit read/write memory with observability",
   "license": "MIT",
   "project_evidence": [
    "# All Agent Harnesses: The Live Comparison",
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   "project_evidence": [
    "### Lightweight / Minimalist",
    "| Framework | Lang | Description |",
    "| [MicroAgent](https://github.com/aymenfurter/microagent) | Py | Self-editing prompts and code. |"
   ],
   "repository_evidence": [
    "### Lightweight / Minimalist",
    "| Framework | Lang | Description |",
    "| [MicroAgent](https://github.com/aymenfurter/microagent) | Py | Self-editing prompts and code. |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolvitals.com/blog/top-50-developer-infrastructure-tools-2026-06",
   "title": "Top 50 Developer Infrastructure Tools \u2014 June 2026",
   "project": "AutoGPT",
   "repository": null,
   "stars": "184745",
   "description": null,
   "license": null,
   "project_evidence": [
    "Developer Infrastructure",
    "# Top 50 Developer Infrastructure Tools \u2014 June 2026",
    "Developer infrastructure teams are choosing from a crowded set of agent frameworks, AI gateways, observability platforms, feature flag systems, internal-tool builders, testing tools, and developer portals.",
    "## Rankings",
    "Rankings",
    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 1 | **AutoGPT** | OSI-approved OSS | MIT | 100 | 100 | 184745 | 100 | \ud83d\udfe2 Excellent |",
    "AutoGPT ranks first with a ToolVitals score of 100, health score of 100, and shipping score of 100."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Developer Infrastructure",
    "# Top 50 Developer Infrastructure Tools \u2014 June 2026",
    "Developer infrastructure teams are choosing from a crowded set of agent frameworks, AI gateways, observability platforms, feature flag systems, internal-tool builders, testing tools, and developer portals.",
    "## Rankings",
    "Rankings",
    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 1 | **AutoGPT** | OSI-approved OSS | MIT | 100 | 100 | 184745 | 100 | \ud83d\udfe2 Excellent |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolvitals.com/blog/top-50-developer-infrastructure-tools-2026-06",
   "title": "Top 50 Developer Infrastructure Tools \u2014 June 2026",
   "project": "Mem0",
   "repository": null,
   "stars": "57674",
   "description": null,
   "license": null,
   "project_evidence": [
    "Developer Infrastructure",
    "# Top 50 Developer Infrastructure Tools \u2014 June 2026",
    "Developer infrastructure teams are choosing from a crowded set of agent frameworks, AI gateways, observability platforms, feature flag systems, internal-tool builders, testing tools, and developer portals.",
    "## Rankings",
    "Rankings",
    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 2 | **Mem0** | OSI-approved OSS | Apache-2.0 | 100 | 100 | 57674 | 100 | \ud83d\udfe2 Excellent |",
    "Mem0 ranks second with a ToolVitals score of 100, health score of 100, and shipping score of 100."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Developer Infrastructure",
    "# Top 50 Developer Infrastructure Tools \u2014 June 2026",
    "Developer infrastructure teams are choosing from a crowded set of agent frameworks, AI gateways, observability platforms, feature flag systems, internal-tool builders, testing tools, and developer portals.",
    "## Rankings",
    "Rankings",
    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 2 | **Mem0** | OSI-approved OSS | Apache-2.0 | 100 | 100 | 57674 | 100 | \ud83d\udfe2 Excellent |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolvitals.com/blog/top-50-developer-infrastructure-tools-2026-06",
   "title": "Top 50 Developer Infrastructure Tools \u2014 June 2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "52819",
   "description": null,
   "license": null,
   "project_evidence": [
    "Developer Infrastructure",
    "# Top 50 Developer Infrastructure Tools \u2014 June 2026",
    "Developer infrastructure teams are choosing from a crowded set of agent frameworks, AI gateways, observability platforms, feature flag systems, internal-tool builders, testing tools, and developer portals.",
    "## Rankings",
    "Rankings",
    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 3 | **CrewAI** | OSI-approved OSS | MIT | 100 | 100 | 52819 | 100 | \ud83d\udfe2 Excellent |",
    "CrewAI ranks third with a ToolVitals score of 100, health score of 100, and shipping score of 100."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Developer Infrastructure",
    "# Top 50 Developer Infrastructure Tools \u2014 June 2026",
    "Developer infrastructure teams are choosing from a crowded set of agent frameworks, AI gateways, observability platforms, feature flag systems, internal-tool builders, testing tools, and developer portals.",
    "## Rankings",
    "Rankings",
    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 3 | **CrewAI** | OSI-approved OSS | MIT | 100 | 100 | 52819 | 100 | \ud83d\udfe2 Excellent |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolvitals.com/blog/top-50-developer-infrastructure-tools-2026-06",
   "title": "Top 50 Developer Infrastructure Tools \u2014 June 2026",
   "project": "Agno",
   "repository": null,
   "stars": "40506",
   "description": null,
   "license": null,
   "project_evidence": [
    "Developer Infrastructure",
    "# Top 50 Developer Infrastructure Tools \u2014 June 2026",
    "Developer infrastructure teams are choosing from a crowded set of agent frameworks, AI gateways, observability platforms, feature flag systems, internal-tool builders, testing tools, and developer portals.",
    "## Rankings",
    "Rankings",
    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 4 | **Agno** | OSI-approved OSS | Apache-2.0 | 100 | 100 | 40506 | 100 | \ud83d\udfe2 Excellent |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Developer Infrastructure",
    "# Top 50 Developer Infrastructure Tools \u2014 June 2026",
    "Developer infrastructure teams are choosing from a crowded set of agent frameworks, AI gateways, observability platforms, feature flag systems, internal-tool builders, testing tools, and developer portals.",
    "## Rankings",
    "Rankings",
    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 4 | **Agno** | OSI-approved OSS | Apache-2.0 | 100 | 100 | 40506 | 100 | \ud83d\udfe2 Excellent |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolvitals.com/blog/top-50-developer-infrastructure-tools-2026-06",
   "title": "Top 50 Developer Infrastructure Tools \u2014 June 2026",
   "project": "ElizaOS",
   "repository": null,
   "stars": "18510",
   "description": null,
   "license": null,
   "project_evidence": [
    "Developer Infrastructure",
    "# Top 50 Developer Infrastructure Tools \u2014 June 2026",
    "Developer infrastructure teams are choosing from a crowded set of agent frameworks, AI gateways, observability platforms, feature flag systems, internal-tool builders, testing tools, and developer portals.",
    "## Rankings",
    "Rankings",
    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 15 | **ElizaOS** | OSI-approved OSS | MIT | 98 | 98 | 18510 | 99 | \ud83d\udfe2 Excellent |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Developer Infrastructure",
    "# Top 50 Developer Infrastructure Tools \u2014 June 2026",
    "Developer infrastructure teams are choosing from a crowded set of agent frameworks, AI gateways, observability platforms, feature flag systems, internal-tool builders, testing tools, and developer portals.",
    "## Rankings",
    "Rankings",
    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 15 | **ElizaOS** | OSI-approved OSS | MIT | 98 | 98 | 18510 | 99 | \ud83d\udfe2 Excellent |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolvitals.com/blog/top-50-developer-infrastructure-tools-2026-06",
   "title": "Top 50 Developer Infrastructure Tools \u2014 June 2026",
   "project": "Goose",
   "repository": null,
   "stars": "46378",
   "description": null,
   "license": null,
   "project_evidence": [
    "Developer Infrastructure",
    "# Top 50 Developer Infrastructure Tools \u2014 June 2026",
    "Developer infrastructure teams are choosing from a crowded set of agent frameworks, AI gateways, observability platforms, feature flag systems, internal-tool builders, testing tools, and developer portals.",
    "## Rankings",
    "Rankings",
    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 31 | **Goose** | OSI-approved OSS | Apache-2.0 | 95 | 100 | 46378 | 98 | \ud83d\udfe2 Excellent |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Developer Infrastructure",
    "# Top 50 Developer Infrastructure Tools \u2014 June 2026",
    "Developer infrastructure teams are choosing from a crowded set of agent frameworks, AI gateways, observability platforms, feature flag systems, internal-tool builders, testing tools, and developer portals.",
    "## Rankings",
    "Rankings",
    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 31 | **Goose** | OSI-approved OSS | Apache-2.0 | 95 | 100 | 46378 | 98 | \ud83d\udfe2 Excellent |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolvitals.com/blog/top-50-developer-infrastructure-tools-2026-06",
   "title": "Top 50 Developer Infrastructure Tools \u2014 June 2026",
   "project": "FastGPT",
   "repository": null,
   "stars": "28258",
   "description": null,
   "license": null,
   "project_evidence": [
    "Developer Infrastructure",
    "# Top 50 Developer Infrastructure Tools \u2014 June 2026",
    "Developer infrastructure teams are choosing from a crowded set of agent frameworks, AI gateways, observability platforms, feature flag systems, internal-tool builders, testing tools, and developer portals.",
    "## Rankings",
    "Rankings",
    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 34 | **FastGPT** | OSI-approved OSS | Apache-2.0 | 95 | 100 | 28258 | 98 | \ud83d\udfe2 Excellent |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Developer Infrastructure",
    "# Top 50 Developer Infrastructure Tools \u2014 June 2026",
    "Developer infrastructure teams are choosing from a crowded set of agent frameworks, AI gateways, observability platforms, feature flag systems, internal-tool builders, testing tools, and developer portals.",
    "## Rankings",
    "Rankings",
    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 34 | **FastGPT** | OSI-approved OSS | Apache-2.0 | 95 | 100 | 28258 | 98 | \ud83d\udfe2 Excellent |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolvitals.com/blog/top-50-developer-infrastructure-tools-2026-06",
   "title": "Top 50 Developer Infrastructure Tools \u2014 June 2026",
   "project": "Mastra",
   "repository": null,
   "stars": "24766",
   "description": null,
   "license": null,
   "project_evidence": [
    "Developer Infrastructure",
    "# Top 50 Developer Infrastructure Tools \u2014 June 2026",
    "Developer infrastructure teams are choosing from a crowded set of agent frameworks, AI gateways, observability platforms, feature flag systems, internal-tool builders, testing tools, and developer portals.",
    "## Rankings",
    "Rankings",
    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 36 | **Mastra** | OSI-approved OSS | Apache-2.0 | 96 | 100 | 24766 | 98 | \ud83d\udfe2 Excellent |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Developer Infrastructure",
    "# Top 50 Developer Infrastructure Tools \u2014 June 2026",
    "Developer infrastructure teams are choosing from a crowded set of agent frameworks, AI gateways, observability platforms, feature flag systems, internal-tool builders, testing tools, and developer portals.",
    "## Rankings",
    "Rankings",
    "| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |",
    "| 36 | **Mastra** | OSI-approved OSS | Apache-2.0 | 96 | 100 | 24766 | 98 | \ud83d\udfe2 Excellent |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toporic.com/blog/ai-agent-frameworks-comparison-2026",
   "title": "Top AI Agent Frameworks in 2026: A Comprehensive Comparison Guide",
   "project": "LangGraph",
   "repository": null,
   "stars": "126000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top AI Agent Frameworks in 2026: A Comprehensive Comparison Guide",
    "Compare the leading AI agent frameworks including LangGraph, CrewAI, AutoGen, and more.",
    "### LangGraph: The Production Standard"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Top AI Agent Frameworks in 2026: A Comprehensive Comparison Guide",
    "**Architecture:** Graph-based orchestration **Language:** Python, JavaScript **GitHub Stars:** 126,000+ **Best For:** Production systems requiring compliance, audit trails, and deterministic behavior"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toporic.com/blog/ai-agent-frameworks-comparison-2026",
   "title": "Top AI Agent Frameworks in 2026: A Comprehensive Comparison Guide",
   "project": "CrewAI",
   "repository": null,
   "stars": "52000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top AI Agent Frameworks in 2026: A Comprehensive Comparison Guide",
    "Compare the leading AI agent frameworks including LangGraph, CrewAI, AutoGen, and more.",
    "### CrewAI: Fastest Path to Demo"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Top AI Agent Frameworks in 2026: A Comprehensive Comparison Guide",
    "**Architecture:** Role-based multi-agent **Language:** Python **GitHub Stars:** 52,000+ **Best For:** Rapid prototyping, task-oriented agent teams"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toporic.com/blog/ai-agent-frameworks-comparison-2026",
   "title": "Top AI Agent Frameworks in 2026: A Comprehensive Comparison Guide",
   "project": "Microsoft AutoGen 2.0",
   "repository": null,
   "stars": "10000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top AI Agent Frameworks in 2026: A Comprehensive Comparison Guide",
    "With options ranging from Microsoft\u2019s rebuilt AutoGen to the newly released OpenAI Agents SDK, selecting the right framework can make the difference between rapid deployment and months of refactoring.",
    "### Microsoft AutoGen 2.0: Enterprise Async Engine"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Top AI Agent Frameworks in 2026: A Comprehensive Comparison Guide",
    "**Architecture:** Conversation-based multi-agent **Language:** Python, C#/.NET **GitHub Stars:** 10,000+ (new repo after rebuild) **Best For:** Enterprise systems requiring cross-platform support"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toporic.com/blog/ai-agent-frameworks-comparison-2026",
   "title": "Top AI Agent Frameworks in 2026: A Comprehensive Comparison Guide",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top AI Agent Frameworks in 2026: A Comprehensive Comparison Guide",
    "With options ranging from Microsoft\u2019s rebuilt AutoGen to the newly released OpenAI Agents SDK, selecting the right framework can make the difference between rapid deployment and months of refactoring.",
    "### OpenAI Agents SDK: The New Entrant"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toporic.com/blog/ai-agent-frameworks-comparison-2026",
   "title": "Top AI Agent Frameworks in 2026: A Comprehensive Comparison Guide",
   "project": "Anthropic Agent SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top AI Agent Frameworks in 2026: A Comprehensive Comparison Guide",
    "### Anthropic Agent SDK: Accuracy-First Framework"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toporic.com/blog/ai-agent-frameworks-comparison-2026",
   "title": "Top AI Agent Frameworks in 2026: A Comprehensive Comparison Guide",
   "project": "LlamaIndex Workflows",
   "repository": null,
   "stars": "50000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top AI Agent Frameworks in 2026: A Comprehensive Comparison Guide",
    "### LlamaIndex Workflows: The RAG Specialist"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Top AI Agent Frameworks in 2026: A Comprehensive Comparison Guide",
    "**Architecture:** Retrieval-centric agent orchestration **Language:** Python **GitHub Stars:** 50,000+ **Best For:** Knowledge-heavy agents working with large document sets"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toporic.com/blog/ai-agent-frameworks-comparison-2026",
   "title": "Top AI Agent Frameworks in 2026: A Comprehensive Comparison Guide",
   "project": "Hermes Agent",
   "repository": null,
   "stars": "172000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Top AI Agent Frameworks in 2026: A Comprehensive Comparison Guide",
    "### Hermes Agent: The Open-Source Powerhouse"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Top AI Agent Frameworks in 2026: A Comprehensive Comparison Guide",
    "**Architecture:** Skill-based with autonomous operation **Language:** Python **GitHub Stars:** 172,000+ **Best For:** Developers wanting full transparency and customization"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jahanzaib.ai/blog/flowise-vs-dify-vs-n8n-ai-agents",
   "title": "I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": "182000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
    "n8n has 182,000+ GitHub stars and has been in active development for seven years."
   ],
   "repository_evidence": [
    "# I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
    "[Source: n8n GitHub](https://github.com/n8n-io/n8n)."
   ],
   "stars_evidence": [
    "# I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
    "n8n has 182,000+ GitHub stars and has been in active development for seven years."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jahanzaib.ai/blog/flowise-vs-dify-vs-n8n-ai-agents",
   "title": "I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": "51000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
    "Flowise has 51,000+ stars and hit product-market fit fast by wrapping LangChain in a visual interface."
   ],
   "repository_evidence": [
    "# I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
    "[Source: Flowise GitHub](https://github.com/FlowiseAI/Flowise)."
   ],
   "stars_evidence": [
    "# I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
    "Flowise has 51,000+ stars and hit product-market fit fast by wrapping LangChain in a visual interface."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jahanzaib.ai/blog/flowise-vs-dify-vs-n8n-ai-agents",
   "title": "I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "106000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
    "Dify crossed 106,000 stars \u2014 faster growth than either of the others \u2014 by building something closer to a full [LLMOps](/glossary/llmops) product than a tool."
   ],
   "repository_evidence": [
    "# I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
    "[Source: Dify GitHub](https://github.com/langgenius/dify)."
   ],
   "stars_evidence": [
    "# I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
    "Dify crossed 106,000 stars \u2014 faster growth than either of the others \u2014 by building something closer to a full [LLMOps](/glossary/llmops) product than a tool."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://newclawtimes.com/articles/langgraph-crewai-autogen-2026-framework-platform-comparison",
   "title": "AutoGen in Maintenance Mode, LangGraph at Klarna, CrewAI at 60% of the Fortune 500: Where AI Agent Frameworks Stand in May 2026",
   "project": "AutoGen",
   "repository": null,
   "stars": "55000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGen in Maintenance Mode, LangGraph at Klarna, CrewAI at 60% of the Fortune 500: Where AI Agent Frameworks Stand in May 2026",
    "Microsoft moved AutoGen to maintenance mode in Q1 2026 and shipped Microsoft Agent Framework 1.0 as its successor."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AutoGen in Maintenance Mode, LangGraph at Klarna, CrewAI at 60% of the Fortune 500: Where AI Agent Frameworks Stand in May 2026",
    "Despite 55,000 GitHub stars and an active community, AutoGen will receive bug fixes and security patches only."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://newclawtimes.com/articles/langgraph-crewai-autogen-2026-framework-platform-comparison",
   "title": "AutoGen in Maintenance Mode, LangGraph at Klarna, CrewAI at 60% of the Fortune 500: Where AI Agent Frameworks Stand in May 2026",
   "project": "AG2",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGen in Maintenance Mode, LangGraph at Klarna, CrewAI at 60% of the Fortune 500: Where AI Agent Frameworks Stand in May 2026",
    "The community continues the original AutoGen lineage as AG2, an independent open-source fork."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://newclawtimes.com/articles/langgraph-crewai-autogen-2026-framework-platform-comparison",
   "title": "AutoGen in Maintenance Mode, LangGraph at Klarna, CrewAI at 60% of the Fortune 500: Where AI Agent Frameworks Stand in May 2026",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGen in Maintenance Mode, LangGraph at Klarna, CrewAI at 60% of the Fortune 500: Where AI Agent Frameworks Stand in May 2026",
    "## LangGraph: The Production Default",
    "LangGraph models agent workflows as directed graphs with typed state schemas, built-in checkpointing, and durable execution."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://newclawtimes.com/articles/langgraph-crewai-autogen-2026-framework-platform-comparison",
   "title": "AutoGen in Maintenance Mode, LangGraph at Klarna, CrewAI at 60% of the Fortune 500: Where AI Agent Frameworks Stand in May 2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "44000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGen in Maintenance Mode, LangGraph at Klarna, CrewAI at 60% of the Fortune 500: Where AI Agent Frameworks Stand in May 2026",
    "## CrewAI: Fast to Prototype, Harder to Scale",
    "CrewAI takes the opposite approach."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AutoGen in Maintenance Mode, LangGraph at Klarna, CrewAI at 60% of the Fortune 500: Where AI Agent Frameworks Stand in May 2026",
    "## CrewAI: Fast to Prototype, Harder to Scale",
    "According to Iridon\u2019s analysis, CrewAI has reached 60% Fortune 500 adoption, backed by Insight Partners, with 44,000+ GitHub stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ranksquire.com/2026/05/03/open-source-ai-agent-frameworks-2026",
   "title": "Open Source AI Agent Frameworks 2026: Production Benchmarks, Failure Modes, Sovereign TCO",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "What Are Open Source AI Agent Frameworks in 2026?",
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    "In 2026, the architectural choice between frameworks like LangGraph (graph-based state machines with PostgreSQL checkpointing), CrewAI (role-based multi-agent crews), and PydanticAI (structured schema orchestration) determines cost at 10,000 tasks per day within a factor of 10\u00d7 and determines whether a production outage occurs when an agent enters an unguarded recursive loop.",
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    " CrewAI SVS 7/10"
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    "What Are Open Source AI Agent Frameworks in 2026?",
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   "title": "Open Source AI Coding Agents: The Complete List",
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    "Open Source AI Coding Agents: The Complete List",
    "## OpenHands",
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    "Open Source AI Coding Agents: The Complete List",
    "## OpenHands",
    "**GitHub:** [OpenHands/OpenHands](https://github.com/OpenHands/OpenHands) \u00b7 68K+ stars \u00b7 MIT License"
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    "## OpenHands",
    "**GitHub:** [OpenHands/OpenHands](https://github.com/OpenHands/OpenHands) \u00b7 68K+ stars \u00b7 MIT License"
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    "Open Source AI Coding Agents: The Complete List",
    "## Stoneforge (Orchestration Layer)",
    "Stoneforge is a different kind of tool."
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    "Open Source AI Coding Agents: The Complete List",
    "## Stoneforge (Orchestration Layer)",
    "**GitHub:** [stoneforge-ai/stoneforge](https://github.com/stoneforge-ai/stoneforge) \u00b7 MIT License"
   ],
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  {
   "url": "https://cedarops.com/blog/dify-vs-flowise-vs-langflow",
   "title": "Dify vs Flowise vs Langflow: AI App Builders Compared (2026)",
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   "repository": null,
   "stars": "100000",
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   "project_evidence": [
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    "**Dify** is a full-stack AI application platform."
   ],
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   "stars_evidence": [
    "## Dify vs Flowise vs Langflow: AI App Builders Compared (2026)",
    "With over 100,000 GitHub stars and more than a million deployed applications, Dify has the largest community of the three platforms.",
    "| **GitHub stars** | 100K+ | 36K+ | 100K+ |"
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   "stars": "36000",
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   "project_evidence": [
    "## Dify vs Flowise vs Langflow: AI App Builders Compared (2026)",
    "Three open-source platforms dominate the AI app building space right now: Dify, Flowise, and Langflow.",
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   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Dify vs Flowise vs Langflow: AI App Builders Compared (2026)",
    "Flowise currently has around 36,000 GitHub stars.",
    "| **GitHub stars** | 100K+ | 36K+ | 100K+ |"
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   "title": "Dify vs Flowise vs Langflow: AI App Builders Compared (2026)",
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   "stars": "100000",
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   "project_evidence": [
    "## Dify vs Flowise vs Langflow: AI App Builders Compared (2026)",
    "Three open-source platforms dominate the AI app building space right now: Dify, Flowise, and Langflow.",
    "**Langflow** is a Python-native visual IDE backed by DataStax."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Dify vs Flowise vs Langflow: AI App Builders Compared (2026)",
    "Langflow hit 100,000 GitHub stars in March 2026, putting it neck-and-neck with Dify in community adoption.",
    "| **GitHub stars** | 100K+ | 36K+ | 100K+ |"
   ],
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   "url": "https://techplained.com/ai-agent-frameworks",
   "title": "AI Agent Frameworks Compared: LangGraph vs CrewAI vs AutoGen (2026)",
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   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## LangGraph: State Machines with Graph Control Flow",
    "LangGraph models agents as **directed graphs** where nodes are functions (LLM calls, tool executions, custom logic) and edges define control flow."
   ],
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  {
   "url": "https://techplained.com/ai-agent-frameworks",
   "title": "AI Agent Frameworks Compared: LangGraph vs CrewAI vs AutoGen (2026)",
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   "repository": null,
   "stars": null,
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    "## CrewAI: Role-Based Agents in Crews",
    "CrewAI takes a completely different approach."
   ],
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    "## AutoGen: Multi-Agent Conversations with Human-in-the-Loop",
    "AutoGen (now branded as AG2 under the [Linux](https://www.kernel.org/doc/html/latest/) Foundation) models agents as **participants in a conversation**."
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   "url": "https://wizr.ai/blog/best-multi-agent-orchestration-frameworks",
   "title": "Best Multi-Agent Orchestration Frameworks for Enterprise AI in 2026",
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    "# Best Multi-Agent Orchestration Frameworks for Enterprise AI in 2026",
    "## **1. LangGraph**",
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    "## **2. Microsoft Agent Framework**",
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    "## **3. CrewAI**",
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    "# Best Multi-Agent Orchestration Frameworks for Enterprise AI in 2026",
    "## **4. Google Agent Development Kit (ADK)**",
    "Google\u2019s ADK treats agent development with software engineering discipline, with solid support for multi-agent hierarchies and built-in evaluation."
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    "## **5. OpenAI Agents SDK**",
    "The OpenAI Agents SDK is deliberately minimal, built around a small set of ideas: agents, handoffs, guardrails, and tools."
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   "title": "Best Multi-Agent Orchestration Frameworks for Enterprise AI in 2026",
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    "# Best Multi-Agent Orchestration Frameworks for Enterprise AI in 2026",
    "## **6. LlamaIndex AgentWorkflow**",
    "LlamaIndex is the specialist when your agents work on top of enterprise knowledge."
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    "# Best Multi-Agent Orchestration Frameworks for Enterprise AI in 2026",
    "## **7. AutoGen / AG2**",
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    "# Best Multi-Agent Orchestration Frameworks for Enterprise AI in 2026",
    "## **8. Agno**",
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    "# Best Multi-Agent Orchestration Frameworks for Enterprise AI in 2026",
    "## **9. Mastra**",
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   "title": "AI Agent Frameworks \u2014 Evidence-Ranked",
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    "# AI agent frameworks",
    "The major options in 2026 include CrewAI (multi-agent crews), LangGraph (stateful graphs), AutoGPT (early autonomous loop), OpenClaw (operator agent), Browser Use (browser automation), Aider (coding agent), and dozens of others.",
    "Frameworks / SDKs \u2014 libraries you compose into an agent (CrewAI, LangGraph)."
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   "title": "AI Agent Frameworks \u2014 Evidence-Ranked",
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   "project_evidence": [
    "# AI agent frameworks",
    "The major options in 2026 include CrewAI (multi-agent crews), LangGraph (stateful graphs), AutoGPT (early autonomous loop), OpenClaw (operator agent), Browser Use (browser automation), Aider (coding agent), and dozens of others.",
    "Frameworks / SDKs \u2014 libraries you compose into an agent (CrewAI, LangGraph)."
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   "title": "AI Agent Frameworks \u2014 Evidence-Ranked",
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    "The major options in 2026 include CrewAI (multi-agent crews), LangGraph (stateful graphs), AutoGPT (early autonomous loop), OpenClaw (operator agent), Browser Use (browser automation), Aider (coding agent), and dozens of others."
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   "title": "AI Agent Frameworks \u2014 Evidence-Ranked",
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    "# AI agent frameworks",
    "The major options in 2026 include CrewAI (multi-agent crews), LangGraph (stateful graphs), AutoGPT (early autonomous loop), OpenClaw (operator agent), Browser Use (browser automation), Aider (coding agent), and dozens of others."
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   "title": "AI Agent Frameworks \u2014 Evidence-Ranked",
   "project": "Browser Use",
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   "project_evidence": [
    "# AI agent frameworks",
    "The major options in 2026 include CrewAI (multi-agent crews), LangGraph (stateful graphs), AutoGPT (early autonomous loop), OpenClaw (operator agent), Browser Use (browser automation), Aider (coding agent), and dozens of others.",
    "Browser / voice / coding agents \u2014 agents specialized for a modality (Browser Use, Skyvern for browser; ElevenLabs Agents for voice; Aider, OpenHands for code)."
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    "# AI agent frameworks",
    "The major options in 2026 include CrewAI (multi-agent crews), LangGraph (stateful graphs), AutoGPT (early autonomous loop), OpenClaw (operator agent), Browser Use (browser automation), Aider (coding agent), and dozens of others.",
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   "project_evidence": [
    "# AI agent frameworks",
    "Deployable platforms \u2014 opinionated runtimes that host your agent (Mendable, OpenServ, Daydreams)."
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   "project_evidence": [
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    "Deployable platforms \u2014 opinionated runtimes that host your agent (Mendable, OpenServ, Daydreams)."
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   "project_evidence": [
    "# AI agent frameworks",
    "Browser / voice / coding agents \u2014 agents specialized for a modality (Browser Use, Skyvern for browser; ElevenLabs Agents for voice; Aider, OpenHands for code)."
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   "title": "AI Agent Frameworks \u2014 Evidence-Ranked",
   "project": "ElevenLabs Agents",
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   "project_evidence": [
    "# AI agent frameworks",
    "Browser / voice / coding agents \u2014 agents specialized for a modality (Browser Use, Skyvern for browser; ElevenLabs Agents for voice; Aider, OpenHands for code)."
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   "url": "https://agentcrush.xyz/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Evidence-Ranked",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent frameworks",
    "Browser / voice / coding agents \u2014 agents specialized for a modality (Browser Use, Skyvern for browser; ElevenLabs Agents for voice; Aider, OpenHands for code)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://truefoundry.com/blog/agentic-ai-frameworks",
   "title": "Best Agentic AI Frameworks Compared",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agentic AI Frameworks for 2026: Compared for Enterprise AI Teams",
    "This guide compares the top agentic AI frameworks in 2026, including LangGraph, CrewAI, AutoGen, Google ADK, OpenAI Agents SDK, LlamaIndex, and Semantic Kernel.",
    "### 1. LangGraph"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://truefoundry.com/blog/agentic-ai-frameworks",
   "title": "Best Agentic AI Frameworks Compared",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agentic AI Frameworks for 2026: Compared for Enterprise AI Teams",
    "This guide compares the top agentic AI frameworks in 2026, including LangGraph, CrewAI, AutoGen, Google ADK, OpenAI Agents SDK, LlamaIndex, and Semantic Kernel.",
    "### 2. CrewAI"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://truefoundry.com/blog/agentic-ai-frameworks",
   "title": "Best Agentic AI Frameworks Compared",
   "project": "Microsoft AutoGen and AG2",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agentic AI Frameworks for 2026: Compared for Enterprise AI Teams",
    "This guide compares the top agentic AI frameworks in 2026, including LangGraph, CrewAI, AutoGen, Google ADK, OpenAI Agents SDK, LlamaIndex, and Semantic Kernel.",
    "### 3. Microsoft AutoGen and AG2"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://truefoundry.com/blog/agentic-ai-frameworks",
   "title": "Best Agentic AI Frameworks Compared",
   "project": "Google Agent Development Kit",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agentic AI Frameworks for 2026: Compared for Enterprise AI Teams",
    "This guide compares the top agentic AI frameworks in 2026, including LangGraph, CrewAI, AutoGen, Google ADK, OpenAI Agents SDK, LlamaIndex, and Semantic Kernel.",
    "### 4. Google Agent Development Kit"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://truefoundry.com/blog/agentic-ai-frameworks",
   "title": "Best Agentic AI Frameworks Compared",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agentic AI Frameworks for 2026: Compared for Enterprise AI Teams",
    "This guide compares the top agentic AI frameworks in 2026, including LangGraph, CrewAI, AutoGen, Google ADK, OpenAI Agents SDK, LlamaIndex, and Semantic Kernel.",
    "### 5. OpenAI Agents SDK"
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://truefoundry.com/blog/agentic-ai-frameworks",
   "title": "Best Agentic AI Frameworks Compared",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agentic AI Frameworks for 2026: Compared for Enterprise AI Teams",
    "This guide compares the top agentic AI frameworks in 2026, including LangGraph, CrewAI, AutoGen, Google ADK, OpenAI Agents SDK, LlamaIndex, and Semantic Kernel.",
    "### 6. LlamaIndex"
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://truefoundry.com/blog/agentic-ai-frameworks",
   "title": "Best Agentic AI Frameworks Compared",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agentic AI Frameworks for 2026: Compared for Enterprise AI Teams",
    "This guide compares the top agentic AI frameworks in 2026, including LangGraph, CrewAI, AutoGen, Google ADK, OpenAI Agents SDK, LlamaIndex, and Semantic Kernel.",
    "### 7. Semantic Kernel"
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "44300",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Finding 1: Framework vs. Agent Confusion",
    "- **CrewAI** (44.3k \u2b50): Framework for building multi-agent systems"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### Finding 1: Framework vs. Agent Confusion",
    "- **CrewAI** (44.3k \u2b50): Framework for building multi-agent systems"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "AutoGen",
   "repository": null,
   "stars": "50400",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Finding 1: Framework vs. Agent Confusion",
    "- **AutoGen \u2192 Microsoft Agent Framework** (50.4k \u2b50): Multi-agent conversation framework"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### Finding 1: Framework vs. Agent Confusion",
    "- **AutoGen \u2192 Microsoft Agent Framework** (50.4k \u2b50): Multi-agent conversation framework"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "LangGraph",
   "repository": null,
   "stars": "20000",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Finding 1: Framework vs. Agent Confusion",
    "- **LangGraph** (20k+ \u2b50): Graph-based agent orchestration"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### Finding 1: Framework vs. Agent Confusion",
    "- **LangGraph** (20k+ \u2b50): Graph-based agent orchestration"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "gptme",
   "repository": null,
   "stars": "4194",
   "description": null,
   "license": null,
   "project_evidence": [
    "Projects I found in the sweet spot:",
    "- **gptme/gptme** (4,194 \u2b50) \u2014 \"Your agent in your terminal... Make your own persistent autonomous agent\""
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Projects I found in the sweet spot:",
    "- **gptme/gptme** (4,194 \u2b50) \u2014 \"Your agent in your terminal... Make your own persistent autonomous agent\""
   ],
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "eliza",
   "repository": null,
   "stars": "17548",
   "description": null,
   "license": null,
   "project_evidence": [
    "Projects I found in the sweet spot:",
    "- **elizaOS/eliza** (17,548 \u2b50) \u2014 \"Autonomous agents for everyone\""
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Projects I found in the sweet spot:",
    "- **elizaOS/eliza** (17,548 \u2b50) \u2014 \"Autonomous agents for everyone\""
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "openserv-labs/sdk",
   "repository": null,
   "stars": "134",
   "description": null,
   "license": null,
   "project_evidence": [
    "Projects I found in the sweet spot:",
    "- **openserv-labs/sdk** (134 \u2b50) \u2014 Framework with explicit inter-agent collaboration features"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Projects I found in the sweet spot:",
    "- **openserv-labs/sdk** (134 \u2b50) \u2014 Framework with explicit inter-agent collaboration features"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "openclaw-config",
   "repository": null,
   "stars": "11",
   "description": null,
   "license": null,
   "project_evidence": [
    "Projects I found in the sweet spot:",
    "- **TechNickAI/openclaw-config** (11 \u2b50) \u2014 \"Your AI's operating system \u2014 memory, skills, workflows\" (architecture nearly identical to mine)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Projects I found in the sweet spot:",
    "- **TechNickAI/openclaw-config** (11 \u2b50) \u2014 \"Your AI's operating system \u2014 memory, skills, workflows\" (architecture nearly identical to mine)"
   ],
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "squads-cli",
   "repository": null,
   "stars": "27",
   "description": null,
   "license": null,
   "project_evidence": [
    "Projects I found in the sweet spot:",
    "- **agents-squads/squads-cli** (27 \u2b50) \u2014 \"CLI for managing AI agent squads. Status, memory, goals, feedback...\""
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Projects I found in the sweet spot:",
    "- **agents-squads/squads-cli** (27 \u2b50) \u2014 \"CLI for managing AI agent squads. Status, memory, goals, feedback...\""
   ],
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/rook_damon/the-state-of-autonomous-agents-in-2026-1efa",
   "title": "The State of Autonomous Agents in 2026",
   "project": "SonAgent",
   "repository": null,
   "stars": "36",
   "description": null,
   "license": null,
   "project_evidence": [
    "Projects I found in the sweet spot:",
    "- **sonnhfit/SonAgent** (36 \u2b50) \u2014 \"Self-Repairing Autonomous Agent for Digital Consciousness Backup\""
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Projects I found in the sweet spot:",
    "- **sonnhfit/SonAgent** (36 \u2b50) \u2014 \"Self-Repairing Autonomous Agent for Digital Consciousness Backup\""
   ],
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://thebreakdaily.com/articles/github-spotlight-mattpocock-skills-agent-skills-library-176k-stars",
   "title": "GitHub Spotlight - mattpocock/skills: Matt Pocock\u2019s 176K-Star Agent Skill Library for Real Engineering",
   "project": "skills",
   "repository": "https://github.com/mattpocock/skills",
   "stars": "176432",
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Spotlight - mattpocock/skills: Matt Pocock\u2019s 176K-Star Agent Skill Library for Real Engineering",
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   ],
   "repository_evidence": [
    "# GitHub Spotlight - mattpocock/skills: Matt Pocock\u2019s 176K-Star Agent Skill Library for Real Engineering",
    "- [https://github.com/mattpocock/skills](https://github.com/mattpocock/skills)"
   ],
   "stars_evidence": [
    "# GitHub Spotlight - mattpocock/skills: Matt Pocock\u2019s 176K-Star Agent Skill Library for Real Engineering",
    "The answer is 176,432 GitHub stars in under six months."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://recatools.com/guides/n8n-vs-dify-vs-langflow-vs-flowise",
   "title": "n8n vs Dify vs Langflow vs Flowise: Which Visual AI Workflow Builder Fits You? (2026)",
   "project": "n8n",
   "repository": null,
   "stars": "196700",
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparison AI & ML 13 min read",
    "# n8n vs Dify vs Langflow vs Flowise: Which Visual AI Workflow Builder Fits You? (2026)",
    "Four projects dominate the category in 2026: [n8n](/ai-directory/n8n/), [Dify](/ai-directory/dify/), [Langflow](/ai-directory/langflow/) and [Flowise](/ai-directory/flowise/) \u2014 all in the top 20 of [our traction leaderboard](/ai-directory/?sort=stars), all self-hostable, and all speaking the Model Context Protocol in both directions."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "GitHub stars \u2014 visual AI workflow builders, July 2026",
    "n8n196.7k"
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://recatools.com/guides/n8n-vs-dify-vs-langflow-vs-flowise",
   "title": "n8n vs Dify vs Langflow vs Flowise: Which Visual AI Workflow Builder Fits You? (2026)",
   "project": "Langflow",
   "repository": null,
   "stars": "151900",
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparison AI & ML 13 min read",
    "# n8n vs Dify vs Langflow vs Flowise: Which Visual AI Workflow Builder Fits You? (2026)",
    "Four projects dominate the category in 2026: [n8n](/ai-directory/n8n/), [Dify](/ai-directory/dify/), [Langflow](/ai-directory/langflow/) and [Flowise](/ai-directory/flowise/) \u2014 all in the top 20 of [our traction leaderboard](/ai-directory/?sort=stars), all self-hostable, and all speaking the Model Context Protocol in both directions."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "GitHub stars \u2014 visual AI workflow builders, July 2026",
    "Langflow151.9k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://recatools.com/guides/n8n-vs-dify-vs-langflow-vs-flowise",
   "title": "n8n vs Dify vs Langflow vs Flowise: Which Visual AI Workflow Builder Fits You? (2026)",
   "project": "Dify",
   "repository": null,
   "stars": "148800",
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparison AI & ML 13 min read",
    "# n8n vs Dify vs Langflow vs Flowise: Which Visual AI Workflow Builder Fits You? (2026)",
    "Four projects dominate the category in 2026: [n8n](/ai-directory/n8n/), [Dify](/ai-directory/dify/), [Langflow](/ai-directory/langflow/) and [Flowise](/ai-directory/flowise/) \u2014 all in the top 20 of [our traction leaderboard](/ai-directory/?sort=stars), all self-hostable, and all speaking the Model Context Protocol in both directions."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "GitHub stars \u2014 visual AI workflow builders, July 2026",
    "Dify148.8k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://recatools.com/guides/n8n-vs-dify-vs-langflow-vs-flowise",
   "title": "n8n vs Dify vs Langflow vs Flowise: Which Visual AI Workflow Builder Fits You? (2026)",
   "project": "Flowise",
   "repository": null,
   "stars": "54700",
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparison AI & ML 13 min read",
    "# n8n vs Dify vs Langflow vs Flowise: Which Visual AI Workflow Builder Fits You? (2026)",
    "Four projects dominate the category in 2026: [n8n](/ai-directory/n8n/), [Dify](/ai-directory/dify/), [Langflow](/ai-directory/langflow/) and [Flowise](/ai-directory/flowise/) \u2014 all in the top 20 of [our traction leaderboard](/ai-directory/?sort=stars), all self-hostable, and all speaking the Model Context Protocol in both directions."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "GitHub stars \u2014 visual AI workflow builders, July 2026",
    "Flowise54.7k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://praveenlavu.com/dispatch/oss-orchestration-audit",
   "title": "A Field Guide to Multi-Agent Orchestration in Late 2025: ruflo, KARIMO, llm-council",
   "project": "ruflo",
   "repository": "github.com/ruvnet/ruflo",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**ruflo** (github.com/ruvnet/ruflo, MIT) bets on behavioral adaptation across a federation of agents.",
    "## The three bets"
   ],
   "repository_evidence": [
    "**ruflo** (github.com/ruvnet/ruflo, MIT) bets on behavioral adaptation across a federation of agents.",
    "## The three bets"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://praveenlavu.com/dispatch/oss-orchestration-audit",
   "title": "A Field Guide to Multi-Agent Orchestration in Late 2025: ruflo, KARIMO, llm-council",
   "project": "KARIMO",
   "repository": "github.com/opensesh/KARIMO",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**KARIMO** (github.com/opensesh/KARIMO, Apache-2.0) bets on structural isolation and disciplined context.",
    "## The three bets"
   ],
   "repository_evidence": [
    "**KARIMO** (github.com/opensesh/KARIMO, Apache-2.0) bets on structural isolation and disciplined context.",
    "## The three bets"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://praveenlavu.com/dispatch/oss-orchestration-audit",
   "title": "A Field Guide to Multi-Agent Orchestration in Late 2025: ruflo, KARIMO, llm-council",
   "project": "llm-council",
   "repository": "github.com/karpathy/llm-council",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**llm-council** (github.com/karpathy/llm-council, MIT) bets on adversarial peer review done honestly.",
    "## The three bets"
   ],
   "repository_evidence": [
    "**llm-council** (github.com/karpathy/llm-council, MIT) bets on adversarial peer review done honestly.",
    "## The three bets"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://botonomy.ai/blog/agentic-ai/best-ai-agent-framework",
   "title": "AI Agent Frameworks Ranked by Production Testing",
   "project": "LangGraph",
   "repository": null,
   "stars": "29000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks Ranked by Production Testing",
    "AI Agent Framework Comparison: The 6 Frameworks Worth Evaluating",
    "| Framework | Architecture Pattern | Language Support | Tool Calling Method | Memory Model | License | GitHub Stars (2025) |",
    "| **LangGraph** | Graph-based orchestration | Python, TypeScript | Native + MCP | Checkpointed state | MIT | ~29,000 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Frameworks Ranked by Production Testing",
    "AI Agent Framework Comparison: The 6 Frameworks Worth Evaluating",
    "| Framework | Architecture Pattern | Language Support | Tool Calling Method | Memory Model | License | GitHub Stars (2025) |",
    "| **LangGraph** | Graph-based orchestration | Python, TypeScript | Native + MCP | Checkpointed state | MIT | ~29,000 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://botonomy.ai/blog/agentic-ai/best-ai-agent-framework",
   "title": "AI Agent Frameworks Ranked by Production Testing",
   "project": "CrewAI",
   "repository": null,
   "stars": "49000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks Ranked by Production Testing",
    "AI Agent Framework Comparison: The 6 Frameworks Worth Evaluating",
    "| Framework | Architecture Pattern | Language Support | Tool Calling Method | Memory Model | License | GitHub Stars (2025) |",
    "| **CrewAI** | Multi-agent role-based | Python | Decorator-based | Shared crew memory | MIT | ~49,000 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Frameworks Ranked by Production Testing",
    "AI Agent Framework Comparison: The 6 Frameworks Worth Evaluating",
    "| Framework | Architecture Pattern | Language Support | Tool Calling Method | Memory Model | License | GitHub Stars (2025) |",
    "| **CrewAI** | Multi-agent role-based | Python | Decorator-based | Shared crew memory | MIT | ~49,000 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://botonomy.ai/blog/agentic-ai/best-ai-agent-framework",
   "title": "AI Agent Frameworks Ranked by Production Testing",
   "project": "AutoGen",
   "repository": null,
   "stars": "57000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks Ranked by Production Testing",
    "AI Agent Framework Comparison: The 6 Frameworks Worth Evaluating",
    "| Framework | Architecture Pattern | Language Support | Tool Calling Method | Memory Model | License | GitHub Stars (2025) |",
    "| **AutoGen** | Multi-agent conversation | Python, .NET | Function calling | Conversation history | MIT | ~57,000 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Frameworks Ranked by Production Testing",
    "AI Agent Framework Comparison: The 6 Frameworks Worth Evaluating",
    "| Framework | Architecture Pattern | Language Support | Tool Calling Method | Memory Model | License | GitHub Stars (2025) |",
    "| **AutoGen** | Multi-agent conversation | Python, .NET | Function calling | Conversation history | MIT | ~57,000 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://botonomy.ai/blog/agentic-ai/best-ai-agent-framework",
   "title": "AI Agent Frameworks Ranked by Production Testing",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "21000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks Ranked by Production Testing",
    "AI Agent Framework Comparison: The 6 Frameworks Worth Evaluating",
    "| Framework | Architecture Pattern | Language Support | Tool Calling Method | Memory Model | License | GitHub Stars (2025) |",
    "| **OpenAI Agents SDK** | Single-agent + handoffs | Python, TypeScript | Native function calling | Thread-based | MIT | ~21,000 |"
   ],
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   "project": "Hermes Agent",
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   "stars": "140000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Hermes Agent Becomes World's Most-Used AI Agent, Hits 140K GitHub Stars in Three Months",
    "Hermes Agent, Nous Research's open-source self-improving AI framework, has become the world's most-used agent per OpenRouter, hitting 140K GitHub stars in under three months, with NVIDIA announcing full hardware optimization across RTX PCs, workstations, and DGX Spark for always-on local deployment."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Hermes Agent Becomes World's Most-Used AI Agent, Hits 140K GitHub Stars in Three Months",
    "Hermes Agent, Nous Research's open-source self-improving AI framework, has become the world's most-used agent per OpenRouter, hitting 140K GitHub stars in under three months, with NVIDIA announcing full hardware optimization across RTX PCs, workstations, and DGX Spark for always-on local deployment."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dynamicbusiness.com/featured/tech-tuesday/best-free-agentic-ai-tools-the-complete-2026-guide.html",
   "title": "Best free agentic AI tools: The complete 2026 guide",
   "project": "LangChain & LangGraph",
   "repository": "https://www.langchain.com",
   "stars": "100000",
   "description": null,
   "license": null,
   "project_evidence": [
    "These are the code-first building blocks for developers who want to construct custom autonomous agent systems from the ground up, providing the orchestration logic, memory management, multi-agent coordination and tool-calling infrastructure that make agents work.",
    "### LangChain & LangGraph"
   ],
   "repository_evidence": [
    "These are the code-first building blocks for developers who want to construct custom autonomous agent systems from the ground up, providing the orchestration logic, memory management, multi-agent coordination and tool-calling infrastructure that make agents work.",
    "### LangChain & LangGraph",
    "[LangChain & LangGraph](https://www.langchain.com) together constitute the most widely adopted developer ecosystem for building AI agents, with LangChain providing the foundational library of document loaders, tool integrations, memory backends and chain primitives, and LangGraph extending it with a stateful, graph-based orchestration layer specifically designed for complex multi-step agents that require conditional branching, loops, error recovery and human-in-the-loop pause points."
   ],
   "stars_evidence": [
    "These are the code-first building blocks for developers who want to construct custom autonomous agent systems from the ground up, providing the orchestration logic, memory management, multi-agent coordination and tool-calling infrastructure that make agents work.",
    "### LangChain & LangGraph",
    "With more than one hundred thousand GitHub stars combined, the LangChain ecosystem has the largest developer community of any agent framework."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dynamicbusiness.com/featured/tech-tuesday/best-free-agentic-ai-tools-the-complete-2026-guide.html",
   "title": "Best free agentic AI tools: The complete 2026 guide",
   "project": "CrewAI",
   "repository": "https://crewai.com",
   "stars": "55000",
   "description": null,
   "license": null,
   "project_evidence": [
    "These are the code-first building blocks for developers who want to construct custom autonomous agent systems from the ground up, providing the orchestration logic, memory management, multi-agent coordination and tool-calling infrastructure that make agents work.",
    "### CrewAI",
    "[CrewAI](https://crewai.com) introduces role-based multi-agent collaboration as its defining architectural metaphor: rather than writing a single monolithic agent, developers define a crew of agents each with a distinct role, goal and backstory in natural language, assign them tasks, and let the crew collaborate \u2014 passing work between agents, delegating subtasks and producing a unified output \u2014 in a structure that maps naturally to how real-world teams organize their work."
   ],
   "repository_evidence": [
    "These are the code-first building blocks for developers who want to construct custom autonomous agent systems from the ground up, providing the orchestration logic, memory management, multi-agent coordination and tool-calling infrastructure that make agents work.",
    "### CrewAI",
    "[CrewAI](https://crewai.com) introduces role-based multi-agent collaboration as its defining architectural metaphor: rather than writing a single monolithic agent, developers define a crew of agents each with a distinct role, goal and backstory in natural language, assign them tasks, and let the crew collaborate \u2014 passing work between agents, delegating subtasks and producing a unified output \u2014 in a structure that maps naturally to how real-world teams organize their work."
   ],
   "stars_evidence": [
    "These are the code-first building blocks for developers who want to construct custom autonomous agent systems from the ground up, providing the orchestration logic, memory management, multi-agent coordination and tool-calling infrastructure that make agents work.",
    "### CrewAI",
    "With approximately fifty-five thousand GitHub stars and both a free open-source core and a CrewAI Cloud free tier for hosted deployment, CrewAI has built one of the largest communities of any multi-agent framework and is particularly popular among startup teams and content pipelines that map naturally to role-based workflows."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dynamicbusiness.com/featured/tech-tuesday/best-free-agentic-ai-tools-the-complete-2026-guide.html",
   "title": "Best free agentic AI tools: The complete 2026 guide",
   "project": "AutoGen / AG2",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "These are the code-first building blocks for developers who want to construct custom autonomous agent systems from the ground up, providing the orchestration logic, memory management, multi-agent coordination and tool-calling infrastructure that make agents work.",
    "### AutoGen / AG2",
    "[AutoGen / AG2](https://github.com/microsoft/autogen) now developed as AG2 following its evolution from the original Microsoft AutoGen project, is an event-driven multi-agent conversation framework built on an asynchronous messaging layer that lets multiple AI agents communicate with each other to collaboratively solve problems, with particular strength in automated code generation, mathematical reasoning and software engineering simulation tasks where no single agent has sufficient context to solve a problem alone."
   ],
   "repository_evidence": [
    "These are the code-first building blocks for developers who want to construct custom autonomous agent systems from the ground up, providing the orchestration logic, memory management, multi-agent coordination and tool-calling infrastructure that make agents work.",
    "### AutoGen / AG2",
    "[AutoGen / AG2](https://github.com/microsoft/autogen) now developed as AG2 following its evolution from the original Microsoft AutoGen project, is an event-driven multi-agent conversation framework built on an asynchronous messaging layer that lets multiple AI agents communicate with each other to collaboratively solve problems, with particular strength in automated code generation, mathematical reasoning and software engineering simulation tasks where no single agent has sufficient context to solve a problem alone."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dynamicbusiness.com/featured/tech-tuesday/best-free-agentic-ai-tools-the-complete-2026-guide.html",
   "title": "Best free agentic AI tools: The complete 2026 guide",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "These are the code-first building blocks for developers who want to construct custom autonomous agent systems from the ground up, providing the orchestration logic, memory management, multi-agent coordination and tool-calling infrastructure that make agents work.",
    "### Semantic Kernel",
    "[Semantic Kernel](https://github.com/microsoft/semantic-kernel) is Microsoft\u2019s enterprise-grade open-source agent SDK, designed for production deployments across Python, C# and Java, making it the only major agent framework with a strong native presence outside the Python ecosystem."
   ],
   "repository_evidence": [
    "These are the code-first building blocks for developers who want to construct custom autonomous agent systems from the ground up, providing the orchestration logic, memory management, multi-agent coordination and tool-calling infrastructure that make agents work.",
    "### Semantic Kernel",
    "[Semantic Kernel](https://github.com/microsoft/semantic-kernel) is Microsoft\u2019s enterprise-grade open-source agent SDK, designed for production deployments across Python, C# and Java, making it the only major agent framework with a strong native presence outside the Python ecosystem."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dynamicbusiness.com/featured/tech-tuesday/best-free-agentic-ai-tools-the-complete-2026-guide.html",
   "title": "Best free agentic AI tools: The complete 2026 guide",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "These are the code-first building blocks for developers who want to construct custom autonomous agent systems from the ground up, providing the orchestration logic, memory management, multi-agent coordination and tool-calling infrastructure that make agents work.",
    "### smolagents",
    "[smolagents](https://github.com/huggingface/smolagents) is Hugging Face\u2019s intentionally minimalist agent framework, taking a code-first approach where agents solve problems by writing and executing small Python code snippets rather than producing complex JSON tool-call objects, which makes agent behavior more transparent, debuggable and efficient than frameworks that treat tool use as a structured data exchange."
   ],
   "repository_evidence": [
    "These are the code-first building blocks for developers who want to construct custom autonomous agent systems from the ground up, providing the orchestration logic, memory management, multi-agent coordination and tool-calling infrastructure that make agents work.",
    "### smolagents",
    "[smolagents](https://github.com/huggingface/smolagents) is Hugging Face\u2019s intentionally minimalist agent framework, taking a code-first approach where agents solve problems by writing and executing small Python code snippets rather than producing complex JSON tool-call objects, which makes agent behavior more transparent, debuggable and efficient than frameworks that treat tool use as a structured data exchange."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dynamicbusiness.com/featured/tech-tuesday/best-free-agentic-ai-tools-the-complete-2026-guide.html",
   "title": "Best free agentic AI tools: The complete 2026 guide",
   "project": "PydanticAI",
   "repository": "https://ai.pydantic.dev",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "These are the code-first building blocks for developers who want to construct custom autonomous agent systems from the ground up, providing the orchestration logic, memory management, multi-agent coordination and tool-calling infrastructure that make agents work.",
    "### PydanticAI",
    "[PydanticAI](https://ai.pydantic.dev) is a Python-first agent framework built around Pydantic\u2019s data validation library, designed to solve one of the most persistent production problems with LLM-based agents: the unpredictability of unstructured text outputs breaking downstream application code that expects structured data."
   ],
   "repository_evidence": [
    "These are the code-first building blocks for developers who want to construct custom autonomous agent systems from the ground up, providing the orchestration logic, memory management, multi-agent coordination and tool-calling infrastructure that make agents work.",
    "### PydanticAI",
    "[PydanticAI](https://ai.pydantic.dev) is a Python-first agent framework built around Pydantic\u2019s data validation library, designed to solve one of the most persistent production problems with LLM-based agents: the unpredictability of unstructured text outputs breaking downstream application code that expects structured data."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dynamicbusiness.com/featured/tech-tuesday/best-free-agentic-ai-tools-the-complete-2026-guide.html",
   "title": "Best free agentic AI tools: The complete 2026 guide",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "These are the code-first building blocks for developers who want to construct custom autonomous agent systems from the ground up, providing the orchestration logic, memory management, multi-agent coordination and tool-calling infrastructure that make agents work.",
    "### OpenHands",
    "[OpenHands](https://github.com/All-Hands-AI/OpenHands) formerly known as OpenDevin, is an open-source autonomous software engineering platform where an AI agent operates inside a Docker sandbox to read a repository, write code, run terminal commands, execute tests, fix bugs and iterate until a coding goal is achieved, providing a self-contained autonomous engineering environment that mirrors how a human software engineer would approach a task in an isolated development environment."
   ],
   "repository_evidence": [
    "These are the code-first building blocks for developers who want to construct custom autonomous agent systems from the ground up, providing the orchestration logic, memory management, multi-agent coordination and tool-calling infrastructure that make agents work.",
    "### OpenHands",
    "[OpenHands](https://github.com/All-Hands-AI/OpenHands) formerly known as OpenDevin, is an open-source autonomous software engineering platform where an AI agent operates inside a Docker sandbox to read a repository, write code, run terminal commands, execute tests, fix bugs and iterate until a coding goal is achieved, providing a self-contained autonomous engineering environment that mirrors how a human software engineer would approach a task in an isolated development environment."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dynamicbusiness.com/featured/tech-tuesday/best-free-agentic-ai-tools-the-complete-2026-guide.html",
   "title": "Best free agentic AI tools: The complete 2026 guide",
   "project": "E2B Sandbox",
   "repository": "https://e2b.dev",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "These are the code-first building blocks for developers who want to construct custom autonomous agent systems from the ground up, providing the orchestration logic, memory management, multi-agent coordination and tool-calling infrastructure that make agents work.",
    "### E2B Sandbox",
    "[E2B Sandbox](https://e2b.dev) is an open-source toolkit providing secure, isolated cloud execution sandboxes specifically designed for AI agents that need to safely run code, process files, analyze data and interact with external services without risking the host environment or the agent\u2019s own execution environment."
   ],
   "repository_evidence": [
    "These are the code-first building blocks for developers who want to construct custom autonomous agent systems from the ground up, providing the orchestration logic, memory management, multi-agent coordination and tool-calling infrastructure that make agents work.",
    "### E2B Sandbox",
    "[E2B Sandbox](https://e2b.dev) is an open-source toolkit providing secure, isolated cloud execution sandboxes specifically designed for AI agents that need to safely run code, process files, analyze data and interact with external services without risking the host environment or the agent\u2019s own execution environment."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/jenqyang/awesome-ai-agents",
   "title": "awesome-ai-agents \u2014 224 curated resources | Context Awesome",
   "project": "Aeon",
   "repository": "https://github.com/aaronjmars/aeon",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### Frameworks",
    "- [Aeon](https://github.com/aaronjmars/aeon)"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### Frameworks",
    "- [Aeon](https://github.com/aaronjmars/aeon)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/jenqyang/awesome-ai-agents",
   "title": "awesome-ai-agents \u2014 224 curated resources | Context Awesome",
   "project": "agent-express",
   "repository": "https://github.com/agent-express-ai/agent-express",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### Frameworks",
    "- [agent-express](https://github.com/agent-express-ai/agent-express)"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### Frameworks",
    "- [agent-express](https://github.com/agent-express-ai/agent-express)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/jenqyang/awesome-ai-agents",
   "title": "awesome-ai-agents \u2014 224 curated resources | Context Awesome",
   "project": "AgentFlow",
   "repository": "https://github.com/lupantech/AgentFlow",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### Frameworks",
    "- [AgentFlow](https://github.com/lupantech/AgentFlow)"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### Frameworks",
    "- [AgentFlow](https://github.com/lupantech/AgentFlow)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/jenqyang/awesome-ai-agents",
   "title": "awesome-ai-agents \u2014 224 curated resources | Context Awesome",
   "project": "Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### Frameworks",
    "- [Agent Framework](https://github.com/microsoft/agent-framework)"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### Frameworks",
    "- [Agent Framework](https://github.com/microsoft/agent-framework)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/jenqyang/awesome-ai-agents",
   "title": "awesome-ai-agents \u2014 224 curated resources | Context Awesome",
   "project": "AgentLoop",
   "repository": "https://github.com/mnifzied-create/agentloop",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### Frameworks",
    "- [AgentLoop](https://github.com/mnifzied-create/agentloop)"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### Frameworks",
    "- [AgentLoop](https://github.com/mnifzied-create/agentloop)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/jenqyang/awesome-ai-agents",
   "title": "awesome-ai-agents \u2014 224 curated resources | Context Awesome",
   "project": "agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### Frameworks",
    "- [agents](https://github.com/aiwaves-cn/agents)"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### Frameworks",
    "- [agents](https://github.com/aiwaves-cn/agents)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/jenqyang/awesome-ai-agents",
   "title": "awesome-ai-agents \u2014 224 curated resources | Context Awesome",
   "project": "AgentLab",
   "repository": "https://github.com/ServiceNow/AgentLab",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### Benchmark/Evaluator",
    "- [AgentLab](https://github.com/ServiceNow/AgentLab)\nOpen-source framework for developing and evaluating web agents with benchmark-driven workflows."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### Benchmark/Evaluator",
    "- [AgentLab](https://github.com/ServiceNow/AgentLab)\nOpen-source framework for developing and evaluating web agents with benchmark-driven workflows."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/jenqyang/awesome-ai-agents",
   "title": "awesome-ai-agents \u2014 224 curated resources | Context Awesome",
   "project": "agentops",
   "repository": "https://github.com/AgentOps-AI/agentops",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### Benchmark/Evaluator",
    "- [agentops](https://github.com/AgentOps-AI/agentops)\nPython SDK for agent monitoring, LLM cost tracking, benchmarking, and more. Integrates with most LLMs and agent frameworks like CrewAI, Langchain, and Autogen"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### Benchmark/Evaluator",
    "- [agentops](https://github.com/AgentOps-AI/agentops)\nPython SDK for agent monitoring, LLM cost tracking, benchmarking, and more. Integrates with most LLMs and agent frameworks like CrewAI, Langchain, and Autogen"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/jenqyang/awesome-ai-agents",
   "title": "awesome-ai-agents \u2014 224 curated resources | Context Awesome",
   "project": "Agentic Radar",
   "repository": "https://github.com/splx-ai/agentic-radar",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### Applications",
    "- [Agentic Radar](https://github.com/splx-ai/agentic-radar)Tools\nOpen-source CLI security scanner for agentic workflows. Scans your workflow\u2019s source code, detects vulnerabilities, and generates an interactive visualization along with a detailed security report."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### Applications",
    "- [Agentic Radar](https://github.com/splx-ai/agentic-radar)Tools\nOpen-source CLI security scanner for agentic workflows. Scans your workflow\u2019s source code, detects vulnerabilities, and generates an interactive visualization along with a detailed security report."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/jenqyang/awesome-ai-agents",
   "title": "awesome-ai-agents \u2014 224 curated resources | Context Awesome",
   "project": "Agentfield",
   "repository": "https://github.com/Agent-Field/agentfield",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### Platforms/API",
    "- [Agentfield](https://github.com/Agent-Field/agentfield)\nAn open source Kubernetes-style control plane for deploying AI agents as distributed microservices, with built-in service discovery, durable workflows, and observability."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### Platforms/API",
    "- [Agentfield](https://github.com/Agent-Field/agentfield)\nAn open source Kubernetes-style control plane for deploying AI agents as distributed microservices, with built-in service discovery, durable workflows, and observability."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/jenqyang/awesome-ai-agents",
   "title": "awesome-ai-agents \u2014 224 curated resources | Context Awesome",
   "project": "elisym",
   "repository": "https://github.com/elisymlabs/elisym",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### Platforms/API",
    "- [elisym](https://github.com/elisymlabs/elisym)\nOpen-source TypeScript implementation of a Nostr-based protocol (NIP-89/NIP-90) for AI agent discovery and job exchange, with Solana payment settlement."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### Platforms/API",
    "- [elisym](https://github.com/elisymlabs/elisym)\nOpen-source TypeScript implementation of a Nostr-based protocol (NIP-89/NIP-90) for AI agent discovery and job exchange, with Solana payment settlement."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ailearningguides.com/what-is-dify-ai-agent-platform-overview",
   "title": "What Is Dify.ai? The Complete Overview of the Open-Source AI Agent Platform",
   "project": "Dify.ai",
   "repository": "https://github.com/langgenius/dify",
   "stars": "50000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# What Is Dify.ai? The Complete Overview of the Open-Source AI Agent Platform",
    "**Dify.ai** is an open-source LLMOps platform for building, [deploying](/glossary/deploying/), and managing AI applications \u2013 chatbots, agents, RAG systems, and workflow-based AI apps."
   ],
   "repository_evidence": [
    "What You Need to Get Started",
    "Docker installed on a server (or your local machine for testing). One command: `git clone https://github.com/langgenius/dify && cd dify/docker && docker compose up -d`."
   ],
   "stars_evidence": [
    "# What Is Dify.ai? The Complete Overview of the Open-Source AI Agent Platform",
    "For companies that can\u2019t or won\u2019t use commercial SaaS AI platforms due to privacy, compliance, or cost, Dify is the category leader in 2026 with over 50,000 GitHub stars and enterprise deployments worldwide."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ailearningguides.com/what-is-dify-ai-agent-platform-overview",
   "title": "What Is Dify.ai? The Complete Overview of the Open-Source AI Agent Platform",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "How Dify.ai Compares to Alternatives",
    "- **CrewAI:** CrewAI is a Python library. Dify is a full platform with UI, deployment, observability."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ailearningguides.com/what-is-dify-ai-agent-platform-overview",
   "title": "What Is Dify.ai? The Complete Overview of the Open-Source AI Agent Platform",
   "project": "LangFlow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "How Dify.ai Compares to Alternatives",
    "- **LangFlow / Flowise:** Similar open-source platforms. Dify has cleaner UX and stronger LLMOps features."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
   "url": "https://ailearningguides.com/what-is-dify-ai-agent-platform-overview",
   "title": "What Is Dify.ai? The Complete Overview of the Open-Source AI Agent Platform",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "How Dify.ai Compares to Alternatives",
    "- **LangFlow / Flowise:** Similar open-source platforms. Dify has cleaner UX and stronger LLMOps features."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentcrush-app.vercel.app/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Evidence-Ranked",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent frameworks",
    "The major options in 2026 include CrewAI (multi-agent crews), LangGraph (stateful graphs), AutoGPT (early autonomous loop), OpenClaw (operator agent), Browser Use (browser automation), Aider (coding agent), and dozens of others."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentcrush-app.vercel.app/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Evidence-Ranked",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent frameworks",
    "The major options in 2026 include CrewAI (multi-agent crews), LangGraph (stateful graphs), AutoGPT (early autonomous loop), OpenClaw (operator agent), Browser Use (browser automation), Aider (coding agent), and dozens of others."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentcrush-app.vercel.app/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Evidence-Ranked",
   "project": "AutoGPT",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent frameworks",
    "The major options in 2026 include CrewAI (multi-agent crews), LangGraph (stateful graphs), AutoGPT (early autonomous loop), OpenClaw (operator agent), Browser Use (browser automation), Aider (coding agent), and dozens of others."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentcrush-app.vercel.app/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Evidence-Ranked",
   "project": "OpenClaw",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent frameworks",
    "The major options in 2026 include CrewAI (multi-agent crews), LangGraph (stateful graphs), AutoGPT (early autonomous loop), OpenClaw (operator agent), Browser Use (browser automation), Aider (coding agent), and dozens of others."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentcrush-app.vercel.app/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Evidence-Ranked",
   "project": "Browser Use",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent frameworks",
    "The major options in 2026 include CrewAI (multi-agent crews), LangGraph (stateful graphs), AutoGPT (early autonomous loop), OpenClaw (operator agent), Browser Use (browser automation), Aider (coding agent), and dozens of others."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentcrush-app.vercel.app/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Evidence-Ranked",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent frameworks",
    "The major options in 2026 include CrewAI (multi-agent crews), LangGraph (stateful graphs), AutoGPT (early autonomous loop), OpenClaw (operator agent), Browser Use (browser automation), Aider (coding agent), and dozens of others."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentcrush-app.vercel.app/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Evidence-Ranked",
   "project": "Mendable",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Framework categories vs related agent types",
    "Deployable platforms \u2014 opinionated runtimes that host your agent (Mendable, OpenServ, Daydreams)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentcrush-app.vercel.app/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Evidence-Ranked",
   "project": "OpenServ",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Framework categories vs related agent types",
    "Deployable platforms \u2014 opinionated runtimes that host your agent (Mendable, OpenServ, Daydreams)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentcrush-app.vercel.app/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Evidence-Ranked",
   "project": "Daydreams",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Framework categories vs related agent types",
    "Deployable platforms \u2014 opinionated runtimes that host your agent (Mendable, OpenServ, Daydreams)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentcrush-app.vercel.app/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Evidence-Ranked",
   "project": "Skyvern",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Framework categories vs related agent types",
    "Browser / voice / coding agents \u2014 agents specialized for a modality (Browser Use, Skyvern for browser; ElevenLabs Agents for voice; Aider, OpenHands for code)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentcrush-app.vercel.app/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Evidence-Ranked",
   "project": "ElevenLabs Agents",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Framework categories vs related agent types",
    "Browser / voice / coding agents \u2014 agents specialized for a modality (Browser Use, Skyvern for browser; ElevenLabs Agents for voice; Aider, OpenHands for code)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentcrush-app.vercel.app/ai-agent-frameworks",
   "title": "AI Agent Frameworks \u2014 Evidence-Ranked",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Framework categories vs related agent types",
    "Browser / voice / coding agents \u2014 agents specialized for a modality (Browser Use, Skyvern for browser; ElevenLabs Agents for voice; Aider, OpenHands for code)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blogs/multi-agent-systems-2025",
   "title": "Multi-Agent AI Systems in 2026: Frameworks, Patterns, Production",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## TL;DR: Multi-Agent AI Frameworks in 2026",
    "| Framework | Best for | License | OTel-compatible tracing | Durable state |",
    "| **LangGraph** | Graph-based orchestration with checkpoints | MIT | Yes (via instrumentor) | Yes (checkpointer) |",
    "### LangGraph",
    "LangGraph is the graph-based orchestrator from LangChain."
   ],
   "repository_evidence": [
    "### LangGraph",
    "- Repo: [github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blogs/multi-agent-systems-2025",
   "title": "Multi-Agent AI Systems in 2026: Frameworks, Patterns, Production",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## TL;DR: Multi-Agent AI Frameworks in 2026",
    "| Framework | Best for | License | OTel-compatible tracing | Durable state |",
    "| **CrewAI** | Role-based crews with hierarchical process | MIT | Yes (via instrumentor) | Partial (flows) |",
    "### CrewAI",
    "CrewAI builds on the \u201ccrew\u201d metaphor."
   ],
   "repository_evidence": [
    "### CrewAI",
    "- Repo: [github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blogs/multi-agent-systems-2025",
   "title": "Multi-Agent AI Systems in 2026: Frameworks, Patterns, Production",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## TL;DR: Multi-Agent AI Frameworks in 2026",
    "| Framework | Best for | License | OTel-compatible tracing | Durable state |",
    "| **OpenAI Agents SDK** | OpenAI-native runtime, handoffs, guardrails | MIT | Yes (native + instrumentor) | App-managed |",
    "### OpenAI Agents SDK",
    "The OpenAI Agents SDK is the production successor to the Swarm experimental library, which is now archived."
   ],
   "repository_evidence": [
    "### OpenAI Agents SDK",
    "- Repo: [github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blogs/multi-agent-systems-2025",
   "title": "Multi-Agent AI Systems in 2026: Frameworks, Patterns, Production",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## TL;DR: Multi-Agent AI Frameworks in 2026",
    "| Framework | Best for | License | OTel-compatible tracing | Durable state |",
    "| **Microsoft Agent Framework** | .NET and Python, Azure-native, AutoGen successor | MIT | Yes (via instrumentor) | Yes (runtime) |",
    "### Microsoft Agent Framework",
    "Microsoft unified Semantic Kernel and AutoGen into one stack called Microsoft Agent Framework."
   ],
   "repository_evidence": [
    "### Microsoft Agent Framework",
    "- Repo: [github.com/microsoft/agent-framework](https://github.com/microsoft/agent-framework)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blogs/multi-agent-systems-2025",
   "title": "Multi-Agent AI Systems in 2026: Frameworks, Patterns, Production",
   "project": "AutoGen v0.4+ (legacy)",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## TL;DR: Multi-Agent AI Frameworks in 2026",
    "| Framework | Best for | License | OTel-compatible tracing | Durable state |",
    "| **AutoGen v0.4+ (legacy)** | Async conversation programming, Studio UI; still in use, Microsoft Agent Framework is the active successor | CC-BY-4.0 + MIT | Yes (via instrumentor) | Yes |",
    "### AutoGen v0.4+ (legacy, included for the standalone installed base)",
    "AutoGen v0.4+ is still consumable as a standalone library and powers a large installed base."
   ],
   "repository_evidence": [
    "### AutoGen v0.4+ (legacy, included for the standalone installed base)",
    "- Repo: [github.com/microsoft/autogen](https://github.com/microsoft/autogen)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://respan.ai/articles/openai-agents-sdk-vs-swarm",
   "title": "OpenAI Agents SDK vs Swarm: Migration Guide",
   "project": "Swarm",
   "repository": null,
   "stars": 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": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://respan.ai/articles/openai-agents-sdk-vs-swarm",
   "title": "OpenAI Agents SDK vs Swarm: Migration Guide",
   "project": "Agents SDK",
   "repository": null,
   "stars": "26000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenAI Agents SDK vs Swarm: Migration Guide",
    "In March 2025 OpenAI replaced it with the Agents SDK (`openai-agents-python` and a TypeScript counterpart)."
   ],
   "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."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://respan.ai/articles/openai-agents-sdk-vs-swarm",
   "title": "OpenAI Agents SDK vs Swarm: Migration Guide",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenAI Agents SDK vs Swarm: Migration Guide",
    "**LangGraph.** Graph-based, explicit nodes and edges, very flexible, more verbose. Pick LangGraph when your topology is complex enough that the routines + handoffs model feels constraining; pick the Agents SDK when handoffs cover your needs and you want less boilerplate."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://respan.ai/articles/openai-agents-sdk-vs-swarm",
   "title": "OpenAI Agents SDK vs Swarm: Migration Guide",
   "project": "Claude Agent SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenAI Agents SDK vs Swarm: Migration Guide",
    "**Claude Agent SDK.** Anthropic's equivalent: agents, tools, sub-agents, built-in tracing through the Anthropic API. Tighter to Claude models; the Agents SDK is provider-agnostic (it works with 100+ LLMs via litellm under the hood). If you are committed to Claude, the Claude Agent SDK is the cleaner path; if you want optionality, Agents SDK."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://respan.ai/articles/openai-agents-sdk-vs-swarm",
   "title": "OpenAI Agents SDK vs Swarm: Migration Guide",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenAI Agents SDK vs Swarm: Migration Guide",
    "**CrewAI.** Higher-level abstractions around roles and tasks. Friendlier for non-engineers, more opinionated about how agents collaborate, less ergonomic for low-level control. Different audience."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://respan.ai/articles/openai-agents-sdk-vs-swarm",
   "title": "OpenAI Agents SDK vs Swarm: Migration Guide",
   "project": "LlamaIndex Agents",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenAI Agents SDK vs Swarm: Migration Guide",
    "**LlamaIndex Agents.** Strong on RAG-heavy agents because of the LlamaIndex retrieval primitives. Use when the agent's main job is retrieval over your data."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/aloth%2Fawesome-ai-agents?language=JavaScript",
   "title": "awesome-ai-agents | Ecosyste.ms: Awesome",
   "project": "OpenCode",
   "repository": "https://github.com/opencode-ai/opencode",
   "stars": "160000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Code Agents",
    "    - [OpenCode](/projects/github.com%2Fopencode-ai%2Fopencode) - 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",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Code Agents",
    "    - [OpenCode](/projects/github.com%2Fopencode-ai%2Fopencode) - 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",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Code Agents",
    "    - [OpenCode](/projects/github.com%2Fopencode-ai%2Fopencode) - 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."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/aloth%2Fawesome-ai-agents?language=JavaScript",
   "title": "awesome-ai-agents | Ecosyste.ms: Awesome",
   "project": "MiMoCode",
   "repository": "https://github.com/XiaoMi/mimocode",
   "stars": "6000",
   "description": "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.",
   "license": "MIT",
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Code Agents",
    "    - [MiMoCode](https://github.com/XiaoMi/mimocode) - 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",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Code Agents",
    "    - [MiMoCode](https://github.com/XiaoMi/mimocode) - 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",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Code Agents",
    "    - [MiMoCode](https://github.com/XiaoMi/mimocode) - 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."
   ],
   "description_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Code Agents",
    "    - [MiMoCode](https://github.com/XiaoMi/mimocode) - 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."
   ],
   "license_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Code Agents",
    "    - [MiMoCode](https://github.com/XiaoMi/mimocode) - 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."
   ]
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/aloth%2Fawesome-ai-agents?language=JavaScript",
   "title": "awesome-ai-agents | Ecosyste.ms: Awesome",
   "project": "OpenClacky",
   "repository": "https://github.com/clacky-ai/open-clacky",
   "stars": null,
   "description": "efficient open-source AI coding agent with prompt caching, 16 core tools, and skill extensions. MIT.",
   "license": "MIT",
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Code Agents",
    "    - [OpenClacky](https://github.com/clacky-ai/open-clacky) - efficient open-source AI coding agent with prompt caching, 16 core tools, and skill extensions. MIT."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Code Agents",
    "    - [OpenClacky](https://github.com/clacky-ai/open-clacky) - efficient open-source AI coding agent with prompt caching, 16 core tools, and skill extensions. MIT."
   ],
   "stars_evidence": null,
   "description_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Code Agents",
    "    - [OpenClacky](https://github.com/clacky-ai/open-clacky) - efficient open-source AI coding agent with prompt caching, 16 core tools, and skill extensions. MIT."
   ],
   "license_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Code Agents",
    "    - [OpenClacky](https://github.com/clacky-ai/open-clacky) - efficient open-source AI coding agent with prompt caching, 16 core tools, and skill extensions. MIT."
   ]
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/aloth%2Fawesome-ai-agents?language=JavaScript",
   "title": "awesome-ai-agents | Ecosyste.ms: Awesome",
   "project": "Qwen Code",
   "repository": "/projects/github.com%2FQwenLM%2Fqwen-code",
   "stars": "25000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Code Agents",
    "    - [Qwen Code](/projects/github.com%2FQwenLM%2Fqwen-code) - 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",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Code Agents",
    "    - [Qwen Code](/projects/github.com%2FQwenLM%2Fqwen-code) - 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",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Code Agents",
    "    - [Qwen Code](/projects/github.com%2FQwenLM%2Fqwen-code) - source terminal-native AI coding agent. Powered by Qwen models with MCP support, 25K+ stars, and Apache-2.0 license."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/aloth%2Fawesome-ai-agents?language=JavaScript",
   "title": "awesome-ai-agents | Ecosyste.ms: Awesome",
   "project": "CopilotKit",
   "repository": "/projects/github.com%2FCopilotKit%2FCopilotKit",
   "stars": null,
   "description": "powered apps with Generative UI. React, Angular, and mobile support; creators of the AG-UI Protocol (adopted by Google, LangChain, AWS, Microsoft, Mastra, and PydanticAI). MIT.",
   "license": "MIT",
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Multi-Agent Orchestration",
    "    - [CopilotKit](/projects/github.com%2FCopilotKit%2FCopilotKit) - powered apps with Generative UI. React, Angular, and mobile support; creators of the AG-UI Protocol (adopted by Google, LangChain, AWS, Microsoft, Mastra, and PydanticAI). MIT."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Multi-Agent Orchestration",
    "    - [CopilotKit](/projects/github.com%2FCopilotKit%2FCopilotKit) - powered apps with Generative UI. React, Angular, and mobile support; creators of the AG-UI Protocol (adopted by Google, LangChain, AWS, Microsoft, Mastra, and PydanticAI). MIT."
   ],
   "stars_evidence": null,
   "description_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Multi-Agent Orchestration",
    "    - [CopilotKit](/projects/github.com%2FCopilotKit%2FCopilotKit) - powered apps with Generative UI. React, Angular, and mobile support; creators of the AG-UI Protocol (adopted by Google, LangChain, AWS, Microsoft, Mastra, and PydanticAI). MIT."
   ],
   "license_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Multi-Agent Orchestration",
    "    - [CopilotKit](/projects/github.com%2FCopilotKit%2FCopilotKit) - powered apps with Generative UI. React, Angular, and mobile support; creators of the AG-UI Protocol (adopted by Google, LangChain, AWS, Microsoft, Mastra, and PydanticAI). MIT."
   ]
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/aloth%2Fawesome-ai-agents?language=JavaScript",
   "title": "awesome-ai-agents | Ecosyste.ms: Awesome",
   "project": "Strands Agents",
   "repository": "/projects/github.com%2Fstrands-agents%2Fharness-sdk",
   "stars": null,
   "description": "driven, open-source SDK for building production AI agents in Python and TypeScript. Any model, any cloud, with MCP support and 23M+ monthly PyPI downloads. Apache-2.0.",
   "license": "Apache-2.0",
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Multi-Agent Orchestration",
    "    - [Strands Agents](/projects/github.com%2Fstrands-agents%2Fharness-sdk) - driven, open-source SDK for building production AI agents in Python and TypeScript. Any model, any cloud, with MCP support and 23M+ monthly PyPI downloads. Apache-2.0."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Multi-Agent Orchestration",
    "    - [Strands Agents](/projects/github.com%2Fstrands-agents%2Fharness-sdk) - driven, open-source SDK for building production AI agents in Python and TypeScript. Any model, any cloud, with MCP support and 23M+ monthly PyPI downloads. Apache-2.0."
   ],
   "stars_evidence": null,
   "description_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Multi-Agent Orchestration",
    "    - [Strands Agents](/projects/github.com%2Fstrands-agents%2Fharness-sdk) - driven, open-source SDK for building production AI agents in Python and TypeScript. Any model, any cloud, with MCP support and 23M+ monthly PyPI downloads. Apache-2.0."
   ],
   "license_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Multi-Agent Orchestration",
    "    - [Strands Agents](/projects/github.com%2Fstrands-agents%2Fharness-sdk) - driven, open-source SDK for building production AI agents in Python and TypeScript. Any model, any cloud, with MCP support and 23M+ monthly PyPI downloads. Apache-2.0."
   ]
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/aloth%2Fawesome-ai-agents?language=JavaScript",
   "title": "awesome-ai-agents | Ecosyste.ms: Awesome",
   "project": "Mercury Agent",
   "repository": "/projects/github.com%2Fcosmicstack-labs%2Fmercury-agent",
   "stars": null,
   "description": "driven personal AI agent with permission-hardened tools, token budgets, and multi-channel access (CLI or Telegram). MIT.",
   "license": "MIT",
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Personal AI Agents",
    "    - [Mercury Agent](/projects/github.com%2Fcosmicstack-labs%2Fmercury-agent) - driven personal AI agent with permission-hardened tools, token budgets, and multi-channel access (CLI or Telegram). MIT."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Personal AI Agents",
    "    - [Mercury Agent](/projects/github.com%2Fcosmicstack-labs%2Fmercury-agent) - driven personal AI agent with permission-hardened tools, token budgets, and multi-channel access (CLI or Telegram). MIT."
   ],
   "stars_evidence": null,
   "description_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Personal AI Agents",
    "    - [Mercury Agent](/projects/github.com%2Fcosmicstack-labs%2Fmercury-agent) - driven personal AI agent with permission-hardened tools, token budgets, and multi-channel access (CLI or Telegram). MIT."
   ],
   "license_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Personal AI Agents",
    "    - [Mercury Agent](/projects/github.com%2Fcosmicstack-labs%2Fmercury-agent) - driven personal AI agent with permission-hardened tools, token budgets, and multi-channel access (CLI or Telegram). MIT."
   ]
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/aloth%2Fawesome-ai-agents?language=JavaScript",
   "title": "awesome-ai-agents | Ecosyste.ms: Awesome",
   "project": "QwenPaw",
   "repository": "https://github.com/agentscope-ai/QwenPaw",
   "stars": null,
   "description": "powered personal AI agent workstation. Local or cloud deployment, multi-agent collaboration with sub-agent spawning, extensible skill system, and broad channel support (DingTalk, Feishu, WeChat, Discord, Telegram). MIT.",
   "license": "MIT",
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Personal AI Agents",
    "    - [QwenPaw](https://github.com/agentscope-ai/QwenPaw) - powered personal AI agent workstation. Local or cloud deployment, multi-agent collaboration with sub-agent spawning, extensible skill system, and broad channel support (DingTalk, Feishu, WeChat, Discord, Telegram). MIT."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Personal AI Agents",
    "    - [QwenPaw](https://github.com/agentscope-ai/QwenPaw) - powered personal AI agent workstation. Local or cloud deployment, multi-agent collaboration with sub-agent spawning, extensible skill system, and broad channel support (DingTalk, Feishu, WeChat, Discord, Telegram). MIT."
   ],
   "stars_evidence": null,
   "description_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Personal AI Agents",
    "    - [QwenPaw](https://github.com/agentscope-ai/QwenPaw) - powered personal AI agent workstation. Local or cloud deployment, multi-agent collaboration with sub-agent spawning, extensible skill system, and broad channel support (DingTalk, Feishu, WeChat, Discord, Telegram). MIT."
   ],
   "license_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Personal AI Agents",
    "    - [QwenPaw](https://github.com/agentscope-ai/QwenPaw) - powered personal AI agent workstation. Local or cloud deployment, multi-agent collaboration with sub-agent spawning, extensible skill system, and broad channel support (DingTalk, Feishu, WeChat, Discord, Telegram). MIT."
   ]
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/aloth%2Fawesome-ai-agents?language=JavaScript",
   "title": "awesome-ai-agents | Ecosyste.ms: Awesome",
   "project": "Trustclaw",
   "repository": "https://github.com/ComposioHQ/trustclaw",
   "stars": null,
   "description": "hostable personal AI agent with vector memory, native Composio tool integrations, and a Telegram front-end. MIT.",
   "license": "MIT",
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Personal AI Agents",
    "    - [Trustclaw](https://github.com/ComposioHQ/trustclaw) - hostable personal AI agent with vector memory, native Composio tool integrations, and a Telegram front-end. MIT."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Personal AI Agents",
    "    - [Trustclaw](https://github.com/ComposioHQ/trustclaw) - hostable personal AI agent with vector memory, native Composio tool integrations, and a Telegram front-end. MIT."
   ],
   "stars_evidence": null,
   "description_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Personal AI Agents",
    "    - [Trustclaw](https://github.com/ComposioHQ/trustclaw) - hostable personal AI agent with vector memory, native Composio tool integrations, and a Telegram front-end. MIT."
   ],
   "license_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "- ## Frameworks & Libraries",
    "  - ### Personal AI Agents",
    "    - [Trustclaw](https://github.com/ComposioHQ/trustclaw) - hostable personal AI agent with vector memory, native Composio tool integrations, and a Telegram front-end. MIT."
   ]
  },
  {
   "url": "https://aimiracle.ai/ai-collections/top-agentic-ai-frameworks-2026",
   "title": "Top Agentic AI Frameworks 2026: 7 Tools for Building AI Agents",
   "project": "LangGraph",
   "repository": "https://www.langchain.com/langgraph",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The *top agentic AI frameworks 2026* are the toolkits turning language models into autonomous agents that plan, call tools, and finish real work \u2014 not just chat.",
    "Below we compare seven of the best \u2014 from the most production-ready to the friendliest for beginners.",
    "## LangGraph**: Best for Production-Grade Agentic *AI* Orchestration**",
    "**[LangGraph](https://www.langchain.com/langgraph)**, from the LangChain team, models your agent as an explicit state graph."
   ],
   "repository_evidence": [
    "## The *top agentic AI frameworks 2026* are the toolkits turning language models into autonomous agents that plan, call tools, and finish real work \u2014 not just chat.",
    "Below we compare seven of the best \u2014 from the most production-ready to the friendliest for beginners.",
    "## LangGraph**: Best for Production-Grade Agentic *AI* Orchestration**",
    "**[LangGraph](https://www.langchain.com/langgraph)**, from the LangChain team, models your agent as an explicit state graph."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aimiracle.ai/ai-collections/top-agentic-ai-frameworks-2026",
   "title": "Top Agentic AI Frameworks 2026: 7 Tools for Building AI Agents",
   "project": "CrewAI",
   "repository": "https://www.crewai.com/",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The *top agentic AI frameworks 2026* are the toolkits turning language models into autonomous agents that plan, call tools, and finish real work \u2014 not just chat.",
    "Below we compare seven of the best \u2014 from the most production-ready to the friendliest for beginners.",
    "## CrewAI**: Best for Role-Based Multi-Agent Crews**",
    "**[CrewAI](https://www.crewai.com/)** lets you assemble a \u201ccrew\u201d of role-playing agents \u2014 a researcher, a writer, a reviewer \u2014 that collaborate on a task with remarkably little code."
   ],
   "repository_evidence": [
    "## The *top agentic AI frameworks 2026* are the toolkits turning language models into autonomous agents that plan, call tools, and finish real work \u2014 not just chat.",
    "Below we compare seven of the best \u2014 from the most production-ready to the friendliest for beginners.",
    "## CrewAI**: Best for Role-Based Multi-Agent Crews**",
    "**[CrewAI](https://www.crewai.com/)** lets you assemble a \u201ccrew\u201d of role-playing agents \u2014 a researcher, a writer, a reviewer \u2014 that collaborate on a task with remarkably little code."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aimiracle.ai/ai-collections/top-agentic-ai-frameworks-2026",
   "title": "Top Agentic AI Frameworks 2026: 7 Tools for Building AI Agents",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The *top agentic AI frameworks 2026* are the toolkits turning language models into autonomous agents that plan, call tools, and finish real work \u2014 not just chat.",
    "Below we compare seven of the best \u2014 from the most production-ready to the friendliest for beginners.",
    "## Microsoft Agent Framework**: Best for Agentic *AI* on the Microsoft and Azure Stack**",
    "**[Microsoft Agent Framework](https://github.com/microsoft/agent-framework)** is the merger of AutoGen and Semantic Kernel, unified into a single 1.0 release in April 2026, for conversation-driven multi-agent apps on the Microsoft stack."
   ],
   "repository_evidence": [
    "## The *top agentic AI frameworks 2026* are the toolkits turning language models into autonomous agents that plan, call tools, and finish real work \u2014 not just chat.",
    "Below we compare seven of the best \u2014 from the most production-ready to the friendliest for beginners.",
    "## Microsoft Agent Framework**: Best for Agentic *AI* on the Microsoft and Azure Stack**",
    "**[Microsoft Agent Framework](https://github.com/microsoft/agent-framework)** is the merger of AutoGen and Semantic Kernel, unified into a single 1.0 release in April 2026, for conversation-driven multi-agent apps on the Microsoft stack."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aimiracle.ai/ai-collections/top-agentic-ai-frameworks-2026",
   "title": "Top Agentic AI Frameworks 2026: 7 Tools for Building AI Agents",
   "project": "OpenAI Agents SDK",
   "repository": "https://openai.github.io/openai-agents-python/",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The *top agentic AI frameworks 2026* are the toolkits turning language models into autonomous agents that plan, call tools, and finish real work \u2014 not just chat.",
    "Below we compare seven of the best \u2014 from the most production-ready to the friendliest for beginners.",
    "## OpenAI Agents SDK**: Best for GPT-Centric *AI* Agents**",
    "The **[OpenAI Agents SDK](https://openai.github.io/openai-agents-python/)** is the lowest-friction way to build agents around GPT models."
   ],
   "repository_evidence": [
    "## The *top agentic AI frameworks 2026* are the toolkits turning language models into autonomous agents that plan, call tools, and finish real work \u2014 not just chat.",
    "Below we compare seven of the best \u2014 from the most production-ready to the friendliest for beginners.",
    "## OpenAI Agents SDK**: Best for GPT-Centric *AI* Agents**",
    "The **[OpenAI Agents SDK](https://openai.github.io/openai-agents-python/)** is the lowest-friction way to build agents around GPT models."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aimiracle.ai/ai-collections/top-agentic-ai-frameworks-2026",
   "title": "Top Agentic AI Frameworks 2026: 7 Tools for Building AI Agents",
   "project": "LlamaIndex",
   "repository": "https://www.llamaindex.ai/",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The *top agentic AI frameworks 2026* are the toolkits turning language models into autonomous agents that plan, call tools, and finish real work \u2014 not just chat.",
    "Below we compare seven of the best \u2014 from the most production-ready to the friendliest for beginners.",
    "## LlamaIndex**: Best for Data- and RAG-Heavy *AI* Agents**",
    "**[LlamaIndex](https://www.llamaindex.ai/)** began as the go-to RAG framework and has grown into a full agent platform."
   ],
   "repository_evidence": [
    "## The *top agentic AI frameworks 2026* are the toolkits turning language models into autonomous agents that plan, call tools, and finish real work \u2014 not just chat.",
    "Below we compare seven of the best \u2014 from the most production-ready to the friendliest for beginners.",
    "## LlamaIndex**: Best for Data- and RAG-Heavy *AI* Agents**",
    "**[LlamaIndex](https://www.llamaindex.ai/)** began as the go-to RAG framework and has grown into a full agent platform."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aimiracle.ai/ai-collections/top-agentic-ai-frameworks-2026",
   "title": "Top Agentic AI Frameworks 2026: 7 Tools for Building AI Agents",
   "project": "Google ADK",
   "repository": "https://google.github.io/adk-docs/",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The *top agentic AI frameworks 2026* are the toolkits turning language models into autonomous agents that plan, call tools, and finish real work \u2014 not just chat.",
    "Below we compare seven of the best \u2014 from the most production-ready to the friendliest for beginners.",
    "## Google ADK**: Best for Multimodal, GCP-Native *AI* Agents**",
    "Google\u2019s **[Agent Development Kit (ADK)](https://google.github.io/adk-docs/)** targets multimodal agents and Google Cloud deployments, with A2A-powered interoperability across 50-plus partners including Salesforce and ServiceNow."
   ],
   "repository_evidence": [
    "## The *top agentic AI frameworks 2026* are the toolkits turning language models into autonomous agents that plan, call tools, and finish real work \u2014 not just chat.",
    "Below we compare seven of the best \u2014 from the most production-ready to the friendliest for beginners.",
    "## Google ADK**: Best for Multimodal, GCP-Native *AI* Agents**",
    "Google\u2019s **[Agent Development Kit (ADK)](https://google.github.io/adk-docs/)** targets multimodal agents and Google Cloud deployments, with A2A-powered interoperability across 50-plus partners including Salesforce and ServiceNow."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aimiracle.ai/ai-collections/top-agentic-ai-frameworks-2026",
   "title": "Top Agentic AI Frameworks 2026: 7 Tools for Building AI Agents",
   "project": "Pydantic AI",
   "repository": "https://ai.pydantic.dev/",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The *top agentic AI frameworks 2026* are the toolkits turning language models into autonomous agents that plan, call tools, and finish real work \u2014 not just chat.",
    "Below we compare seven of the best \u2014 from the most production-ready to the friendliest for beginners.",
    "## Pydantic AI**: Best for Type-Safe, Pythonic Agentic *AI***",
    "**[Pydantic AI](https://ai.pydantic.dev/)** comes from the team behind Pydantic \u2014 the validation library under the OpenAI SDK, LangChain and most others \u2014 and brings that same type-safe, FastAPI-like feel to building agents."
   ],
   "repository_evidence": [
    "## The *top agentic AI frameworks 2026* are the toolkits turning language models into autonomous agents that plan, call tools, and finish real work \u2014 not just chat.",
    "Below we compare seven of the best \u2014 from the most production-ready to the friendliest for beginners.",
    "## Pydantic AI**: Best for Type-Safe, Pythonic Agentic *AI***",
    "**[Pydantic AI](https://ai.pydantic.dev/)** comes from the team behind Pydantic \u2014 the validation library under the OpenAI SDK, LangChain and most others \u2014 and brings that same type-safe, FastAPI-like feel to building agents."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.co/ai/frameworks/agent-squad",
   "title": "Agent Squad: Multi-Agent Orchestration Framework | DEV.co",
   "project": "agent-squad",
   "repository": "https://github.com/2FastLabs/agent-squad",
   "stars": "7700",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Frameworks \u00b7 2FastLabs",
    "# agent-squad",
    "Agent Squad is an open-source framework for orchestrating multiple AI agents in conversations, routing queries intelligently to specialized agents while maintaining context."
   ],
   "repository_evidence": [
    "AI Frameworks \u00b7 2FastLabs",
    "Source: GitHub \u2014 github.com/2FastLabs/agent-squad",
    "| Source | https://github.com/2FastLabs/agent-squad |"
   ],
   "stars_evidence": [
    "AI Frameworks \u00b7 2FastLabs",
    "7.7k",
    "| Stars | 7.7k |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?sandbox=optional",
   "title": "harnesses.sh \u2014 the agent harness directory",
   "project": "OpenClaw",
   "repository": null,
   "stars": "382000",
   "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"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?sandbox=optional",
   "title": "harnesses.sh \u2014 the agent harness directory",
   "project": "browser-use",
   "repository": null,
   "stars": "103000",
   "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.",
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   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 8 Flowise alternatives in 2026"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dronahq.com/flowise-alternatives",
   "title": "Reviewing top 8 Flowise alternatives for agents in 2026",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 8 Flowise alternatives in 2026"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsindex.ai/blog/how-to-choose-ai-agent-framework",
   "title": "How to Choose an AI Agent Framework: A Decision Guide for Every Use Case",
   "project": "LangGraph",
   "repository": null,
   "stars": "25000",
   "description": null,
   "license": null,
   "project_evidence": [
    "The four frameworks that dominate production Python development in 2026 are [LangGraph](/langgraph), [CrewAI](/crewai), [AutoGen](/autogen) (now part of Microsoft Agent Framework), and [LlamaIndex](/llamaindex) Workflows.",
    "## How do the major frameworks compare?"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "CrewAI has 44,600+ GitHub stars; LangGraph has around 25,000.",
    "## How do the major frameworks compare?"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsindex.ai/blog/how-to-choose-ai-agent-framework",
   "title": "How to Choose an AI Agent Framework: A Decision Guide for Every Use Case",
   "project": "CrewAI",
   "repository": null,
   "stars": "44600",
   "description": null,
   "license": null,
   "project_evidence": [
    "The four frameworks that dominate production Python development in 2026 are [LangGraph](/langgraph), [CrewAI](/crewai), [AutoGen](/autogen) (now part of Microsoft Agent Framework), and [LlamaIndex](/llamaindex) Workflows.",
    "## How do the major frameworks compare?"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "CrewAI has 44,600+ GitHub stars; LangGraph has around 25,000.",
    "## How do the major frameworks compare?"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsindex.ai/blog/how-to-choose-ai-agent-framework",
   "title": "How to Choose an AI Agent Framework: A Decision Guide for Every Use Case",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The four frameworks that dominate production Python development in 2026 are [LangGraph](/langgraph), [CrewAI](/crewai), [AutoGen](/autogen) (now part of Microsoft Agent Framework), and [LlamaIndex](/llamaindex) Workflows.",
    "## How do the major frameworks compare?"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsindex.ai/blog/how-to-choose-ai-agent-framework",
   "title": "How to Choose an AI Agent Framework: A Decision Guide for Every Use Case",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "35000",
   "description": null,
   "license": null,
   "project_evidence": [
    "[LlamaIndex has 35,000+ GitHub stars and the RAG market is projected at a 44.7% CAGR through 2030](https://www.morphik.ai/blog/guide-to-oss-rag-frameworks-for-developers?utm_source=agentsindex.ai), according to Morphik.ai's analysis.",
    "### If you're building a RAG application or document intelligence system"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "[LlamaIndex has 35,000+ GitHub stars and the RAG market is projected at a 44.7% CAGR through 2030](https://www.morphik.ai/blog/guide-to-oss-rag-frameworks-for-developers?utm_source=agentsindex.ai), according to Morphik.ai's analysis.",
    "### If you're building a RAG application or document intelligence system"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentshub.net",
   "title": "AI Agents Hub | Discover Top AI Agents Worth Your Stack",
   "project": "OpenClaw",
   "repository": null,
   "stars": "311000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "### OpenClaw",
    "Open-source, self-hosted personal AI assistant that runs on your machine and can connect to chat apps and services to take real actions beyond chat."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "311k GitHub stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentshub.net",
   "title": "AI Agents Hub | Discover Top AI Agents Worth Your Stack",
   "project": "crewAI",
   "repository": null,
   "stars": "45900",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "### crewAI",
    "Framework for orchestrating role-playing, autonomous AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "45.9k GitHub stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentshub.net",
   "title": "AI Agents Hub | Discover Top AI Agents Worth Your Stack",
   "project": "AutoGen",
   "repository": null,
   "stars": "55400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "### AutoGen",
    "A programming framework for agentic AI \ud83e\udd16"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "55.4k GitHub stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentshub.net",
   "title": "AI Agents Hub | Discover Top AI Agents Worth Your Stack",
   "project": "OpenAI Swarm",
   "repository": null,
   "stars": "21100",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "### OpenAI Swarm",
    "Educational framework exploring ergonomic, lightweight multi-agent orchestration."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "21.1k GitHub stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentshub.net",
   "title": "AI Agents Hub | Discover Top AI Agents Worth Your Stack",
   "project": "LangGraph",
   "repository": null,
   "stars": "26200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "### LangGraph",
    "Build resilient language agents as graphs."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "26.2k GitHub stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentshub.net",
   "title": "AI Agents Hub | Discover Top AI Agents Worth Your Stack",
   "project": "AgentZero",
   "repository": null,
   "stars": "16100",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "### AgentZero",
    "AI framework designed for general-purpose assistance, enabling multi-agent cooperation and tool creation."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "16.1k GitHub stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentshub.net",
   "title": "AI Agents Hub | Discover Top AI Agents Worth Your Stack",
   "project": "Flowise AI",
   "repository": null,
   "stars": "50700",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "### Flowise AI",
    "An open-source low-code platform for building AI agents"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "50.7k GitHub stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentshub.net",
   "title": "AI Agents Hub | Discover Top AI Agents Worth Your Stack",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "47700",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "### LlamaIndex",
    "LlamaIndex is the leading data framework for building LLM applications"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "47.7k GitHub stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentshub.net",
   "title": "AI Agents Hub | Discover Top AI Agents Worth Your Stack",
   "project": "Dify",
   "repository": null,
   "stars": "132000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "### Dify",
    "An open-source platform for building and operating LLM-based AI applications with ease"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "132k GitHub stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentshub.net",
   "title": "AI Agents Hub | Discover Top AI Agents Worth Your Stack",
   "project": "AutoGPT",
   "repository": null,
   "stars": "182000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "### AutoGPT",
    "AI agent that autonomously performs tasks by breaking them down into subtasks"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "182k GitHub stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentshub.net",
   "title": "AI Agents Hub | Discover Top AI Agents Worth Your Stack",
   "project": "Botpress",
   "repository": null,
   "stars": "14600",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "### Botpress",
    "An open-source conversational AI platform for building chatbots and AI agents"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "14.6k GitHub stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentshub.net",
   "title": "AI Agents Hub | Discover Top AI Agents Worth Your Stack",
   "project": "ChatDev",
   "repository": null,
   "stars": "31600",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "### ChatDev",
    "Create Customized Software using Natural Language Idea (through LLM-powered Multi-Agent Collaboration)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "31.6k GitHub stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentshub.net",
   "title": "AI Agents Hub | Discover Top AI Agents Worth Your Stack",
   "project": "MetaGPT",
   "repository": null,
   "stars": "64600",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "### MetaGPT",
    "The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "64.6k GitHub stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentshub.net",
   "title": "AI Agents Hub | Discover Top AI Agents Worth Your Stack",
   "project": "Langflow",
   "repository": null,
   "stars": "146000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "### Langflow",
    "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": null,
   "stars_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "146k GitHub stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentshub.net",
   "title": "AI Agents Hub | Discover Top AI Agents Worth Your Stack",
   "project": "AgentGPT",
   "repository": null,
   "stars": "35800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "### AgentGPT",
    "Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "35.8k GitHub stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentshub.net",
   "title": "AI Agents Hub | Discover Top AI Agents Worth Your Stack",
   "project": "Anything LLM",
   "repository": null,
   "stars": "55200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "### Anything LLM",
    "The all-in-one Desktop & Docker AI application with built-in RAG, AI agents, and more."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "55.2k GitHub stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentshub.net",
   "title": "AI Agents Hub | Discover Top AI Agents Worth Your Stack",
   "project": "NanoClaw",
   "repository": null,
   "stars": "23100",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "### NanoClaw",
    "A lightweight alternative to OpenClaw that runs agents in isolated containers, connects to messaging apps, and supports memory and scheduled jobs."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "23.1k GitHub stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentshub.net",
   "title": "AI Agents Hub | Discover Top AI Agents Worth Your Stack",
   "project": "Haystack",
   "repository": null,
   "stars": "24400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "### Haystack",
    "AI orchestration framework to build customizable production-ready LLM applications. Connect components (models vector DBs file converters)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "24.4k GitHub stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentshub.net",
   "title": "AI Agents Hub | Discover Top AI Agents Worth Your Stack",
   "project": "Pi Mono",
   "repository": null,
   "stars": "24100",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "### Pi Mono",
    "Open-source AI agent toolkit with an interactive coding CLI, unified LLM provider API, Slack bot, and container-friendly deployment options."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Discover Top AI Agents Worth Your Stack",
    "Hand-picked AI agents by a tech lead who's built with them all. Skip the trial and error - get straight to what works.",
    "24.1k GitHub stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "title": "GitHub - aviskaar/awesome-agentic-memory",
   "project": "mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": "48000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "| mem0 | ~48k | semantic + episodic + KG | multi-store | \u2705 | Universal drop-in |",
    "### mem0"
   ],
   "repository_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "- **GitHub**: [https://github.com/mem0ai/mem0](https://github.com/mem0ai/mem0)",
    "### mem0"
   ],
   "stars_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "| Framework | Stars | Memory Types | Backend | MCP | Use Case |",
    "| mem0 | ~48k | semantic + episodic + KG | multi-store | \u2705 | Universal drop-in |",
    "### mem0"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "title": "GitHub - aviskaar/awesome-agentic-memory",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "15000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "| Letta | ~15k | virtual context + core + archival | Letta server | \u2705 | Long-running stateful agents |",
    "### Letta (formerly MemGPT)"
   ],
   "repository_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "- **GitHub**: [https://github.com/letta-ai/letta](https://github.com/letta-ai/letta)",
    "### Letta (formerly MemGPT)"
   ],
   "stars_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "| Framework | Stars | Memory Types | Backend | MCP | Use Case |",
    "| Letta | ~15k | virtual context + core + archival | Letta server | \u2705 | Long-running stateful agents |",
    "### Letta (formerly MemGPT)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "title": "GitHub - aviskaar/awesome-agentic-memory",
   "project": "Graphiti",
   "repository": "https://github.com/getzep/graphiti",
   "stars": "24000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "| Graphiti (Zep) | ~24k | temporal knowledge graph | Neo4j/FalkorDB/Kuzu | \u2705 | Real-time temporal memory |",
    "### Graphiti (by Zep)"
   ],
   "repository_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "- **GitHub**: [https://github.com/getzep/graphiti](https://github.com/getzep/graphiti)",
    "### Graphiti (by Zep)"
   ],
   "stars_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "| Framework | Stars | Memory Types | Backend | MCP | Use Case |",
    "| Graphiti (Zep) | ~24k | temporal knowledge graph | Neo4j/FalkorDB/Kuzu | \u2705 | Real-time temporal memory |",
    "### Graphiti (by Zep)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "title": "GitHub - aviskaar/awesome-agentic-memory",
   "project": "Cognee",
   "repository": "https://github.com/topoteretes/cognee",
   "stars": "3000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "| Cognee | ~3k | vector + graph + KV | multi-backend | \u2705 | 6-line memory setup |",
    "### Cognee"
   ],
   "repository_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "- **GitHub**: [https://github.com/topoteretes/cognee](https://github.com/topoteretes/cognee)",
    "### Cognee"
   ],
   "stars_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "| Framework | Stars | Memory Types | Backend | MCP | Use Case |",
    "| Cognee | ~3k | vector + graph + KV | multi-backend | \u2705 | 6-line memory setup |",
    "### Cognee"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "title": "GitHub - aviskaar/awesome-agentic-memory",
   "project": "LangMem",
   "repository": "https://github.com/langchain-ai/langmem",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "| LangMem | bundled | semantic + episodic + procedural | LangGraph Store | \u2705 | LangChain/LangGraph agents |"
   ],
   "repository_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "- **LangMem**: [https://github.com/langchain-ai/langmem](https://github.com/langchain-ai/langmem)",
    "### LangChain + LangMem"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "title": "GitHub - aviskaar/awesome-agentic-memory",
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   "stars": null,
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   "project_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "| Supermemory | growing | vector + full-text | cloud/local | \u2705 | Universal cross-LLM memory |",
    "### Supermemory"
   ],
   "repository_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "- **GitHub**: [https://github.com/supermemoryai/supermemory](https://github.com/supermemoryai/supermemory)",
    "### Supermemory"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "title": "GitHub - aviskaar/awesome-agentic-memory",
   "project": "OMEGA",
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   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "| OMEGA | growing | structured + semantic | SQLite | \u2705 (25 tools) | Coding agents |",
    "### OMEGA Memory"
   ],
   "repository_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "- **GitHub**: [https://github.com/omega-memory/omega-memory](https://github.com/omega-memory/omega-memory)",
    "### OMEGA Memory"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "title": "GitHub - aviskaar/awesome-agentic-memory",
   "project": "Hindsight",
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   "project_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "| Hindsight | growing | 4-network biomimetic | custom | \u274c | High-accuracy retrieval |",
    "### Hindsight"
   ],
   "repository_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "- **GitHub**: [https://github.com/vectorize-io/hindsight](https://github.com/vectorize-io/hindsight)",
    "### Hindsight"
   ],
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "title": "GitHub - aviskaar/awesome-agentic-memory",
   "project": "A-MEM",
   "repository": "https://github.com/agiresearch/A-mem",
   "stars": null,
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   "project_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "| A-MEM | growing | Zettelkasten + dynamic | ChromaDB | \u274c | Interconnected knowledge nets |",
    "### A-MEM (Agentic Memory)"
   ],
   "repository_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "- **GitHub**: [https://github.com/agiresearch/A-mem](https://github.com/agiresearch/A-mem)",
    "### A-MEM (Agentic Memory)"
   ],
   "stars_evidence": null,
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  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "title": "GitHub - aviskaar/awesome-agentic-memory",
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   "repository": "https://github.com/thedotmack/claude-mem",
   "stars": "41000",
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   "project_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "| claude-mem | growing | conversation + semantic | SQLite | \u2705 (Claude Code) | Claude Code sessions |",
    "### claude-mem"
   ],
   "repository_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "| [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` |",
    "### claude-mem"
   ],
   "stars_evidence": [
    "Memory Frameworks \u00b7 MCP Servers \u00b7 Agent Frameworks \u00b7 Coding Agents \u00b7 Vector DBs \u00b7 Knowledge Graphs \u00b7 RAG \u00b7 Industry Verticals \u00b7 Research \u00b7 Benchmarks",
    "| [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` |",
    "### claude-mem"
   ],
   "description_evidence": null,
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   "title": "AI Agent Frameworks Compared: LangChain vs CrewAI vs AutoGen (2026)",
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    "This comparison covers the three frameworks that matter most in 2026: LangChain (specifically LangGraph for agents), [CrewAI](/tools/crewai/), and Microsoft's AutoGen.",
    "Popular frameworks across 2025-2026: LangChain (~85K GitHub stars, broader LLM application framework)."
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   "stars_evidence": [
    "Popular AI coding frameworks like LangChain, CrewAI, AutoGen for 2025-2026?",
    "Popular frameworks across 2025-2026: LangChain (~85K GitHub stars, broader LLM application framework)."
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   "title": "AI Agent Frameworks Compared: LangChain vs CrewAI vs AutoGen (2026)",
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    "[LangChain](/tools/langchain/) is the most popular AI framework by a wide margin. LangGraph is its purpose-built library for creating agent workflows as graphs.",
    "Popular frameworks across 2025-2026: LangChain (~85K GitHub stars, broader LLM application framework).",
    "LangGraph (LangChain's agent-specific library)."
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   "title": "AI Agent Frameworks Compared: LangChain vs CrewAI vs AutoGen (2026)",
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    "Popular frameworks across 2025-2026: LangChain (~85K GitHub stars, broader LLM application framework).",
    "CrewAI (multi-agent role-based)."
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   "title": "AI Agent Frameworks Compared: LangChain vs CrewAI vs AutoGen (2026)",
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    "This comparison covers the three frameworks that matter most in 2026: LangChain (specifically LangGraph for agents), [CrewAI](/tools/crewai/), and Microsoft's AutoGen.",
    "Popular frameworks across 2025-2026: LangChain (~85K GitHub stars, broader LLM application framework).",
    "AutoGen (Microsoft Research multi-agent)."
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   "title": "AI Agent Frameworks Compared: LangChain vs CrewAI vs AutoGen (2026)",
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    "Popular AI coding frameworks like LangChain, CrewAI, AutoGen for 2025-2026?",
    "Popular frameworks across 2025-2026: LangChain (~85K GitHub stars, broader LLM application framework).",
    "LlamaIndex (retrieval-focused but supports agents)."
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   "title": "AI Agent Frameworks Compared: LangChain vs CrewAI vs AutoGen (2026)",
   "project": "OpenAI Agents SDK",
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   "project_evidence": [
    "AI Agent Frameworks 2026 - LangChain, CrewAI & AutoGen Compared",
    "Popular AI coding frameworks like LangChain, CrewAI, AutoGen for 2025-2026?",
    "Popular frameworks across 2025-2026: LangChain (~85K GitHub stars, broader LLM application framework).",
    "OpenAI Agents SDK (vendor-native)."
   ],
   "repository_evidence": null,
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   "title": "AI Agent Frameworks Compared: LangChain vs CrewAI vs AutoGen (2026)",
   "project": "Anthropic Claude Agent SDK",
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   "project_evidence": [
    "AI Agent Frameworks 2026 - LangChain, CrewAI & AutoGen Compared",
    "Popular AI coding frameworks like LangChain, CrewAI, AutoGen for 2025-2026?",
    "Popular frameworks across 2025-2026: LangChain (~85K GitHub stars, broader LLM application framework).",
    "Anthropic Claude Agent SDK (vendor-native, gained major traction in 2026)."
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   "title": "AI Agent Frameworks Compared: LangChain vs CrewAI vs AutoGen (2026)",
   "project": "Pydantic AI",
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    "AI Agent Frameworks 2026 - LangChain, CrewAI & AutoGen Compared",
    "Popular AI coding frameworks like LangChain, CrewAI, AutoGen for 2025-2026?",
    "Popular frameworks across 2025-2026: LangChain (~85K GitHub stars, broader LLM application framework).",
    "Smaller but growing: Pydantic AI, Mastra, Vercel AI SDK, Mirascope."
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   "repository_evidence": null,
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   "title": "AI Agent Frameworks Compared: LangChain vs CrewAI vs AutoGen (2026)",
   "project": "Mastra",
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   "project_evidence": [
    "AI Agent Frameworks 2026 - LangChain, CrewAI & AutoGen Compared",
    "Popular AI coding frameworks like LangChain, CrewAI, AutoGen for 2025-2026?",
    "Popular frameworks across 2025-2026: LangChain (~85K GitHub stars, broader LLM application framework).",
    "Smaller but growing: Pydantic AI, Mastra, Vercel AI SDK, Mirascope."
   ],
   "repository_evidence": null,
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   "title": "AI Agent Frameworks Compared: LangChain vs CrewAI vs AutoGen (2026)",
   "project": "Vercel AI SDK",
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   "project_evidence": [
    "AI Agent Frameworks 2026 - LangChain, CrewAI & AutoGen Compared",
    "Popular AI coding frameworks like LangChain, CrewAI, AutoGen for 2025-2026?",
    "Popular frameworks across 2025-2026: LangChain (~85K GitHub stars, broader LLM application framework).",
    "Smaller but growing: Pydantic AI, Mastra, Vercel AI SDK, Mirascope."
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   "repository_evidence": null,
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   "title": "AI Agent Frameworks Compared: LangChain vs CrewAI vs AutoGen (2026)",
   "project": "Mirascope",
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    "Popular AI coding frameworks like LangChain, CrewAI, AutoGen for 2025-2026?",
    "Popular frameworks across 2025-2026: LangChain (~85K GitHub stars, broader LLM application framework).",
    "Smaller but growing: Pydantic AI, Mastra, Vercel AI SDK, Mirascope."
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   "url": "https://dev.to/thedailyagent/top-7-ai-agent-frameworks-for-developers-in-2026-3o63",
   "title": "Top 7 AI Agent Frameworks for Developers in 2026",
   "project": "LangGraph",
   "repository": "https://www.langchain.com/langgraph",
   "stars": "25000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Quick Comparison",
    "| Feature | LangGraph | CrewAI | OpenAI SDK | Claude SDK | Google ADK | Dify | Nebula |",
    "## LangGraph",
    "[LangGraph](https://www.langchain.com/langgraph) models agents as directed graphs with explicit state machines."
   ],
   "repository_evidence": [
    "**TL;DR:** Pick [LangGraph](https://www.langchain.com/langgraph) for production systems, [CrewAI](https://www.crewai.com/) for fast prototypes, and [Nebula](https://nebula.gg) if you want automation without writing code.",
    "## LangGraph",
    "[LangGraph](https://www.langchain.com/langgraph) models agents as directed graphs with explicit state machines. It's the most production-hardened option with checkpointing, time-travel debugging, and durable execution."
   ],
   "stars_evidence": [
    "## Quick Comparison",
    "| Feature | LangGraph | CrewAI | OpenAI SDK | Claude SDK | Google ADK | Dify | Nebula |",
    "| **GitHub Stars** | 25K | 44.6K | 19.1K | N/A | 18K | 60K+ | N/A |"
   ],
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   "url": "https://dev.to/thedailyagent/top-7-ai-agent-frameworks-for-developers-in-2026-3o63",
   "title": "Top 7 AI Agent Frameworks for Developers in 2026",
   "project": "CrewAI",
   "repository": "https://www.crewai.com/",
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   "license": null,
   "project_evidence": [
    "## Quick Comparison",
    "| Feature | LangGraph | CrewAI | OpenAI SDK | Claude SDK | Google ADK | Dify | Nebula |",
    "## CrewAI",
    "[CrewAI](https://www.crewai.com/) takes a role-based approach \u2014 you define agents as team members (researcher, writer, editor) and let them collaborate."
   ],
   "repository_evidence": [
    "**TL;DR:** Pick [LangGraph](https://www.langchain.com/langgraph) for production systems, [CrewAI](https://www.crewai.com/) for fast prototypes, and [Nebula](https://nebula.gg) if you want automation without writing code.",
    "## CrewAI",
    "[CrewAI](https://www.crewai.com/) takes a role-based approach \u2014 you define agents as team members (researcher, writer, editor) and let them collaborate."
   ],
   "stars_evidence": [
    "## Quick Comparison",
    "| Feature | LangGraph | CrewAI | OpenAI SDK | Claude SDK | Google ADK | Dify | Nebula |",
    "| **GitHub Stars** | 25K | 44.6K | 19.1K | N/A | 18K | 60K+ | N/A |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/thedailyagent/top-7-ai-agent-frameworks-for-developers-in-2026-3o63",
   "title": "Top 7 AI Agent Frameworks for Developers in 2026",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "19100",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Quick Comparison",
    "| Feature | LangGraph | CrewAI | OpenAI SDK | Claude SDK | Google ADK | Dify | Nebula |",
    "## OpenAI Agents SDK",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) uses a handoff-based architecture where agents transfer control to each other."
   ],
   "repository_evidence": [
    "## OpenAI Agents SDK",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) uses a handoff-based architecture where agents transfer control to each other."
   ],
   "stars_evidence": [
    "## Quick Comparison",
    "| Feature | LangGraph | CrewAI | OpenAI SDK | Claude SDK | Google ADK | Dify | Nebula |",
    "| **GitHub Stars** | 25K | 44.6K | 19.1K | N/A | 18K | 60K+ | N/A |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/thedailyagent/top-7-ai-agent-frameworks-for-developers-in-2026-3o63",
   "title": "Top 7 AI Agent Frameworks for Developers in 2026",
   "project": "Claude Agent SDK",
   "repository": "https://docs.anthropic.com/en/docs/agents-and-tools/claude-agent-sdk",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Quick Comparison",
    "| Feature | LangGraph | CrewAI | OpenAI SDK | Claude SDK | Google ADK | Dify | Nebula |",
    "## Claude Agent SDK",
    "Anthropic's [Claude Agent SDK](https://docs.anthropic.com/en/docs/agents-and-tools/claude-agent-sdk) is built around tool-use with sandboxed code execution."
   ],
   "repository_evidence": [
    "## Claude Agent SDK",
    "Anthropic's [Claude Agent SDK](https://docs.anthropic.com/en/docs/agents-and-tools/claude-agent-sdk) is built around tool-use with sandboxed code execution."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/thedailyagent/top-7-ai-agent-frameworks-for-developers-in-2026-3o63",
   "title": "Top 7 AI Agent Frameworks for Developers in 2026",
   "project": "Google ADK",
   "repository": "https://google.github.io/adk-docs/",
   "stars": "18000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Quick Comparison",
    "| Feature | LangGraph | CrewAI | OpenAI SDK | Claude SDK | Google ADK | Dify | Nebula |",
    "## Google ADK",
    "[Google's Agent Development Kit](https://google.github.io/adk-docs/) uses hierarchical agent trees where a root agent delegates to specialized sub-agents."
   ],
   "repository_evidence": [
    "## Google ADK",
    "[Google's Agent Development Kit](https://google.github.io/adk-docs/) uses hierarchical agent trees where a root agent delegates to specialized sub-agents."
   ],
   "stars_evidence": [
    "## Quick Comparison",
    "| Feature | LangGraph | CrewAI | OpenAI SDK | Claude SDK | Google ADK | Dify | Nebula |",
    "| **GitHub Stars** | 25K | 44.6K | 19.1K | N/A | 18K | 60K+ | N/A |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/thedailyagent/top-7-ai-agent-frameworks-for-developers-in-2026-3o63",
   "title": "Top 7 AI Agent Frameworks for Developers in 2026",
   "project": "Dify",
   "repository": "https://dify.ai/",
   "stars": "60000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Quick Comparison",
    "| Feature | LangGraph | CrewAI | OpenAI SDK | Claude SDK | Google ADK | Dify | Nebula |",
    "## Dify",
    "[Dify](https://dify.ai/) is a no-code/low-code platform for building agent workflows visually."
   ],
   "repository_evidence": [
    "## Dify",
    "[Dify](https://dify.ai/) is a no-code/low-code platform for building agent workflows visually."
   ],
   "stars_evidence": [
    "## Quick Comparison",
    "| Feature | LangGraph | CrewAI | OpenAI SDK | Claude SDK | Google ADK | Dify | Nebula |",
    "| **GitHub Stars** | 25K | 44.6K | 19.1K | N/A | 18K | 60K+ | N/A |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/thedailyagent/top-7-ai-agent-frameworks-for-developers-in-2026-3o63",
   "title": "Top 7 AI Agent Frameworks for Developers in 2026",
   "project": "Nebula",
   "repository": "https://nebula.gg",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**TL;DR:** Pick [LangGraph](https://www.langchain.com/langgraph) for production systems, [CrewAI](https://www.crewai.com/) for fast prototypes, and [Nebula](https://nebula.gg) if you want automation without writing code.",
    "## Quick Comparison",
    "| Feature | LangGraph | CrewAI | OpenAI SDK | Claude SDK | Google ADK | Dify | Nebula |",
    "## Nebula",
    "[Nebula](https://nebula.gg) is a different beast \u2014 it's not a code-level framework but an AI agent platform focused on connecting services and automating workflows."
   ],
   "repository_evidence": [
    "**TL;DR:** Pick [LangGraph](https://www.langchain.com/langgraph) for production systems, [CrewAI](https://www.crewai.com/) for fast prototypes, and [Nebula](https://nebula.gg) if you want automation without writing code.",
    "## Nebula",
    "[Nebula](https://nebula.gg) is a different beast \u2014 it's not a code-level framework but an AI agent platform focused on connecting services and automating workflows."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/axioma-ai-labs/awesome-ai-agent-frameworks?tab=readme-ov-file",
   "title": "GitHub - axioma-ai-labs/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) \u2014 Classic autonomous agent project; great for experiments and understanding long-running loops. Ideal for self-contained tasks like market research, but watch for potential API cost overruns."
   ],
   "repository_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) \u2014 Classic autonomous agent project; great for experiments and understanding long-running loops. Ideal for self-contained tasks like market research, but watch for potential API cost overruns."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/axioma-ai-labs/awesome-ai-agent-frameworks?tab=readme-ov-file",
   "title": "GitHub - axioma-ai-labs/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "MetaGPT",
   "repository": "https://github.com/FoundationAgents/MetaGPT",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [MetaGPT](https://github.com/FoundationAgents/MetaGPT) \u2014 Multi-agent \u201ccompany-as-code\u201d pattern with research-friendly team roles (PM/Eng/QA). Excels in simulating collaborative workflows for prototyping complex systems."
   ],
   "repository_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [MetaGPT](https://github.com/FoundationAgents/MetaGPT) \u2014 Multi-agent \u201ccompany-as-code\u201d pattern with research-friendly team roles (PM/Eng/QA). Excels in simulating collaborative workflows for prototyping complex systems."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/axioma-ai-labs/awesome-ai-agent-frameworks?tab=readme-ov-file",
   "title": "GitHub - axioma-ai-labs/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "Camel-AI",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [Camel-AI](https://github.com/camel-ai/camel) \u2014 Role-playing agents with conversation curricula for cooperative task-solving. Strong for research-driven scenarios requiring structured multi-agent interactions."
   ],
   "repository_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [Camel-AI](https://github.com/camel-ai/camel) \u2014 Role-playing agents with conversation curricula for cooperative task-solving. Strong for research-driven scenarios requiring structured multi-agent interactions."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/axioma-ai-labs/awesome-ai-agent-frameworks?tab=readme-ov-file",
   "title": "GitHub - axioma-ai-labs/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [OpenHands](https://github.com/All-Hands-AI/OpenHands) \u2014 Computer-use/desktop-control agents for browser and OS actions. Perfect for grounded tasks like automating desktop workflows or testing UI interactions."
   ],
   "repository_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [OpenHands](https://github.com/All-Hands-AI/OpenHands) \u2014 Computer-use/desktop-control agents for browser and OS actions. Perfect for grounded tasks like automating desktop workflows or testing UI interactions."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/axioma-ai-labs/awesome-ai-agent-frameworks?tab=readme-ov-file",
   "title": "GitHub - axioma-ai-labs/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "AgentScope",
   "repository": "https://github.com/agentscope-ai/agentscope",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [AgentScope](https://github.com/agentscope-ai/agentscope) \u2014 Alibaba\u2019s framework for building and evaluating scalable multi-agent systems. Suited for large-scale, enterprise-grade applications with robust evaluation needs."
   ],
   "repository_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [AgentScope](https://github.com/agentscope-ai/agentscope) \u2014 Alibaba\u2019s framework for building and evaluating scalable multi-agent systems. Suited for large-scale, enterprise-grade applications with robust evaluation needs."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/axioma-ai-labs/awesome-ai-agent-frameworks?tab=readme-ov-file",
   "title": "GitHub - axioma-ai-labs/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "LangChain",
   "repository": "https://www.langchain.com/",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [LangChain](https://www.langchain.com/) \u2014 Modular framework for building LLM applications with chains, tools, and agents. Shines in rapid prototyping and integrations; our go-to for 50+ client projects needing flexible data pipelines."
   ],
   "repository_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [LangChain](https://www.langchain.com/) \u2014 Modular framework for building LLM applications with chains, tools, and agents. Shines in rapid prototyping and integrations; our go-to for 50+ client projects needing flexible data pipelines."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/axioma-ai-labs/awesome-ai-agent-frameworks?tab=readme-ov-file",
   "title": "GitHub - axioma-ai-labs/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "AgentFlow",
   "repository": "https://github.com/lebrunel/agentflow",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [AgentFlow](https://github.com/lebrunel/agentflow) \u2014 Low-code framework using Markdown and natural language for AI-powered workflows. Simplifies agent creation for quick automation; ideal for non-technical teams."
   ],
   "repository_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [AgentFlow](https://github.com/lebrunel/agentflow) \u2014 Low-code framework using Markdown and natural language for AI-powered workflows. Simplifies agent creation for quick automation; ideal for non-technical teams."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/axioma-ai-labs/awesome-ai-agent-frameworks?tab=readme-ov-file",
   "title": "GitHub - axioma-ai-labs/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "Atomic Agents",
   "repository": "https://github.com/BrainBlend-AI/atomic-agents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents) \u2014 Lightweight, modular framework for building agentic AI pipelines with atomic components. Great for developers prioritizing simplicity and composability in smaller projects."
   ],
   "repository_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents) \u2014 Lightweight, modular framework for building agentic AI pipelines with atomic components. Great for developers prioritizing simplicity and composability in smaller projects."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/axioma-ai-labs/awesome-ai-agent-frameworks?tab=readme-ov-file",
   "title": "GitHub - axioma-ai-labs/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "PromptFlow",
   "repository": "https://github.com/microsoft/promptflow",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [PromptFlow](https://github.com/microsoft/promptflow) \u2014 Microsoft\u2019s tool for developing and evaluating LLM-based flows. Excels in structured prompt engineering and testing for enterprise-grade applications."
   ],
   "repository_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [PromptFlow](https://github.com/microsoft/promptflow) \u2014 Microsoft\u2019s tool for developing and evaluating LLM-based flows. Excels in structured prompt engineering and testing for enterprise-grade applications."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/axioma-ai-labs/awesome-ai-agent-frameworks?tab=readme-ov-file",
   "title": "GitHub - axioma-ai-labs/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "n8n",
   "repository": "https://n8n.io/",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [n8n](https://n8n.io/) \u2014 Workflow automation platform with AI capabilities for integrating agent-like tasks. Perfect for connecting APIs and automating business processes with minimal coding."
   ],
   "repository_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [n8n](https://n8n.io/) \u2014 Workflow automation platform with AI capabilities for integrating agent-like tasks. Perfect for connecting APIs and automating business processes with minimal coding."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/axioma-ai-labs/awesome-ai-agent-frameworks?tab=readme-ov-file",
   "title": "GitHub - axioma-ai-labs/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "OpenAgents",
   "repository": "https://github.com/xlang-ai/OpenAgents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [OpenAgents](https://github.com/xlang-ai/OpenAgents) \u2014 Open platform for hosting and using language agents in real-world scenarios. Strong for community-driven, extensible agent deployments."
   ],
   "repository_evidence": [
    "# axioma-ai-labs/awesome-ai-agent-frameworks",
    "The frameworks below were **NEVER** tested by us, but they've been on our radar and timeline quite often, so maybe you can check them out first :)",
    "- [OpenAgents](https://github.com/xlang-ai/OpenAgents) \u2014 Open platform for hosting and using language agents in real-world scenarios. Strong for community-driven, extensible agent deployments."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/2026/07",
   "title": "July 2026 \u2013 Jacar",
   "project": "browser-use",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Month: July 2026",
    "browser-use: agents that browse the web",
    "browser-use is an open-source Python library that lets an AI agent drive a web browser the way you do: it opens pages, reads the DOM, clicks and fills in forms."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/2026/07",
   "title": "July 2026 \u2013 Jacar",
   "project": "Firecrawl",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Month: July 2026",
    "Firecrawl: Web Data for Agents",
    "Firecrawl is an open-source API that turns any web page into clean Markdown, ready for a language model."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/2026/07",
   "title": "July 2026 \u2013 Jacar",
   "project": "Composio",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Month: July 2026",
    "Composio: Tools and Integrations for Agents",
    "Composio connects your AI agent to more than a thousand applications (GitHub, Slack, Gmail, Notion) through pre-authenticated tools and managed OAuth authentication."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/2026/07",
   "title": "July 2026 \u2013 Jacar",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Month: July 2026",
    "Dify: a self-hosted LLMOps platform",
    "Dify is an open-source platform for building AI applications and agents, with a visual workflow canvas, prompt management, a RAG knowledge base and LLMOps layers."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/2026/07",
   "title": "July 2026 \u2013 Jacar",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Month: July 2026",
    "Flowise: self-hosted low-code agents",
    "Flowise is an open-source tool that lets you build AI agents by dragging nodes onto a visual canvas, with barely any code."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/2026/07",
   "title": "July 2026 \u2013 Jacar",
   "project": "Langflow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
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    "- [LlamaIndex framework\u00b7publicly released on 2022-11-09 by Jerry Liu (originally GPT Index)(1.00 \u00b7 2 sources)](/claims/8ec0a4529b895d03/)"
   ],
   "repository_evidence": null,
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  },
  {
   "url": "https://sourcescore.org/topics/agent-frameworks",
   "title": "Agent frameworks \u2014 orchestration libraries for LLM apps",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Topic hub \u00b7 25 claims",
    "- [CrewAI\u00b7publicly released on 2023-12 by Jo\u00e3o Moura \u2014 multi-agent orchestration framework(0.95 \u00b7 2 sources)](/claims/17935e8dbd615dc2/)"
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  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fagno-agi%2Fagno",
   "title": "Ecosyste.ms: Awesome",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "37761",
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   "license": null,
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    "# https://github.com/agno-agi/agno",
    "Build multi-agent systems that learn and improve with every interaction.",
    "- [awesome-ai-agents](/lists/korchasa%2Fawesome-ai-agents) - agno-agi/agno - Agno is a lightweight, model-agnostic library for building advanced AI agents with memory, knowledge, tools, and reasoning capabilities, supporting multi-modal inputs and outputs and featuring an advanced multi-agent architecture. (AI Agent Frameworks & SDKs / Multi-Agent Collaboration Systems)"
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   "repository_evidence": [
    "# https://github.com/agno-agi/agno",
    "[https://github.com/agno-agi/agno](https://github.com/agno-agi/agno)",
    "- URL: [https://github.com/agno-agi/agno](https://github.com/agno-agi/agno)"
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   "stars_evidence": [
    "# https://github.com/agno-agi/agno",
    "- Stars: 37,761"
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  {
   "url": "https://neuraplus-ai.github.io/blog/ai-agent-frameworks-comparison-2026.html",
   "title": "AI Agent Frameworks Comparison: 2026 Guide",
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    "AutoGen",
    "#### Microsoft AutoGen",
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   "title": "Top GitHub Repositories for AI Agentic Frameworks and Document Extraction \u2014 Mid-2026 Check-In (Part 2)",
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    "## Part 1 \u2014 What Changed in the Agentic Core",
    "### The Big Consolidation: AutoGen + Semantic Kernel \u2192 Microsoft Agent Framework",
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   "title": "Top GitHub Repositories for AI Agentic Frameworks and Document Extraction \u2014 Mid-2026 Check-In (Part 2)",
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    "## Part 1 \u2014 What Changed in the Agentic Core",
    "### Star Growth: Steady, Not Explosive",
    "| Repository | Feb 2026 | Jul 2026 (approx.) | Change |",
    "| [langchain-ai/langchain](https://github.com/langchain-ai/langchain) | ~127.7k | ~140.7k | +13k |"
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    "| [langchain-ai/langchain](https://github.com/langchain-ai/langchain) | ~127.7k | ~140.7k | +13k |"
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    "| [langchain-ai/langchain](https://github.com/langchain-ai/langchain) | ~127.7k | ~140.7k | +13k |"
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    "| Repository | Feb 2026 | Jul 2026 (approx.) | Change |",
    "| [crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) | ~44.8k | ~50k+ | +5k+ |"
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    "| [crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) | ~44.8k | ~50k+ | +5k+ |"
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   "title": "Top GitHub Repositories for AI Agentic Frameworks and Document Extraction \u2014 Mid-2026 Check-In (Part 2)",
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    "## Part 2 \u2014 Enterprise Platforms: Steady Leaders",
    "- **[langgenius/dify](https://github.com/langgenius/dify)** and **[n8n-io/n8n](https://github.com/n8n-io/n8n)** remain the two dominant \u201cfull platform\u201d plays, both comfortably past the 50k mark, with n8n\u2019s workflow-automation angle continuing to pull in teams that want agents wired directly into existing business processes."
   ],
   "repository_evidence": [
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    "## Part 2 \u2014 Enterprise Platforms: Steady Leaders",
    "- **[langgenius/dify](https://github.com/langgenius/dify)** and **[n8n-io/n8n](https://github.com/n8n-io/n8n)** remain the two dominant \u201cfull platform\u201d plays, both comfortably past the 50k mark, with n8n\u2019s workflow-automation angle continuing to pull in teams that want agents wired directly into existing business processes."
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    "## Part 2 \u2014 Enterprise Platforms: Steady Leaders",
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    "## Part 2 \u2014 Enterprise Platforms: Steady Leaders",
    "- **[BerriAI/litellm](https://github.com/BerriAI/litellm)** keeps benefiting from the multi-provider reality enterprises live in \u2014 as more frameworks add first-class multi-model support, a unified gateway layer is still valuable for cost tracking and governance rather than routing logic itself."
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    "## Part 2 \u2014 Enterprise Platforms: Steady Leaders",
    "- **[BerriAI/litellm](https://github.com/BerriAI/litellm)** keeps benefiting from the multi-provider reality enterprises live in \u2014 as more frameworks add first-class multi-model support, a unified gateway layer is still valuable for cost tracking and governance rather than routing logic itself."
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    "## Part 2 \u2014 Enterprise Platforms: Steady Leaders",
    "- **[microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel)**, as noted above, is now the \u201cold\u201d enterprise SDK \u2014 still widely deployed, but new projects are steered toward Microsoft Agent Framework."
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    "## Part 2 \u2014 Enterprise Platforms: Steady Leaders",
    "- **[microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel)**, as noted above, is now the \u201cold\u201d enterprise SDK \u2014 still widely deployed, but new projects are steered toward Microsoft Agent Framework."
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   "project": "Dify",
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    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent?trk=article-ssr-frontend-pulse_little-text-block) on GitHub by star count.",
    "### \u21161: Dify",
    "Dify is an open-source LLM application development platform that combines an intuitive visual interface, RAG workflows, agent capabilities, model management, and full-stack observability."
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    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent?trk=article-ssr-frontend-pulse_little-text-block) on GitHub by star count.",
    "### \u21162: Lobe Chat",
    "Lobe Chat is an open-source multi-model chat and application platform with a strong focus on UX."
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   "project_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent?trk=article-ssr-frontend-pulse_little-text-block) on GitHub by star count.",
    "### \u21163: RAGFlow",
    "RAGFlow is an open-source RAG engine focused on deep document understanding, designed to provide high-quality, explainable Q&A and agent services for enterprises and individuals."
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    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent?trk=article-ssr-frontend-pulse_little-text-block) on GitHub by star count.",
    "### \u21164: OpenHands",
    "As an MIT-licensed open-source project, OpenHands can be deployed locally via Docker or accessed through OpenHands Cloud SaaS, which includes initial usage credits for quick trials."
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    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent?trk=article-ssr-frontend-pulse_little-text-block) on GitHub by star count.",
    "### \u21165: MetaGPT",
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    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent?trk=article-ssr-frontend-pulse_little-text-block) on GitHub by star count.",
    "### \u21167: Huginn",
    "Huginn is an open-source automation tool that allows users to run agents on their own servers to collect information from the web and trigger actions based on conditions \u2014 such as sending email notifications or monitoring keywords."
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    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent?trk=article-ssr-frontend-pulse_little-text-block) on GitHub by star count.",
    "### \u21168: Unsloth",
    "Unsloth is an open-source toolkit designed for fine-tuning LLMs (such as OpenAI gpt-oss, Qwen3, Llama 4) with a focus on higher efficiency and memory optimization."
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    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent?trk=article-ssr-frontend-pulse_little-text-block) on GitHub by star count.",
    "### No.9: Mem0",
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    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent?trk=article-ssr-frontend-pulse_little-text-block) on GitHub by star count.",
    "### No.10: ChatTTS",
    "ChatTTS is an open-source text-to-speech system optimized specifically for conversational tasks, supporting multi-speaker scenarios with a focus on natural, emotionally rich expression."
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    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent?trk=article-ssr-frontend-pulse_little-text-block) on GitHub by star count.",
    "### No.12: AgentGPT",
    "AgentGPT is an open-source project that allows users to configure and deploy AI agents directly in the browser without complex setup."
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    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent?trk=article-ssr-frontend-pulse_little-text-block) on GitHub by star count.",
    "### No.14: Khoj",
    "Khoj is an open-source personal \u201csecond brain\u201d assistant that integrates documents from multiple sources into a knowledge base, enabling semantic search for Q&A and intelligent reminders."
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    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent?trk=article-ssr-frontend-pulse_little-text-block) on GitHub by star count.",
    "### No.15: AIHawk",
    "AIHawk is an AGPL-licensed open-source AI agent focused on automating job applications."
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    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent?trk=article-ssr-frontend-pulse_little-text-block) on GitHub by star count.",
    "### No.16: FastGPT",
    "FastGPT is designed as an \u201cAI agent building platform,\u201d enabling developers to construct complex AI applications using visual workflows and knowledge bases, without tedious configuration."
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    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent?trk=article-ssr-frontend-pulse_little-text-block) on GitHub by star count.",
    "### No.17: GPT Researcher",
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    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent?trk=article-ssr-frontend-pulse_little-text-block) on GitHub by star count.",
    "### No.18: CopilotKit",
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   "url": "https://scored.tools/blog/langflow-vs-dify-vs-flowise-comparison",
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    "Feature Comparison",
    "| Feature | Langflow | Dify | Flowise |"
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    "Langflow vs Dify vs Flowise: Which AI Workflow Builder Wins?",
    "Three open-source platforms have emerged as leaders in visual AI workflow building: [Langflow](/tools/langflow/), [Dify](/tools/dify/), and [Flowise](/tools/flowise/).",
    "Feature Comparison",
    "| Feature | Langflow | Dify | Flowise |"
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   "url": "https://scored.tools/blog/langflow-vs-dify-vs-flowise-comparison",
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    "Three open-source platforms have emerged as leaders in visual AI workflow building: [Langflow](/tools/langflow/), [Dify](/tools/dify/), and [Flowise](/tools/flowise/).",
    "Feature Comparison",
    "| Feature | Langflow | Dify | Flowise |"
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   "url": "https://claw-world.app/blog/ai-agent-framework-comparison-langgraph-eve-crewai",
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   "url": "https://claw-world.app/blog/ai-agent-framework-comparison-langgraph-eve-crewai",
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  {
   "url": "https://claw-world.app/blog/ai-agent-framework-comparison-langgraph-eve-crewai",
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   "project": "CrewAI",
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   "stars": "51000",
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    "# AI Agent Framework Comparison: I Built the Same Agent in LangGraph, Eve, and CrewAI. One Won by 47%.",
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   ],
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   "stars_evidence": [
    "# AI Agent Framework Comparison: I Built the Same Agent in LangGraph, Eve, and CrewAI. One Won by 47%.",
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   "url": "https://claw-world.app/blog/ai-agent-framework-comparison-langgraph-eve-crewai",
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   "project": "AutoGen",
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    "# AI Agent Framework Comparison: I Built the Same Agent in LangGraph, Eve, and CrewAI. One Won by 47%.",
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  {
   "url": "https://opensourcesai.com/tools/open-multi-agent",
   "title": "OpenSourcesAI - Local LLMs, AI Models & Tools",
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   ],
   "repository_evidence": [
    "Agent framework",
    "[open-multi-agent/open-multi-agent GitHub \u2192](https://github.com/open-multi-agent/open-multi-agent)"
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    "Open Multi-Agent is one of the few TypeScript-native agent orchestration frameworks with first-class Ollama support.",
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   "url": "https://harnesses.sh/?form=cli",
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   "stars": "382000",
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    "# $ 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)"
   ],
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    "# $ 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)"
   ],
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    "# $ 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",
    "MIT-licensed self-hosted personal AI assistant ('the lobster way') that exploded to ~382k GitHub stars in months: any model, 20+ messaging channels (WhatsApp/Telegram/Slack/iMessage...), SKILL.md skills via ClawHub, Docker-sandboxed sessions, cron jobs, voice, and a live Canvas."
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    "# $ 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",
    "The clean-room Rust/Python rewrite of Claude Code's harness architecture born hours after the March 31, 2026 source leak \u2014 reportedly the fastest-growing repo in GitHub history (~195k stars) with permission-gated tools, MCP, agent swarms, and container-first deployment \u2014 though the project is chaotic, largely agent-maintained, and its details vary across sources."
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   "project": "OpenCode",
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   "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.",
    "## [OpenCode](/h/opencode) \u00b7 Anomaly (formerly SST)"
   ],
   "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.",
    "## [OpenCode](/h/opencode) \u00b7 Anomaly (formerly SST)"
   ],
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    "# $ 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 183,448 \u00b7 high",
    "The most-starred open-source coding agent of 2026 (~183k stars, MIT, TypeScript): a polished terminal TUI with 75+ providers, LSP feedback, Tab-switchable build/plan agents plus background subagents, SKILL.md support, and optional paid model access via OpenCode Go ($10/mo) and pay-as-you-go Zen gateway."
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   "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",
    "MIT-licensed Python library (103k stars) that lets any LLM drive a real Chrome browser via DOM+vision instead of brittle selectors, now flanked by a desktop app and a usage-based cloud with stealth browsers, proxies, and a 24/7 'Browser Use Box' agent."
   ],
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   "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": [
    "# $ 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"
   ],
   "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",
    "Formerly OpenDevin, the leading open-source autonomous software-engineering platform: Docker-sandboxed agents that write code, run commands, browse, and open PRs, with a production agent SDK hitting 72% on SWE-bench Verified (Claude Sonnet 4.5) and its own broader OpenHands Index benchmark launched Jan 2026."
   ],
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   "url": "https://harnesses.sh/?form=cli",
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    "# $ 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",
    "Mario Zechner's radically minimal MIT/TypeScript harness (~68k stars): four tools (read/write/edit/bash), a ~300-word system prompt, deliberately no built-in MCP/subagents/permission-popups, with everything else added via TypeScript extensions, skills, and npm/git-shareable packages across interactive, print/JSON, RPC, and SDK modes."
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    "# $ 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.",
    "## [Cline](/h/cline) \u00b7 Cline Bot Inc."
   ],
   "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.",
    "## [Cline](/h/cline) \u00b7 Cline Bot Inc."
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    "# $ 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 64,426 \u00b7 high",
    "The dominant open-source VS Code agent (Apache-2.0, 64k+ stars, 1.5M+ installs): human-in-the-loop plan/act workflow with per-edit and per-command approval, terminal and browser control, an MCP marketplace, and a BYOK-first model with optional pay-as-you-go credits and an enterprise tier."
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    "# $ 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)"
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    "# $ 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)"
   ],
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    "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",
    "Block's Rust-built, Apache-2.0 general engineering agent \u2014 now stewarded by the Linux Foundation's Agentic AI Foundation \u2014 distinguished by the deepest MCP integration in the ecosystem (70+ extensions, can also act as an MCP server) and shareable YAML 'Recipes' that scaled agent workflows to 60% of Block."
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    "# $ 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)"
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   "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)"
   ],
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    "# $ 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",
    "The original terminal AI pair programmer (since 2023): git-native supervised editing with auto-commits per change, a tree-sitter repo map, architect/editor model pairing, and watch-mode AI comments \u2014 still largely a one-maintainer community project with releases roughly every two weeks."
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   "url": "https://harnesses.sh/?form=cli",
   "title": "harnesses.sh \u2014 the agent harness directory",
   "project": "Continue",
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   "stars": "34732",
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    "# $ 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.",
    "## [Continue](/h/continue) \u00b7 Continue Dev (acquired by Cursor/Anysphere)"
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    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Continue](/h/continue) \u00b7 Continue Dev (acquired by Cursor/Anysphere)"
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    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "\u2605 34,732 \u00b7 medium",
    "The veteran model-agnostic IDE extension (VS Code + JetBrains, strong local-model support) that pivoted to 'Continuous AI' \u2014 a cn CLI running markdown-defined async agents as GitHub PR status checks \u2014 before being acquired by Cursor in 2026, with the original team shipping a final v2.0.0 (telemetry and auth removed)."
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   "url": "https://harnesses.sh/?form=cli",
   "title": "harnesses.sh \u2014 the agent harness directory",
   "project": "GPT Researcher",
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   "description": null,
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    "# $ 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)"
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   "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",
    "The original open deep-research harness (Apache-2.0, 28k stars): a planner/executor multi-agent pipeline that fans out parallel web and local-document searches into cited reports, with recursive tree-like 'Deep Research', MCP data-source integration, and any-LLM support."
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   "description_evidence": null,
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   "url": "https://harnesses.sh/?form=cli",
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   "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)"
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    "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)"
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    "\u2605 25,785 \u00b7 medium",
    "Kilo's open-source terminal agent (Kilo CLI 1.0, built on the MIT-licensed OpenCode foundation) distinguished by support for 500+ models with zero-markup BYOK pricing, an MCP marketplace, and cross-surface continuity where a task can move between Slack, VS Code/JetBrains, cloud, and terminal."
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    "# $ 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)"
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    "# $ 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)"
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    "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",
    "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)."
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   "url": "https://harnesses.sh/?form=cli",
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   "project": "SWE-agent",
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    "# $ 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)"
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    "# $ 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)"
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    "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",
    "The NeurIPS-2024 research harness from the SWE-bench team that pioneered the agent-computer-interface concept: takes a GitHub issue and autonomously fixes it in a containerized environment with any LM, and remains the reference batch-evaluation harness for academic agent research."
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   "url": "https://harnesses.sh/?form=cli",
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    "# $ 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"
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   "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"
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   "stars_evidence": [
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    "# $ 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.",
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    "# $ 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)"
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    "## [OpenHarness (Ohmo)](/h/openharness-ohmo) \u00b7 HKUDS (University of Hong Kong Data Intelligence Lab)"
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  {
   "url": "https://aitoolguide.ai/blog/best-ai-agent-orchestration-platforms-2026",
   "title": "Best AI Agent Orchestration Platforms in 2026: Multi-Agent Frameworks, Builders, and LLM Stacks for Agentic Tasks",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Orchestration Platforms in 2026: Multi-Agent Frameworks, Builders, and LLM Stacks for Agentic Tasks",
    "LangGraph, CrewAI, AutoGen, Letta, Vectara, LlamaIndex Agents, Microsoft Agent Framework compared.",
    "### [LangGraph](https://www.langchain.com/langgraph): The Production Default",
    "LangGraph (from LangChain) leads the multi-agent orchestration category in 2026 because of explicit state management, deterministic checkpointing, and the best-in-category developer ergonomics for graph-structured agent workflows."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolguide.ai/blog/best-ai-agent-orchestration-platforms-2026",
   "title": "Best AI Agent Orchestration Platforms in 2026: Multi-Agent Frameworks, Builders, and LLM Stacks for Agentic Tasks",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Orchestration Platforms in 2026: Multi-Agent Frameworks, Builders, and LLM Stacks for Agentic Tasks",
    "LangGraph, CrewAI, AutoGen, Letta, Vectara, LlamaIndex Agents, Microsoft Agent Framework compared.",
    "### [CrewAI](https://www.crewai.com): The Role-Based Default",
    "CrewAI takes a different architectural approach: agents play ROLES (researcher, writer, reviewer, coordinator) and delegate tasks based on role-defined responsibilities."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolguide.ai/blog/best-ai-agent-orchestration-platforms-2026",
   "title": "Best AI Agent Orchestration Platforms in 2026: Multi-Agent Frameworks, Builders, and LLM Stacks for Agentic Tasks",
   "project": "Microsoft AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Orchestration Platforms in 2026: Multi-Agent Frameworks, Builders, and LLM Stacks for Agentic Tasks",
    "LangGraph, CrewAI, AutoGen, Letta, Vectara, LlamaIndex Agents, Microsoft Agent Framework compared.",
    "### [Microsoft AutoGen](https://github.com/microsoft/autogen): The Conversation-First Framework",
    "AutoGen (from Microsoft Research) approaches multi-agent orchestration through CONVERSATIONS: agents communicate via structured message-passing, debate proposed solutions, and converge through iteration."
   ],
   "repository_evidence": [
    "# Best AI Agent Orchestration Platforms in 2026: Multi-Agent Frameworks, Builders, and LLM Stacks for Agentic Tasks",
    "LangGraph, CrewAI, AutoGen, Letta, Vectara, LlamaIndex Agents, Microsoft Agent Framework compared.",
    "### [Microsoft AutoGen](https://github.com/microsoft/autogen): The Conversation-First Framework"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolguide.ai/blog/best-ai-agent-orchestration-platforms-2026",
   "title": "Best AI Agent Orchestration Platforms in 2026: Multi-Agent Frameworks, Builders, and LLM Stacks for Agentic Tasks",
   "project": "Letta",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Orchestration Platforms in 2026: Multi-Agent Frameworks, Builders, and LLM Stacks for Agentic Tasks",
    "LangGraph, CrewAI, AutoGen, Letta, Vectara, LlamaIndex Agents, Microsoft Agent Framework compared.",
    "### [Letta](https://www.letta.com) (formerly MemGPT)",
    "Letta focuses specifically on agent MEMORY: persistent long-term memory that survives across conversations, with hierarchical memory management (in-context vs archival)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolguide.ai/blog/best-ai-agent-orchestration-platforms-2026",
   "title": "Best AI Agent Orchestration Platforms in 2026: Multi-Agent Frameworks, Builders, and LLM Stacks for Agentic Tasks",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Orchestration Platforms in 2026: Multi-Agent Frameworks, Builders, and LLM Stacks for Agentic Tasks",
    "### [Dify](https://affiliate.dify.ai/ciasea3i4933-nusw0l)",
    "An open-source platform rather than a framework, so it sits beside the three above rather than competing with them."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolguide.ai/blog/best-ai-agent-orchestration-platforms-2026",
   "title": "Best AI Agent Orchestration Platforms in 2026: Multi-Agent Frameworks, Builders, and LLM Stacks for Agentic Tasks",
   "project": "LlamaIndex Agents",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Orchestration Platforms in 2026: Multi-Agent Frameworks, Builders, and LLM Stacks for Agentic Tasks",
    "LangGraph, CrewAI, AutoGen, Letta, Vectara, LlamaIndex Agents, Microsoft Agent Framework compared.",
    "### [LlamaIndex Agents](https://www.llamaindex.ai)",
    "LlamaIndex started as a RAG framework and added agent capabilities."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devops-daily.com/posts/top-5-ai-agent-frameworks-2026",
   "title": "Top 5 AI Agent Frameworks in 2026",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra/tree/main/explorations/longmemeval",
   "stars": "27101",
   "description": null,
   "license": null,
   "project_evidence": [
    "![Top 5 AI Agent Frameworks in 2026](/images/posts/top-5-ai-agent-frameworks-2026.png)",
    "Every framework in this list can call a model in a loop and hand it some tools. That part stopped being interesting a while ago.",
    "## TL;DR",
    "- **Mastra** takes first place for TypeScript teams that want one integrated stack: durable workflows, memory, evals and tracing without assembling four libraries."
   ],
   "repository_evidence": [
    "![Top 5 AI Agent Frameworks in 2026](/images/posts/top-5-ai-agent-frameworks-2026.png)",
    "## 1. Mastra",
    "What makes it worth citing anyway is that [the implementation and the benchmark runner are both open source](https://github.com/mastra-ai/mastra/tree/main/explorations/longmemeval), so the claim is checkable rather than asserted."
   ],
   "stars_evidence": [
    "![Top 5 AI Agent Frameworks in 2026](/images/posts/top-5-ai-agent-frameworks-2026.png)",
    "## The numbers",
    "Collected on 11 August 2026 from `api.github.com/repos/<owner>/<repo>` and `api.npmjs.org/downloads/point/last-week/<package>`, so you can re-run them and check.",
    "| Framework | GitHub stars | npm downloads/week | Primary language |",
    "| Mastra | 27,101 | 1,336,248 | TypeScript |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devops-daily.com/posts/top-5-ai-agent-frameworks-2026",
   "title": "Top 5 AI Agent Frameworks in 2026",
   "project": "LangGraph",
   "repository": null,
   "stars": "39447",
   "description": null,
   "license": null,
   "project_evidence": [
    "![Top 5 AI Agent Frameworks in 2026](/images/posts/top-5-ai-agent-frameworks-2026.png)",
    "Every framework in this list can call a model in a loop and hand it some tools. That part stopped being interesting a while ago.",
    "## TL;DR",
    "- **LangGraph** wins on control and ecosystem depth. Pick it when you need to define the graph yourself."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "![Top 5 AI Agent Frameworks in 2026](/images/posts/top-5-ai-agent-frameworks-2026.png)",
    "## The numbers",
    "Collected on 11 August 2026 from `api.github.com/repos/<owner>/<repo>` and `api.npmjs.org/downloads/point/last-week/<package>`, so you can re-run them and check.",
    "| Framework | GitHub stars | npm downloads/week | Primary language |",
    "| LangGraph | 39,447 | 3,237,897 | Python, TS port |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devops-daily.com/posts/top-5-ai-agent-frameworks-2026",
   "title": "Top 5 AI Agent Frameworks in 2026",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "28559",
   "description": null,
   "license": null,
   "project_evidence": [
    "![Top 5 AI Agent Frameworks in 2026](/images/posts/top-5-ai-agent-frameworks-2026.png)",
    "Every framework in this list can call a model in a loop and hand it some tools. That part stopped being interesting a while ago.",
    "## TL;DR",
    "- **OpenAI Agents SDK** is the shortest path if you have already committed to OpenAI."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "![Top 5 AI Agent Frameworks in 2026](/images/posts/top-5-ai-agent-frameworks-2026.png)",
    "## The numbers",
    "Collected on 11 August 2026 from `api.github.com/repos/<owner>/<repo>` and `api.npmjs.org/downloads/point/last-week/<package>`, so you can re-run them and check.",
    "| Framework | GitHub stars | npm downloads/week | Primary language |",
    "| OpenAI Agents SDK | 28,559 | 1,545,612 | Python and TS |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devops-daily.com/posts/top-5-ai-agent-frameworks-2026",
   "title": "Top 5 AI Agent Frameworks in 2026",
   "project": "Vercel AI SDK",
   "repository": null,
   "stars": "26129",
   "description": null,
   "license": null,
   "project_evidence": [
    "![Top 5 AI Agent Frameworks in 2026](/images/posts/top-5-ai-agent-frameworks-2026.png)",
    "Every framework in this list can call a model in a loop and hand it some tools. That part stopped being interesting a while ago.",
    "## TL;DR",
    "- **Vercel AI SDK** owns the streaming and UI edge, and now has real agent primitives, but still no durable workflow engine."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "![Top 5 AI Agent Frameworks in 2026](/images/posts/top-5-ai-agent-frameworks-2026.png)",
    "## The numbers",
    "Collected on 11 August 2026 from `api.github.com/repos/<owner>/<repo>` and `api.npmjs.org/downloads/point/last-week/<package>`, so you can re-run them and check.",
    "| Framework | GitHub stars | npm downloads/week | Primary language |",
    "| Vercel AI SDK | 26,129 | 20,559,238 | TypeScript |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devops-daily.com/posts/top-5-ai-agent-frameworks-2026",
   "title": "Top 5 AI Agent Frameworks in 2026",
   "project": "PydanticAI",
   "repository": null,
   "stars": "19224",
   "description": null,
   "license": null,
   "project_evidence": [
    "![Top 5 AI Agent Frameworks in 2026](/images/posts/top-5-ai-agent-frameworks-2026.png)",
    "Every framework in this list can call a model in a loop and hand it some tools. That part stopped being interesting a while ago.",
    "## TL;DR",
    "- **PydanticAI** is the one to reach for if your team is Python and cares about types."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "![Top 5 AI Agent Frameworks in 2026](/images/posts/top-5-ai-agent-frameworks-2026.png)",
    "## The numbers",
    "Collected on 11 August 2026 from `api.github.com/repos/<owner>/<repo>` and `api.npmjs.org/downloads/point/last-week/<package>`, so you can re-run them and check.",
    "| Framework | GitHub stars | npm downloads/week | Primary language |",
    "| PydanticAI | 19,224 | n/a | Python |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devops-daily.com/posts/top-5-ai-agent-frameworks-2026",
   "title": "Top 5 AI Agent Frameworks in 2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "56938",
   "description": null,
   "license": null,
   "project_evidence": [
    "![Top 5 AI Agent Frameworks in 2026](/images/posts/top-5-ai-agent-frameworks-2026.png)",
    "## The numbers",
    "Collected on 11 August 2026 from `api.github.com/repos/<owner>/<repo>` and `api.npmjs.org/downloads/point/last-week/<package>`, so you can re-run them and check.",
    "| Framework | GitHub stars | npm downloads/week | Primary language |",
    "| CrewAI | 56,938 | n/a | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "![Top 5 AI Agent Frameworks in 2026](/images/posts/top-5-ai-agent-frameworks-2026.png)",
    "## The numbers",
    "Collected on 11 August 2026 from `api.github.com/repos/<owner>/<repo>` and `api.npmjs.org/downloads/point/last-week/<package>`, so you can re-run them and check.",
    "| Framework | GitHub stars | npm downloads/week | Primary language |",
    "| CrewAI | 56,938 | n/a | Python |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devops-daily.com/posts/top-5-ai-agent-frameworks-2026",
   "title": "Top 5 AI Agent Frameworks in 2026",
   "project": "Google ADK",
   "repository": null,
   "stars": "21072",
   "description": null,
   "license": null,
   "project_evidence": [
    "![Top 5 AI Agent Frameworks in 2026](/images/posts/top-5-ai-agent-frameworks-2026.png)",
    "## The numbers",
    "Collected on 11 August 2026 from `api.github.com/repos/<owner>/<repo>` and `api.npmjs.org/downloads/point/last-week/<package>`, so you can re-run them and check.",
    "| Framework | GitHub stars | npm downloads/week | Primary language |",
    "| Google ADK | 21,072 | n/a | Python, TS, Go, Java, Kotlin |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "![Top 5 AI Agent Frameworks in 2026](/images/posts/top-5-ai-agent-frameworks-2026.png)",
    "## The numbers",
    "Collected on 11 August 2026 from `api.github.com/repos/<owner>/<repo>` and `api.npmjs.org/downloads/point/last-week/<package>`, so you can re-run them and check.",
    "| Framework | GitHub stars | npm downloads/week | Primary language |",
    "| Google ADK | 21,072 | n/a | Python, TS, Go, Java, Kotlin |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/yeahiasarker/best-multi-agent-frameworks-full-comparison-of-open-source-and-production-ready-tools-283f",
   "title": "Best Multi Agent Frameworks : Full Comparison of Open Source and Production Ready Tools",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Multi Agent Frameworks : Full Comparison of Open Source and Production Ready Tools",
    "## **1. CrewAI - Best for Simple Role Based Multi Agent Collaboration**",
    "CrewAI is one of the most widely used **open source multi-agent frameworks** thanks to its simplicity and intuitive \u201ccrew\u201d model."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/yeahiasarker/best-multi-agent-frameworks-full-comparison-of-open-source-and-production-ready-tools-283f",
   "title": "Best Multi Agent Frameworks : Full Comparison of Open Source and Production Ready Tools",
   "project": "Autogen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Multi Agent Frameworks : Full Comparison of Open Source and Production Ready Tools",
    "## **2. Autogen - Best Conversational Multi-Agent Messaging System**",
    "Autogen by Microsoft focuses on **agent-to-agent messaging**, debate, and communication loops."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/yeahiasarker/best-multi-agent-frameworks-full-comparison-of-open-source-and-production-ready-tools-283f",
   "title": "Best Multi Agent Frameworks : Full Comparison of Open Source and Production Ready Tools",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Multi Agent Frameworks : Full Comparison of Open Source and Production Ready Tools",
    "## **3. LangGraph - Best Workflow-Driven Multi Agent Framework**",
    "LangGraph provides graph based orchestration . Its ideal for complex, multi-step pipelines."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/yeahiasarker/best-multi-agent-frameworks-full-comparison-of-open-source-and-production-ready-tools-283f",
   "title": "Best Multi Agent Frameworks : Full Comparison of Open Source and Production Ready Tools",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Multi Agent Frameworks : Full Comparison of Open Source and Production Ready Tools",
    "## **4. LlamaIndex Agents - Best for Retrieval-Oriented Multi Agent Systems**",
    "LlamaIndex provides modular agents centered around RAG, indexing, and memory."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/yeahiasarker/best-multi-agent-frameworks-full-comparison-of-open-source-and-production-ready-tools-283f",
   "title": "Best Multi Agent Frameworks : Full Comparison of Open Source and Production Ready Tools",
   "project": "GraphBit",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Multi Agent Frameworks : Full Comparison of Open Source and Production Ready Tools",
    "## **5. GraphBit - The Best Agentic AI Framework for Production Reliability (Rust + Python)**",
    "GraphBit is emerging as the **best agentic AI framework** for developers building real systems, not demos."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/agent-frameworks-2026",
   "title": "Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
   "project": "LangGraph",
   "repository": null,
   "stars": "12000",
   "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/agent-frameworks-2026",
   "title": "Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
   "project": "AutoGPT",
   "repository": null,
   "stars": "170000",
   "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/agent-frameworks-2026",
   "title": "Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
   "project": "CrewAI",
   "repository": null,
   "stars": "25000",
   "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/agent-frameworks-2026",
   "title": "Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "15000",
   "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) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/agent-frameworks-2026",
   "title": "Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
   "project": "OpenClaw",
   "repository": null,
   "stars": "100000",
   "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/agent-frameworks-2026",
   "title": "Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
   "project": "Microsoft AutoGen",
   "repository": null,
   "stars": "40000",
   "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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/agent-frameworks-2026",
   "title": "Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
   "project": "Google ADK",
   "repository": null,
   "stars": "20000",
   "description": null,
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    "## The 2026 AI Agent Dev Framework Landscape"
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    "## Dify: Best All-in-One Platform",
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    "## n8n: Best for Workflow Automation with AI",
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    "## Flowise: Best Visual LangChain Builder",
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    "## LangGraph: Best Code-First Framework",
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    "## CrewAI: Best for Multi-Agent Teams",
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    "Top 10 AI Frameworks for Building Agents (2026 Comparison)",
    "## 3. Microsoft AutoGen: Conversation-Driven Excellence",
    "This open-source framework developed by Microsoft supports custom models, tools, and memory systems while providing full traceability through OpenTelemetry integration."
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   "url": "https://sourceforge.net/directory/multi-agent-frameworks",
   "title": "Best Open Source Multi-Agent Frameworks 2026",
   "project": "Open Autonomy",
   "repository": null,
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    "Browse free open source Multi-Agent Frameworks and projects below.",
    "### Open Autonomy"
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  {
   "url": "https://sourceforge.net/directory/multi-agent-frameworks",
   "title": "Best Open Source Multi-Agent Frameworks 2026",
   "project": "MetaGPT",
   "repository": null,
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    "Browse free open source Multi-Agent Frameworks and projects below.",
    "The Multi-Agent Framework: Given one line Requirement, return PRD, Design, Tasks, Repo. Assign different roles to GPTs to form a collaborative software entity for complex tasks."
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  {
   "url": "https://sourceforge.net/directory/multi-agent-frameworks",
   "title": "Best Open Source Multi-Agent Frameworks 2026",
   "project": "XAgent",
   "repository": null,
   "stars": null,
   "description": null,
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   "project_evidence": [
    "Browse free open source Multi-Agent Frameworks and projects below.",
    "### XAgent"
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  {
   "url": "https://sourceforge.net/directory/multi-agent-frameworks",
   "title": "Best Open Source Multi-Agent Frameworks 2026",
   "project": "Langroid",
   "repository": null,
   "stars": null,
   "description": null,
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   "project_evidence": [
    "Browse free open source Multi-Agent Frameworks and projects below.",
    "### Langroid"
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  {
   "url": "https://sourceforge.net/directory/multi-agent-frameworks",
   "title": "Best Open Source Multi-Agent Frameworks 2026",
   "project": "KaibanJS",
   "repository": null,
   "stars": null,
   "description": null,
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   "project_evidence": [
    "Browse free open source Multi-Agent Frameworks and projects below.",
    "### KaibanJS"
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  {
   "url": "https://sourceforge.net/directory/multi-agent-frameworks",
   "title": "Best Open Source Multi-Agent Frameworks 2026",
   "project": "OpenAI Swarm",
   "repository": null,
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   "description": null,
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   "project_evidence": [
    "Browse free open source Multi-Agent Frameworks and projects below.",
    "### OpenAI Swarm"
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  {
   "url": "https://sourceforge.net/directory/multi-agent-frameworks",
   "title": "Best Open Source Multi-Agent Frameworks 2026",
   "project": "Jason",
   "repository": null,
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   "description": null,
   "license": null,
   "project_evidence": [
    "Browse free open source Multi-Agent Frameworks and projects below.",
    "Jason is a fully-fledged interpreter for an extended version of AgentSpeak, a BDI agent-oriented logic programming language, and is implemented in Java."
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   "repository_evidence": null,
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  {
   "url": "https://sourceforge.net/directory/multi-agent-frameworks",
   "title": "Best Open Source Multi-Agent Frameworks 2026",
   "project": "NodeTool",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browse free open source Multi-Agent Frameworks and projects below.",
    "NodeTool is an open\u2011source, visual AI workflow builder that lets you connect nodes for text, images, audio, video, data, and automation\u2014then run them locally or on the cloud."
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  {
   "url": "https://sourceforge.net/directory/multi-agent-frameworks",
   "title": "Best Open Source Multi-Agent Frameworks 2026",
   "project": "OWL",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browse free open source Multi-Agent Frameworks and projects below.",
    "### OWL"
   ],
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  {
   "url": "https://sourceforge.net/directory/multi-agent-frameworks",
   "title": "Best Open Source Multi-Agent Frameworks 2026",
   "project": "masmt",
   "repository": null,
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    "Browse free open source Multi-Agent Frameworks and projects below.",
    "### masmt"
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  {
   "url": "https://sourceforge.net/directory/multi-agent-frameworks",
   "title": "Best Open Source Multi-Agent Frameworks 2026",
   "project": "Urban",
   "repository": null,
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   "project_evidence": [
    "Browse free open source Multi-Agent Frameworks and projects below.",
    "Urban is a software capable of procedurally creating 3d urban environments."
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  {
   "url": "https://sourceforge.net/directory/multi-agent-frameworks",
   "title": "Best Open Source Multi-Agent Frameworks 2026",
   "project": "AEA Framework",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browse free open source Multi-Agent Frameworks and projects below.",
    "### AEA Framework"
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  {
   "url": "https://sourceforge.net/directory/multi-agent-frameworks",
   "title": "Best Open Source Multi-Agent Frameworks 2026",
   "project": "AMASBE",
   "repository": null,
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   "project_evidence": [
    "Browse free open source Multi-Agent Frameworks and projects below.",
    "AMASBE (Advanced Multi Agent System Bullwhip Effect) is a bullwhip-effect control system for supply chains based on forecasts that uses Java Agent DEvelopment Framework (JADE)."
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  {
   "url": "https://sourceforge.net/directory/multi-agent-frameworks",
   "title": "Best Open Source Multi-Agent Frameworks 2026",
   "project": "AgentForge",
   "repository": null,
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   "project_evidence": [
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    "AgentForge is a framework for creating and deploying AI agents that can perform autonomous decision-making and task execution."
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   "title": "Best Open Source Multi-Agent Frameworks 2026",
   "project": "AgentUniverse",
   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "Browse free open source Multi-Agent Frameworks and projects below.",
    "AgentUniverse is a multi-agent AI framework that enables coordination between multiple intelligent agents for complex task execution and automation."
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  {
   "url": "https://sourceforge.net/directory/multi-agent-frameworks",
   "title": "Best Open Source Multi-Agent Frameworks 2026",
   "project": "AgentVerse",
   "repository": null,
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    "Browse free open source Multi-Agent Frameworks and projects below.",
    "### AgentVerse"
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  {
   "url": "https://sourceforge.net/directory/multi-agent-frameworks",
   "title": "Best Open Source Multi-Agent Frameworks 2026",
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    "Browse free open source Multi-Agent Frameworks and projects below.",
    "Blackboard implements a lightweight, portable tuple space suitable for multi-agent system and distributed component design."
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  {
   "url": "https://sourceforge.net/directory/multi-agent-frameworks",
   "title": "Best Open Source Multi-Agent Frameworks 2026",
   "project": "BotSharp",
   "repository": null,
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   "license": null,
   "project_evidence": [
    "Browse free open source Multi-Agent Frameworks and projects below.",
    "### BotSharp"
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  {
   "url": "https://sourceforge.net/directory/multi-agent-frameworks",
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    "Browse free open source Multi-Agent Frameworks and projects below.",
    "### CAMEL AI"
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  {
   "url": "https://sourceforge.net/directory/multi-agent-frameworks",
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    "Browse free open source Multi-Agent Frameworks and projects below.",
    "### CRAB"
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  {
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   "title": "Best Open Source Multi-Agent Frameworks 2026",
   "project": "Crimes Model",
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    "### Crimes Model"
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  {
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   "title": "Best Open Source Multi-Agent Frameworks 2026",
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    "Browse free open source Multi-Agent Frameworks and projects below.",
    "### DevOpsGPT"
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   "url": "https://sourceforge.net/directory/multi-agent-frameworks",
   "title": "Best Open Source Multi-Agent Frameworks 2026",
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    "Multi-agent system that helps to create fail-safe distributed storage in SOHO LAN."
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    "Source code has been published to GitHub: https://github.com/savermyas/JSaverStorage"
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  {
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    "Browse free open source Multi-Agent Frameworks and projects below.",
    "Jason (AgentSpeak) implementation for Robocup Rescue, including launcher, TCP/UDP connection and agents for FireBrigade, FireStation, AmbulanceTeam, AmbulanceCenter, PoliceForce and PoliceStation."
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   "title": "GitHub - shinpr/awesome-codex-workflows: Curated repositories for building and running development workflows with OpenAI Codex.",
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    "## Codex Workflow Frameworks",
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    "## Codex Workflow Frameworks",
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   "url": "https://aicoolies.com/comparisons/langflow-vs-flowise",
   "title": "LangFlow vs Flowise \u2014 Visual LLM Builders: Python + LangChain vs Node.js + Enterprise in 2026",
   "project": "LangFlow",
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    "LangFlow and Flowise are the two most-starred visual LLM builders in 2026, and they make very different architectural bets.",
    "| Feature | LangFlow | Flowise |",
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    "LangFlow vs Flowise \u2014 Visual LLM Builders: Python + LangChain vs Node.js + Enterprise in 2026 \u2014 aicoolies",
    "LangFlow vs Flowise \u2014 Visual LLM Builders: Python + LangChain vs Node.js + Enterprise in 2026",
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    "## 10. JavaScript-Specific Solutions",
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   "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",
    "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": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "Langflow",
   "repository": "https://github.com/logspace-ai",
   "stars": "149019",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Langflow",
    "Langflow is a powerful tool for building and deploying AI-powered agents and workflows."
   ],
   "repository_evidence": [
    "![Langflow logo](https://github.com/logspace-ai.png?size=200)",
    "Langflow is a powerful tool for building and deploying AI-powered agents and workflows."
   ],
   "stars_evidence": [
    "\u2605 149,019 updated 1mo ago",
    "Langflow is a powerful tool for building and deploying AI-powered agents and workflows."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "Lobe Chat",
   "repository": "https://github.com/lobehub",
   "stars": "78069",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Lobe Chat",
    "\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."
   ],
   "repository_evidence": [
    "![Lobe Chat logo](https://github.com/lobehub.png?size=200)",
    "\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."
   ],
   "stars_evidence": [
    "\u2605 78,069 updated 1mo ago",
    "\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."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "Anything LLM",
   "repository": "https://github.com/Mintplex-Labs",
   "stars": "60905",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Anything LLM",
    "The all-in-one AI productivity accelerator."
   ],
   "repository_evidence": [
    "![Anything LLM logo](https://github.com/Mintplex-Labs.png?size=200)",
    "The all-in-one AI productivity accelerator."
   ],
   "stars_evidence": [
    "\u2605 60,905 updated 1mo ago",
    "The all-in-one AI productivity accelerator."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "Phidata",
   "repository": "https://github.com/phidatahq",
   "stars": "40451",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Phidata",
    "Build, run, and manage agent platforms."
   ],
   "repository_evidence": [
    "![Phidata logo](https://github.com/phidatahq.png?size=200)",
    "Build, run, and manage agent platforms."
   ],
   "stars_evidence": [
    "\u2605 40,451 updated 1mo ago",
    "Build, run, and manage agent platforms."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "AI Chatbot",
   "repository": "https://github.com/vercel-labs",
   "stars": "20420",
   "description": null,
   "license": null,
   "project_evidence": [
    "### AI Chatbot",
    "A full-featured, hackable Next.js AI chatbot built by Vercel"
   ],
   "repository_evidence": [
    "![AI Chatbot logo](https://github.com/vercel-labs.png?size=200)",
    "A full-featured, hackable Next.js AI chatbot built by Vercel"
   ],
   "stars_evidence": [
    "\u2605 20,420 updated 2mo ago",
    "A full-featured, hackable Next.js AI chatbot built by Vercel"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "DB GPT",
   "repository": "https://github.com/csunny",
   "stars": "18886",
   "description": null,
   "license": null,
   "project_evidence": [
    "### DB GPT",
    "open-source agentic AI data assistant for the next generation of AI + Data products."
   ],
   "repository_evidence": [
    "![DB GPT logo](https://github.com/csunny.png?size=200)",
    "open-source agentic AI data assistant for the next generation of AI + Data products."
   ],
   "stars_evidence": [
    "\u2605 18,886 updated 2mo ago",
    "open-source agentic AI data assistant for the next generation of AI + Data products."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "DocsGPT",
   "repository": "https://github.com/arc53",
   "stars": "17914",
   "description": null,
   "license": null,
   "project_evidence": [
    "### DocsGPT",
    "Private AI platform for agents, assistants and enterprise search."
   ],
   "repository_evidence": [
    "![DocsGPT logo](https://github.com/arc53.png?size=200)",
    "Private AI platform for agents, assistants and enterprise search."
   ],
   "stars_evidence": [
    "\u2605 17,914 updated 1mo ago",
    "Private AI platform for agents, assistants and enterprise search."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "Botpress",
   "repository": "https://github.com/botpress",
   "stars": "14719",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Botpress",
    "The open-source hub to build & deploy GPT/LLM Agents \u26a1\ufe0f"
   ],
   "repository_evidence": [
    "![Botpress logo](https://github.com/botpress.png?size=200)",
    "The open-source hub to build & deploy GPT/LLM Agents \u26a1\ufe0f"
   ],
   "stars_evidence": [
    "\u2605 14,719 updated 1mo ago",
    "The open-source hub to build & deploy GPT/LLM Agents \u26a1\ufe0f"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "TextAI",
   "repository": "https://github.com/neuml",
   "stars": "12622",
   "description": null,
   "license": null,
   "project_evidence": [
    "### TextAI",
    "\ud83d\udca1 All-in-one AI framework for semantic search, LLM orchestration and language model workflows"
   ],
   "repository_evidence": [
    "![TextAI logo](https://github.com/neuml.png?size=200)",
    "\ud83d\udca1 All-in-one AI framework for semantic search, LLM orchestration and language model workflows"
   ],
   "stars_evidence": [
    "\u2605 12,622 updated 1mo ago",
    "\ud83d\udca1 All-in-one AI framework for semantic search, LLM orchestration and language model workflows"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "Eino",
   "repository": "https://github.com/cloudwego",
   "stars": "11579",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Eino",
    "The ultimate LLM/AI application development framework in Go."
   ],
   "repository_evidence": [
    "![Eino logo](https://github.com/cloudwego.png?size=200)",
    "The ultimate LLM/AI application development framework in Go."
   ],
   "stars_evidence": [
    "\u2605 11,579 updated 1mo ago",
    "The ultimate LLM/AI application development framework in Go."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "R2R",
   "repository": "https://github.com/SciPhi-AI",
   "stars": "7869",
   "description": null,
   "license": null,
   "project_evidence": [
    "### R2R",
    "SoTA production-ready AI retrieval system."
   ],
   "repository_evidence": [
    "![R2R logo](https://github.com/SciPhi-AI.png?size=200)",
    "SoTA production-ready AI retrieval system."
   ],
   "stars_evidence": [
    "\u2605 7,869 updated 8mo ago",
    "SoTA production-ready AI retrieval system."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "OpenChat",
   "repository": "https://github.com/openchatai",
   "stars": "5248",
   "description": null,
   "license": null,
   "project_evidence": [
    "### OpenChat",
    "LLMs custom-chatbots console \u26a1"
   ],
   "repository_evidence": [
    "![OpenChat logo](https://github.com/openchatai.png?size=200)",
    "LLMs custom-chatbots console \u26a1"
   ],
   "stars_evidence": [
    "\u2605 5,248 updated 2y ago",
    "LLMs custom-chatbots console \u26a1"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "Rivet",
   "repository": "https://github.com/Ironclad",
   "stars": "4597",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Rivet",
    "The open-source visual AI programming environment and TypeScript library"
   ],
   "repository_evidence": [
    "![Rivet logo](https://github.com/Ironclad.png?size=200)",
    "The open-source visual AI programming environment and TypeScript library"
   ],
   "stars_evidence": [
    "\u2605 4,597 updated 1mo ago",
    "The open-source visual AI programming environment and TypeScript library"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "rocketride-org/rocketride-server",
   "repository": "https://github.com/rocketride-org",
   "stars": "3737",
   "description": null,
   "license": null,
   "project_evidence": [
    "### rocketride-org/rocketride-server",
    "High-performance AI pipeline engine with a C++ core and 50+ Python-extensible nodes."
   ],
   "repository_evidence": [
    "![rocketride-org/rocketride-server logo](https://github.com/rocketride-org.png?size=200)",
    "High-performance AI pipeline engine with a C++ core and 50+ Python-extensible nodes."
   ],
   "stars_evidence": [
    "\u2605 3,737 updated 1mo ago",
    "High-performance AI pipeline engine with a C++ core and 50+ Python-extensible nodes."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "Cheshire Cat",
   "repository": "https://github.com/cheshire-cat-ai",
   "stars": "3039",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Cheshire Cat",
    "AI agent microservice"
   ],
   "repository_evidence": [
    "![Cheshire Cat logo](https://github.com/cheshire-cat-ai.png?size=200)",
    "AI agent microservice"
   ],
   "stars_evidence": [
    "\u2605 3,039 updated 4mo ago",
    "AI agent microservice"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "Chaindesk",
   "repository": "https://github.com/gmpetrov",
   "stars": "2949",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Chaindesk",
    "The no-code platform for building custom LLM Agents"
   ],
   "repository_evidence": [
    "![Chaindesk logo](https://github.com/gmpetrov.png?size=200)",
    "The no-code platform for building custom LLM Agents"
   ],
   "stars_evidence": [
    "\u2605 2,949 updated 2y ago",
    "The no-code platform for building custom LLM Agents"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "LLMStack",
   "repository": "https://github.com/trypromptly",
   "stars": "2302",
   "description": null,
   "license": null,
   "project_evidence": [
    "### LLMStack",
    "No-code multi-agent framework to build LLM Agents, workflows and applications with your data"
   ],
   "repository_evidence": [
    "![LLMStack logo](https://github.com/trypromptly.png?size=200)",
    "No-code multi-agent framework to build LLM Agents, workflows and applications with your data"
   ],
   "stars_evidence": [
    "\u2605 2,302 updated 1y ago",
    "No-code multi-agent framework to build LLM Agents, workflows and applications with your data"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "Autochain",
   "repository": "https://github.com/Forethought-Technologies",
   "stars": "1876",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Autochain",
    "AutoChain: Build lightweight, extensible, and testable LLM Agents"
   ],
   "repository_evidence": [
    "![Autochain logo](https://github.com/Forethought-Technologies.png?size=200)",
    "AutoChain: Build lightweight, extensible, and testable LLM Agents"
   ],
   "stars_evidence": [
    "\u2605 1,876 updated 7mo ago",
    "AutoChain: Build lightweight, extensible, and testable LLM Agents"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "Dialoqbase",
   "repository": "https://github.com/n4ze3m",
   "stars": "1792",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Dialoqbase",
    "Create chatbots with ease"
   ],
   "repository_evidence": [
    "![Dialoqbase logo](https://github.com/n4ze3m.png?size=200)",
    "Create chatbots with ease"
   ],
   "stars_evidence": [
    "\u2605 1,792 updated 3mo ago",
    "Create chatbots with ease"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "Dust",
   "repository": "https://github.com/dust-tt",
   "stars": "1369",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Dust",
    "Custom AI agent platform to speed up your work."
   ],
   "repository_evidence": [
    "![Dust logo](https://github.com/dust-tt.png?size=200)",
    "Custom AI agent platform to speed up your work."
   ],
   "stars_evidence": [
    "\u2605 1,369 updated 1mo ago",
    "Custom AI agent platform to speed up your work."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "MiniChain",
   "repository": "https://github.com/srush",
   "stars": "1233",
   "description": null,
   "license": null,
   "project_evidence": [
    "### MiniChain",
    "A tiny library for coding with large language models."
   ],
   "repository_evidence": [
    "![MiniChain logo](https://github.com/srush.png?size=200)",
    "A tiny library for coding with large language models."
   ],
   "stars_evidence": [
    "\u2605 1,233 updated 2y ago",
    "A tiny library for coding with large language models."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "AI.JSX",
   "repository": "https://github.com/fixie-ai",
   "stars": "1130",
   "description": null,
   "license": null,
   "project_evidence": [
    "### AI.JSX",
    "The AI Application Framework for Javascript"
   ],
   "repository_evidence": [
    "![AI.JSX logo](https://github.com/fixie-ai.png?size=200)",
    "The AI Application Framework for Javascript"
   ],
   "stars_evidence": [
    "\u2605 1,130 updated 1y ago",
    "The AI Application Framework for Javascript"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "Ax",
   "repository": "https://github.com/axilla-io",
   "stars": "1120",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Ax",
    "The TypeScript framework for AI development"
   ],
   "repository_evidence": [
    "![Ax logo](https://github.com/axilla-io.png?size=200)",
    "The TypeScript framework for AI development"
   ],
   "stars_evidence": [
    "\u2605 1,120 updated 2y ago",
    "The TypeScript framework for AI development"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "ChatPDF",
   "repository": "https://github.com/akshata29",
   "stars": "865",
   "description": null,
   "license": null,
   "project_evidence": [
    "### ChatPDF",
    "Chat and Ask on your own data."
   ],
   "repository_evidence": [
    "![ChatPDF logo](https://github.com/akshata29.png?size=200)",
    "Chat and Ask on your own data."
   ],
   "stars_evidence": [
    "\u2605 865 updated 1y ago",
    "Chat and Ask on your own data."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "LLMFlow",
   "repository": "https://github.com/stoyan-stoyanov",
   "stars": "706",
   "description": null,
   "license": null,
   "project_evidence": [
    "### LLMFlow",
    "LLMFlows - Simple, Explicit and Transparent LLM Apps"
   ],
   "repository_evidence": [
    "![LLMFlow logo](https://github.com/stoyan-stoyanov.png?size=200)",
    "LLMFlows - Simple, Explicit and Transparent LLM Apps"
   ],
   "stars_evidence": [
    "\u2605 706 updated 1y ago",
    "LLMFlows - Simple, Explicit and Transparent LLM Apps"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "heymrun/heym",
   "repository": "https://github.com/heymrun",
   "stars": "565",
   "description": null,
   "license": null,
   "project_evidence": [
    "### heymrun/heym",
    "Self-hosted AI workflow automation platform with visual canvas, agents, RAG, HITL, MCP, and observability in one runtime."
   ],
   "repository_evidence": [
    "![heymrun/heym logo](https://github.com/heymrun.png?size=200)",
    "Self-hosted AI workflow automation platform with visual canvas, agents, RAG, HITL, MCP, and observability in one runtime."
   ],
   "stars_evidence": [
    "\u2605 565 updated 1mo ago",
    "Self-hosted AI workflow automation platform with visual canvas, agents, RAG, HITL, MCP, and observability in one runtime."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "Embedbase",
   "repository": "https://github.com/different-ai",
   "stars": "524",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Embedbase",
    "A dead-simple API to build LLM-powered apps"
   ],
   "repository_evidence": [
    "![Embedbase logo](https://github.com/different-ai.png?size=200)",
    "A dead-simple API to build LLM-powered apps"
   ],
   "stars_evidence": [
    "\u2605 524 updated 1y ago",
    "A dead-simple API to build LLM-powered apps"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "LangStream",
   "repository": "https://github.com/LangStream",
   "stars": "430",
   "description": null,
   "license": null,
   "project_evidence": [
    "### LangStream",
    "LangStream. Event-Driven Developer Platform for Building and Running LLM AI Apps."
   ],
   "repository_evidence": [
    "![LangStream logo](https://github.com/LangStream.png?size=200)",
    "LangStream. Event-Driven Developer Platform for Building and Running LLM AI Apps."
   ],
   "stars_evidence": [
    "\u2605 430 updated 2y ago",
    "LangStream. Event-Driven Developer Platform for Building and Running LLM AI Apps."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/flowise",
   "title": "Open Source Alternatives to Flowise (33) \u2014 Directories",
   "project": "AgentFlow",
   "repository": "https://github.com/simonmesmith",
   "stars": "323",
   "description": null,
   "license": null,
   "project_evidence": [
    "### AgentFlow",
    "Complex LLM Workflows from Simple JSON."
   ],
   "repository_evidence": [
    "![AgentFlow logo](https://github.com/simonmesmith.png?size=200)",
    "Complex LLM Workflows from Simple JSON."
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    "### FlowGPT",
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    "## 8. Other Frameworks",
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    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
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    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "## 8. Other Frameworks",
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   "project_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
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   "project_evidence": [
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   "repository_evidence": [
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   "project_evidence": [
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    "## 8. Other Frameworks",
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   "project_evidence": [
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    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "## 8. Other Frameworks",
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   "repository_evidence": [
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    "## 8. Other Frameworks",
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   "stars": "150000",
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   "project_evidence": [
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    "| Attribute | Langflow | Flowise |"
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    "## Langflow vs Flowise: quick comparison table",
    "| GitHub stars (approx.) | ~150,000 | ~53,000 |"
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   "stars": "53000",
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   "project_evidence": [
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    "| Attribute | Langflow | Flowise |"
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   "repository_evidence": null,
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    "| GitHub stars (approx.) | ~150,000 | ~53,000 |"
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   "stars": "138000",
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    "| Framework | GitHub stars (approx.) | Hiring rank | Jobs |",
    "| [LangChain](/jobs/langchain) | ~138k | #1 | 392 |"
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    "| Framework | GitHub stars (approx.) | Hiring rank | Jobs |",
    "| [LangChain](/jobs/langchain) | ~138k | #1 | 392 |"
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   "stars": "58000",
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    "| Framework | GitHub stars (approx.) | Hiring rank | Jobs |",
    "| [AutoGen](/jobs/autogen) | ~58k | #5 | 74 |"
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   "stars_evidence": [
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    "| Framework | GitHub stars (approx.) | Hiring rank | Jobs |",
    "| [AutoGen](/jobs/autogen) | ~58k | #5 | 74 |"
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   "stars": "52000",
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    "| Framework | GitHub stars (approx.) | Hiring rank | Jobs |",
    "| [CrewAI](/jobs/crewai) | ~52k | #4 | 106 |"
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   "stars_evidence": [
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    "| Framework | GitHub stars (approx.) | Hiring rank | Jobs |",
    "| [CrewAI](/jobs/crewai) | ~52k | #4 | 106 |"
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   "project_evidence": [
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    "We have 1,135 published listings. 539 name at least one agentic framework, and 467 name at least one of the five with enough hiring volume to compare: LangChain, LangGraph, LlamaIndex, CrewAI, and AutoGen.",
    "| Framework | GitHub stars (approx.) | Hiring rank | Jobs |",
    "| [LlamaIndex](/jobs/llamaindex) | ~50k | #3 | 150 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Star counts are approximate, pulled direct from each GitHub repository in late May 2026.",
    "| Framework | GitHub stars (approx.) | Hiring rank | Jobs |",
    "| [LlamaIndex](/jobs/llamaindex) | ~50k | #3 | 150 |"
   ],
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://agentic-engineering-jobs.com/ai-agent-frameworks-job-market-2026",
   "title": "AI Agent Framework Jobs in 2026: What 1,135 Job Listings Reveal About the Five Biggest Frameworks",
   "project": "LangGraph",
   "repository": null,
   "stars": "33000",
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    "AI Agent Framework Jobs in 2026: What 1,135 Listings Reveal About LangChain, LangGraph, LlamaIndex, CrewAI & AutoGen",
    "We have 1,135 published listings. 539 name at least one agentic framework, and 467 name at least one of the five with enough hiring volume to compare: LangChain, LangGraph, LlamaIndex, CrewAI, and AutoGen.",
    "| Framework | GitHub stars (approx.) | Hiring rank | Jobs |",
    "| [LangGraph](/jobs/langgraph) | ~33k | #2 | 256 |"
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   "repository_evidence": null,
   "stars_evidence": [
    "Star counts are approximate, pulled direct from each GitHub repository in late May 2026.",
    "| Framework | GitHub stars (approx.) | Hiring rank | Jobs |",
    "| [LangGraph](/jobs/langgraph) | ~33k | #2 | 256 |"
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   "url": "https://devopsness.com/blog/best-ai-agent-frameworks",
   "title": "Best AI Agent Frameworks in 2026 Compared",
   "project": "LangGraph",
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    "Best AI Agent Frameworks in 2026 \u2014 Compared",
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    "## LangGraph#",
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   "title": "Best AI Agent Frameworks in 2026 Compared",
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    "## CrewAI#",
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   "title": "Best AI Agent Frameworks in 2026 Compared",
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    "Best AI Agent Frameworks in 2026 \u2014 Compared",
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    "## AutoGen and the Microsoft Agent Framework#",
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   "url": "https://devopsness.com/blog/best-ai-agent-frameworks",
   "title": "Best AI Agent Frameworks in 2026 Compared",
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    "Best AI Agent Frameworks in 2026 \u2014 Compared",
    "## Google ADK and Semantic Kernel#",
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    "Best AI Agent Frameworks in 2026 \u2014 Compared",
    "## Lighter options#",
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    "- **OpenAI Agents SDK:** A minimal, model-centric library with handoffs and guardrails."
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    "## Lighter options#",
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   "title": "Best AI Agent Frameworks in 2026 Compared",
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    "## Lighter options#",
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    "- **smolagents:** A tiny library from Hugging Face where agents write and run code as their action space."
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   "url": "https://awesome.ecosyste.ms/projects/github.com%2Falvinreal%2Fawesome-opensource-ai",
   "title": "Ecosyste.ms: Awesome",
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    "# Awesome Open Source AI *A curated list of **battle-tested, production-proven** open-source AI models, libraries, infrastructure, and developer tools. Only elite-tier projects make this list. Updated April 2026.* [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) [![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=flat-square)](./CONTRIBUTING.md) [![License: CC0-1.0](https://img.shields.io/badge/license-CC0--1.0-blue.svg?style=flat-square)](./LICENSE) by **Boring Dystopia Development** --- **[ \ud83c\udf31 Emerging ](./EMERGING.md)** \u2022 **[ Explore the List ](#-contents)** \u2022 **[ Submission Guidelines ](#contributing)** \u2022 **[ License ](#license)** ## \ud83d\udccb Contents - [\ud83e\uddec 1. Core Frameworks & Libraries](#-1-core-frameworks--libraries) - [\ud83e\udde0 2. Open Foundation Models](#-2-open-foundation-models) - [\u26a1 3. Inference Engines & Serving](#-3-inference-engines--serving) - [\ud83e\udd16 4. Agentic AI & Multi-Agent Systems](#-4-agentic-ai--multi-agent-systems) - [\ud83d\udd0d 5. Retrieval-Augmented Generation (RAG) & Knowledge](#-5-retrieval-augmented-generation-rag--knowledge) - [\ud83c\udfa8 6. Generative Media Tools](#-6-generative-media-tools) - [\ud83d\udee0\ufe0f 7. Training & Fine-tuning Ecosystem](#section-7) - [\ud83d\udcca 8. MLOps / LLMOps & Production](#-8-mlops--llmops--production) - [\ud83d\udcc8 9. Evaluation, Benchmarks & Datasets](#-9-evaluation-benchmarks--datasets) - [\ud83d\udee1\ufe0f 10. AI Safety, Alignment & Interpretability](#section-10) - [\ud83e\udde9 11. Specialized Domains](#-11-specialized-domains) - [\ud83d\udda5\ufe0f 12. User Interfaces & Self-hosted Platforms](#section-12) - [\ud83e\uddea 13. Developer Tools & Integrations](#-13-developer-tools--integrations) - [\ud83d\udcda 14. Resources & Learning](#-14-resources--learning) --- ### \ud83e\uddec 1. Core Frameworks & Libraries > Core libraries and frameworks used to build, train, and run AI and machine learning systems.",
    "> Frameworks and platforms for building agent-based systems and multi-agent workflows.",
    "- **[LangGraph](https://github.com/langchain-ai/langgraph)** ![GitHub stars](https://img.shields.io/github/stars/langchain-ai/langgraph?style=social) - Stateful, controllable agent orchestration."
   ],
   "repository_evidence": [
    "# Awesome Open Source AI *A curated list of **battle-tested, production-proven** open-source AI models, libraries, infrastructure, and developer tools. Only elite-tier projects make this list. Updated April 2026.* [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) [![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=flat-square)](./CONTRIBUTING.md) [![License: CC0-1.0](https://img.shields.io/badge/license-CC0--1.0-blue.svg?style=flat-square)](./LICENSE) by **Boring Dystopia Development** --- **[ \ud83c\udf31 Emerging ](./EMERGING.md)** \u2022 **[ Explore the List ](#-contents)** \u2022 **[ Submission Guidelines ](#contributing)** \u2022 **[ License ](#license)** ## \ud83d\udccb Contents - [\ud83e\uddec 1. Core Frameworks & Libraries](#-1-core-frameworks--libraries) - [\ud83e\udde0 2. Open Foundation Models](#-2-open-foundation-models) - [\u26a1 3. Inference Engines & Serving](#-3-inference-engines--serving) - [\ud83e\udd16 4. Agentic AI & Multi-Agent Systems](#-4-agentic-ai--multi-agent-systems) - [\ud83d\udd0d 5. Retrieval-Augmented Generation (RAG) & Knowledge](#-5-retrieval-augmented-generation-rag--knowledge) - [\ud83c\udfa8 6. Generative Media Tools](#-6-generative-media-tools) - [\ud83d\udee0\ufe0f 7. Training & Fine-tuning Ecosystem](#section-7) - [\ud83d\udcca 8. MLOps / LLMOps & Production](#-8-mlops--llmops--production) - [\ud83d\udcc8 9. Evaluation, Benchmarks & Datasets](#-9-evaluation-benchmarks--datasets) - [\ud83d\udee1\ufe0f 10. AI Safety, Alignment & Interpretability](#section-10) - [\ud83e\udde9 11. Specialized Domains](#-11-specialized-domains) - [\ud83d\udda5\ufe0f 12. User Interfaces & Self-hosted Platforms](#section-12) - [\ud83e\uddea 13. Developer Tools & Integrations](#-13-developer-tools--integrations) - [\ud83d\udcda 14. Resources & Learning](#-14-resources--learning) --- ### \ud83e\uddec 1. Core Frameworks & Libraries > Core libraries and frameworks used to build, train, and run AI and machine learning systems.",
    "> Frameworks and platforms for building agent-based systems and multi-agent workflows.",
    "- **[LangGraph](https://github.com/langchain-ai/langgraph)** ![GitHub stars](https://img.shields.io/github/stars/langchain-ai/langgraph?style=social) - Stateful, controllable agent orchestration."
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   "url": "https://awesome.ecosyste.ms/projects/github.com%2Falvinreal%2Fawesome-opensource-ai",
   "title": "Ecosyste.ms: Awesome",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
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    "# Awesome Open Source AI *A curated list of **battle-tested, production-proven** open-source AI models, libraries, infrastructure, and developer tools. Only elite-tier projects make this list. Updated April 2026.* [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) [![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=flat-square)](./CONTRIBUTING.md) [![License: CC0-1.0](https://img.shields.io/badge/license-CC0--1.0-blue.svg?style=flat-square)](./LICENSE) by **Boring Dystopia Development** --- **[ \ud83c\udf31 Emerging ](./EMERGING.md)** \u2022 **[ Explore the List ](#-contents)** \u2022 **[ Submission Guidelines ](#contributing)** \u2022 **[ License ](#license)** ## \ud83d\udccb Contents - [\ud83e\uddec 1. Core Frameworks & Libraries](#-1-core-frameworks--libraries) - [\ud83e\udde0 2. Open Foundation Models](#-2-open-foundation-models) - [\u26a1 3. Inference Engines & Serving](#-3-inference-engines--serving) - [\ud83e\udd16 4. Agentic AI & Multi-Agent Systems](#-4-agentic-ai--multi-agent-systems) - [\ud83d\udd0d 5. Retrieval-Augmented Generation (RAG) & Knowledge](#-5-retrieval-augmented-generation-rag--knowledge) - [\ud83c\udfa8 6. Generative Media Tools](#-6-generative-media-tools) - [\ud83d\udee0\ufe0f 7. Training & Fine-tuning Ecosystem](#section-7) - [\ud83d\udcca 8. MLOps / LLMOps & Production](#-8-mlops--llmops--production) - [\ud83d\udcc8 9. Evaluation, Benchmarks & Datasets](#-9-evaluation-benchmarks--datasets) - [\ud83d\udee1\ufe0f 10. AI Safety, Alignment & Interpretability](#section-10) - [\ud83e\udde9 11. Specialized Domains](#-11-specialized-domains) - [\ud83d\udda5\ufe0f 12. User Interfaces & Self-hosted Platforms](#section-12) - [\ud83e\uddea 13. Developer Tools & Integrations](#-13-developer-tools--integrations) - [\ud83d\udcda 14. Resources & Learning](#-14-resources--learning) --- ### \ud83e\uddec 1. Core Frameworks & Libraries > Core libraries and frameworks used to build, train, and run AI and machine learning systems.",
    "> Frameworks and platforms for building agent-based systems and multi-agent workflows.",
    "- **[CrewAI](https://github.com/crewAIInc/crewAI)** ![GitHub stars](https://img.shields.io/github/stars/crewAIInc/crewAI?style=social) - Role-based agent framework."
   ],
   "repository_evidence": [
    "# Awesome Open Source AI *A curated list of **battle-tested, production-proven** open-source AI models, libraries, infrastructure, and developer tools. Only elite-tier projects make this list. Updated April 2026.* [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) [![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=flat-square)](./CONTRIBUTING.md) [![License: CC0-1.0](https://img.shields.io/badge/license-CC0--1.0-blue.svg?style=flat-square)](./LICENSE) by **Boring Dystopia Development** --- **[ \ud83c\udf31 Emerging ](./EMERGING.md)** \u2022 **[ Explore the List ](#-contents)** \u2022 **[ Submission Guidelines ](#contributing)** \u2022 **[ License ](#license)** ## \ud83d\udccb Contents - [\ud83e\uddec 1. Core Frameworks & Libraries](#-1-core-frameworks--libraries) - [\ud83e\udde0 2. Open Foundation Models](#-2-open-foundation-models) - [\u26a1 3. Inference Engines & Serving](#-3-inference-engines--serving) - [\ud83e\udd16 4. Agentic AI & Multi-Agent Systems](#-4-agentic-ai--multi-agent-systems) - [\ud83d\udd0d 5. Retrieval-Augmented Generation (RAG) & Knowledge](#-5-retrieval-augmented-generation-rag--knowledge) - [\ud83c\udfa8 6. Generative Media Tools](#-6-generative-media-tools) - [\ud83d\udee0\ufe0f 7. Training & Fine-tuning Ecosystem](#section-7) - [\ud83d\udcca 8. MLOps / LLMOps & Production](#-8-mlops--llmops--production) - [\ud83d\udcc8 9. Evaluation, Benchmarks & Datasets](#-9-evaluation-benchmarks--datasets) - [\ud83d\udee1\ufe0f 10. AI Safety, Alignment & Interpretability](#section-10) - [\ud83e\udde9 11. Specialized Domains](#-11-specialized-domains) - [\ud83d\udda5\ufe0f 12. User Interfaces & Self-hosted Platforms](#section-12) - [\ud83e\uddea 13. Developer Tools & Integrations](#-13-developer-tools--integrations) - [\ud83d\udcda 14. Resources & Learning](#-14-resources--learning) --- ### \ud83e\uddec 1. Core Frameworks & Libraries > Core libraries and frameworks used to build, train, and run AI and machine learning systems.",
    "> Frameworks and platforms for building agent-based systems and multi-agent workflows.",
    "- **[CrewAI](https://github.com/crewAIInc/crewAI)** ![GitHub stars](https://img.shields.io/github/stars/crewAIInc/crewAI?style=social) - Role-based agent framework."
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   "url": "https://blog.elest.io/dify-vs-langflow-vs-flowise-which-open-source-llm-app-builder-actually-ships-to-production",
   "title": "Dify vs Langflow vs Flowise: Which Open-Source LLM App Builder Actually Ships to Production?",
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    "# Dify vs Langflow vs Flowise: Which Open-Source LLM App Builder Actually Ships to Production?",
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   "url": "https://blog.elest.io/dify-vs-langflow-vs-flowise-which-open-source-llm-app-builder-actually-ships-to-production",
   "title": "Dify vs Langflow vs Flowise: Which Open-Source LLM App Builder Actually Ships to Production?",
   "project": "Langflow",
   "repository": "https://elest.io/open-source/langflow?ref=blog.elest.io",
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   "project_evidence": [
    "# Dify vs Langflow vs Flowise: Which Open-Source LLM App Builder Actually Ships to Production?",
    "**Langflow** is the LangChain visual companion.",
    "[Dify](https://elest.io/open-source/dify?ref=blog.elest.io), [Langflow](https://elest.io/open-source/langflow?ref=blog.elest.io), and [FlowiseAI](https://elest.io/open-source/flowise?ref=blog.elest.io) are in [Elestio's catalog of 400+ open-source services](https://elest.io/fully-managed-services?ref=blog.elest.io)."
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   "repository_evidence": [
    "# Dify vs Langflow vs Flowise: Which Open-Source LLM App Builder Actually Ships to Production?",
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   "title": "Dify vs Langflow vs Flowise: Which Open-Source LLM App Builder Actually Ships to Production?",
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    "# Dify vs Langflow vs Flowise: Which Open-Source LLM App Builder Actually Ships to Production?",
    "**Flowise** is the lightweight option.",
    "[Dify](https://elest.io/open-source/dify?ref=blog.elest.io), [Langflow](https://elest.io/open-source/langflow?ref=blog.elest.io), and [FlowiseAI](https://elest.io/open-source/flowise?ref=blog.elest.io) are in [Elestio's catalog of 400+ open-source services](https://elest.io/fully-managed-services?ref=blog.elest.io)."
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   "repository_evidence": [
    "# Dify vs Langflow vs Flowise: Which Open-Source LLM App Builder Actually Ships to Production?",
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  {
   "url": "https://omp.asia/2026-ai-agent-frameworks-the-ultimate-guide-to-multi-agent-orchestration",
   "title": "2026 AI Agent Frameworks: The Ultimate Guide to Multi-Agent Orchestration - OMP | AI \u61c9\u7528\u57f9\u8a13\u6a5f\u69cb",
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    "# 2026 AI Agent Frameworks: The Ultimate Guide to Multi-Agent Orchestration",
    "## The Rise of the Agentic Internet",
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    "| **LangGraph** | Directed Graphs | Complex Workflows | Medium |",
    "## 2. LangGraph: Precision Through Graph Theory",
    "For developers who require absolute control over agent sequencing, **LangGraph** remains the gold standard."
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   "title": "2026 AI Agent Frameworks: The Ultimate Guide to Multi-Agent Orchestration - OMP | AI \u61c9\u7528\u57f9\u8a13\u6a5f\u69cb",
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    "## The Rise of the Agentic Internet",
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    "## 3. CrewAI: The Human Metaphor",
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   "title": "2026 AI Agent Frameworks: The Ultimate Guide to Multi-Agent Orchestration - OMP | AI \u61c9\u7528\u57f9\u8a13\u6a5f\u69cb",
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    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 1 | [AgentGPT](https://github.com/reworkd/AgentGPT) | 36158 | 9332 | TypeScript | 132 | \ud83e\udd16 Assemble, configure, and deploy autonomous AI Agents in your browser. | 2025-04-29T01:19:32Z |"
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    "| 1 | [AgentGPT](https://github.com/reworkd/AgentGPT) | 36158 | 9332 | TypeScript | 132 | \ud83e\udd16 Assemble, configure, and deploy autonomous AI Agents in your browser. | 2025-04-29T01:19:32Z |"
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    "| 1 | [AgentGPT](https://github.com/reworkd/AgentGPT) | 36158 | 9332 | TypeScript | 132 | \ud83e\udd16 Assemble, configure, and deploy autonomous AI Agents in your browser. | 2025-04-29T01:19:32Z |"
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    "| 3 | [SuperAGI](https://github.com/TransformerOptimus/SuperAGI) | 17558 | 2220 | Python | 185 | <\u26a1\ufe0f> SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably. | 2025-01-22T22:14:07Z |"
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    "| 3 | [SuperAGI](https://github.com/TransformerOptimus/SuperAGI) | 17558 | 2220 | Python | 185 | <\u26a1\ufe0f> SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably. | 2025-01-22T22:14:07Z |"
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    "| 3 | [SuperAGI](https://github.com/TransformerOptimus/SuperAGI) | 17558 | 2220 | Python | 185 | <\u26a1\ufe0f> SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably. | 2025-01-22T22:14:07Z |"
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    "| 15 | [AGiXT](https://github.com/Josh-XT/AGiXT) | 3194 | 446 | Python | 0 | 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. | 2026-06-02T01:07:59Z |"
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    "| 15 | [AGiXT](https://github.com/Josh-XT/AGiXT) | 3194 | 446 | Python | 0 | 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. | 2026-06-02T01:07:59Z |"
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    "| 15 | [AGiXT](https://github.com/Josh-XT/AGiXT) | 3194 | 446 | Python | 0 | 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. | 2026-06-02T01:07:59Z |"
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    "| 21 | [nextpy](https://github.com/dot-agent/nextpy) | 2336 | 184 | Python | 14 | \ud83e\udd16Self-Modifying Framework from the Future \ud83d\udd2e World's First AMS | 2024-05-01T09:46:55Z |"
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    "| 21 | [nextpy](https://github.com/dot-agent/nextpy) | 2336 | 184 | Python | 14 | \ud83e\udd16Self-Modifying Framework from the Future \ud83d\udd2e World's First AMS | 2024-05-01T09:46:55Z |"
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    "| 21 | [nextpy](https://github.com/dot-agent/nextpy) | 2336 | 184 | Python | 14 | \ud83e\udd16Self-Modifying Framework from the Future \ud83d\udd2e World's First AMS | 2024-05-01T09:46:55Z |"
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    "| 27 | [LocalAGI](https://github.com/mudler/LocalAGI) | 1819 | 274 | Go | 57 | LocalAGI is a powerful, self-hostable AI Agent platform designed for maximum privacy and flexibility. A complete drop-in replacement for OpenAI's Responses APIs with advanced agentic capabilities. No clouds. Local AI that works on consumer-grade hardware (CPU and GPU). | 2026-06-03T04:01:28Z |"
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    "## Top 100 Stars in AGI",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 27 | [LocalAGI](https://github.com/mudler/LocalAGI) | 1819 | 274 | Go | 57 | LocalAGI is a powerful, self-hostable AI Agent platform designed for maximum privacy and flexibility. A complete drop-in replacement for OpenAI's Responses APIs with advanced agentic capabilities. No clouds. Local AI that works on consumer-grade hardware (CPU and GPU). | 2026-06-03T04:01:28Z |"
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    "## Top 100 Stars in AGI",
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    "| 27 | [LocalAGI](https://github.com/mudler/LocalAGI) | 1819 | 274 | Go | 57 | LocalAGI is a powerful, self-hostable AI Agent platform designed for maximum privacy and flexibility. A complete drop-in replacement for OpenAI's Responses APIs with advanced agentic capabilities. No clouds. Local AI that works on consumer-grade hardware (CPU and GPU). | 2026-06-03T04:01:28Z |"
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    "| 36 | [sre](https://github.com/SmythOS/sre) | 1275 | 198 | TypeScript | 6 | The SmythOS Runtime Environment (SRE) is an open-source, cloud-native runtime for agentic AI. Secure, modular, and production-ready, it lets developers build, run, and manage intelligent agents across local, cloud, and edge environments. | 2026-04-03T05:31:50Z |"
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    "## Top 100 Stars in AGI",
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    "| 36 | [sre](https://github.com/SmythOS/sre) | 1275 | 198 | TypeScript | 6 | The SmythOS Runtime Environment (SRE) is an open-source, cloud-native runtime for agentic AI. Secure, modular, and production-ready, it lets developers build, run, and manage intelligent agents across local, cloud, and edge environments. | 2026-04-03T05:31:50Z |"
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    "| 36 | [sre](https://github.com/SmythOS/sre) | 1275 | 198 | TypeScript | 6 | The SmythOS Runtime Environment (SRE) is an open-source, cloud-native runtime for agentic AI. Secure, modular, and production-ready, it lets developers build, run, and manage intelligent agents across local, cloud, and edge environments. | 2026-04-03T05:31:50Z |"
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    "| 39 | [future-agi](https://github.com/future-agi/future-agi) | 1103 | 228 | Python | 57 | Open-source, end-to-end platform for evaluating, observing, and improving LLM and AI agent applications. Tracing \u00b7 Evals \u00b7 Simulations \u00b7 Datasets \u00b7 Gateway \u00b7 Guardrails. Self-hostable. Apache 2.0. | 2026-06-05T07:07:35Z |"
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    "## Top 100 Stars in AGI",
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    "| 39 | [future-agi](https://github.com/future-agi/future-agi) | 1103 | 228 | Python | 57 | Open-source, end-to-end platform for evaluating, observing, and improving LLM and AI agent applications. Tracing \u00b7 Evals \u00b7 Simulations \u00b7 Datasets \u00b7 Gateway \u00b7 Guardrails. Self-hostable. Apache 2.0. | 2026-06-05T07:07:35Z |"
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    "| 39 | [future-agi](https://github.com/future-agi/future-agi) | 1103 | 228 | Python | 57 | Open-source, end-to-end platform for evaluating, observing, and improving LLM and AI agent applications. Tracing \u00b7 Evals \u00b7 Simulations \u00b7 Datasets \u00b7 Gateway \u00b7 Guardrails. Self-hostable. Apache 2.0. | 2026-06-05T07:07:35Z |"
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    "| 51 | [AgentForge](https://github.com/DataBassGit/AgentForge) | 808 | 159 | Python | 3 | Extensible AGI Framework | 2026-06-04T17:24:56Z |"
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    "| 51 | [AgentForge](https://github.com/DataBassGit/AgentForge) | 808 | 159 | Python | 3 | Extensible AGI Framework | 2026-06-04T17:24:56Z |"
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    "| 51 | [AgentForge](https://github.com/DataBassGit/AgentForge) | 808 | 159 | Python | 3 | Extensible AGI Framework | 2026-06-04T17:24:56Z |"
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    "| 71 | [AgentPilot](https://github.com/jbexta/AgentPilot) | 555 | 81 | Python | 2 | A versatile workflow automation platform to create, organize, and execute AI workflows, from a single LLM to complex AI-driven workflows. | 2026-04-14T04:11:29Z |"
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   "repository_evidence": [
    "## Top 100 Stars in AGI",
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    "| 71 | [AgentPilot](https://github.com/jbexta/AgentPilot) | 555 | 81 | Python | 2 | A versatile workflow automation platform to create, organize, and execute AI workflows, from a single LLM to complex AI-driven workflows. | 2026-04-14T04:11:29Z |"
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    "| 71 | [AgentPilot](https://github.com/jbexta/AgentPilot) | 555 | 81 | Python | 2 | A versatile workflow automation platform to create, organize, and execute AI workflows, from a single LLM to complex AI-driven workflows. | 2026-04-14T04:11:29Z |"
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    "## Top 100 Stars in AGI",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 77 | [PromptInject](https://github.com/agencyenterprise/PromptInject) | 496 | 52 | Python | 3 | PromptInject is a framework that assembles prompts in a modular fashion to provide a quantitative analysis of the robustness of LLMs to adversarial prompt attacks. \ud83c\udfc6 Best Paper Awards @ NeurIPS ML Safety Workshop 2022 | 2026-04-27T18:55:36Z |"
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    "## Top 100 Stars in AGI",
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    "| 77 | [PromptInject](https://github.com/agencyenterprise/PromptInject) | 496 | 52 | Python | 3 | PromptInject is a framework that assembles prompts in a modular fashion to provide a quantitative analysis of the robustness of LLMs to adversarial prompt attacks. \ud83c\udfc6 Best Paper Awards @ NeurIPS ML Safety Workshop 2022 | 2026-04-27T18:55:36Z |"
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    "## Top 100 Stars in AGI",
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    "| 77 | [PromptInject](https://github.com/agencyenterprise/PromptInject) | 496 | 52 | Python | 3 | PromptInject is a framework that assembles prompts in a modular fashion to provide a quantitative analysis of the robustness of LLMs to adversarial prompt attacks. \ud83c\udfc6 Best Paper Awards @ NeurIPS ML Safety Workshop 2022 | 2026-04-27T18:55:36Z |"
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    "## Top 100 Stars in AGI",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 79 | [agency](https://github.com/operand/agency) | 485 | 27 | Python | 4 | A fast and minimal framework for building agentic systems | 2026-05-20T03:35:23Z |"
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   "repository_evidence": [
    "## Top 100 Stars in AGI",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 79 | [agency](https://github.com/operand/agency) | 485 | 27 | Python | 4 | A fast and minimal framework for building agentic systems | 2026-05-20T03:35:23Z |"
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   "stars_evidence": [
    "## Top 100 Stars in AGI",
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    "| 79 | [agency](https://github.com/operand/agency) | 485 | 27 | Python | 4 | A fast and minimal framework for building agentic systems | 2026-05-20T03:35:23Z |"
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   "project_evidence": [
    "## Top 100 Stars in AGI",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 86 | [anda](https://github.com/ldclabs/anda) | 431 | 53 | Rust | 0 | \ud83e\udd16 An AI agent framework built with Rust. | 2026-06-04T14:47:50Z |"
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   "repository_evidence": [
    "## Top 100 Stars in AGI",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 86 | [anda](https://github.com/ldclabs/anda) | 431 | 53 | Rust | 0 | \ud83e\udd16 An AI agent framework built with Rust. | 2026-06-04T14:47:50Z |"
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    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 86 | [anda](https://github.com/ldclabs/anda) | 431 | 53 | Rust | 0 | \ud83e\udd16 An AI agent framework built with Rust. | 2026-06-04T14:47:50Z |"
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   "project_evidence": [
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    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 91 | [agisdk](https://github.com/agi-inc/agisdk) | 410 | 35 | Python | 6 | AGI SDK | 2025-12-05T19:42:08Z |"
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    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 91 | [agisdk](https://github.com/agi-inc/agisdk) | 410 | 35 | Python | 6 | AGI SDK | 2025-12-05T19:42:08Z |"
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    "| 91 | [agisdk](https://github.com/agi-inc/agisdk) | 410 | 35 | Python | 6 | AGI SDK | 2025-12-05T19:42:08Z |"
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    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 99 | [aigne-framework](https://github.com/AIGNE-io/aigne-framework) | 364 | 183 | TypeScript | 11 | The functional, composable, and typescript-first AI Agent framework for real-world LLM Apps. | 2026-01-25T03:37:21Z |"
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   "repository_evidence": [
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    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 99 | [aigne-framework](https://github.com/AIGNE-io/aigne-framework) | 364 | 183 | TypeScript | 11 | The functional, composable, and typescript-first AI Agent framework for real-world LLM Apps. | 2026-01-25T03:37:21Z |"
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    "| 99 | [aigne-framework](https://github.com/AIGNE-io/aigne-framework) | 364 | 183 | TypeScript | 11 | The functional, composable, and typescript-first AI Agent framework for real-world LLM Apps. | 2026-01-25T03:37:21Z |"
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   "title": "7 Best Flowise Alternatives (2026): Tested & Ranked",
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    "Flowise Alternatives Compared (Verified 2026)",
    "| Tool | Free tier | Entry paid (2026) | License / self-host | Key differentiator vs Flowise | Migration from Flowise | Best for |",
    "| **Langflow** | Full OSS, self-host | No first-party paid cloud | MIT \u00b7 self-host | Cleaner canvas, tighter LangChain | **Easy** | The closest drop-in swap |",
    "### 1. Langflow \u2014 Is Langflow a good Flowise alternative?"
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    "The best Flowise alternatives in 2026 are **Langflow** for a near-identical visual canvas and **Dify** for shipping production AI products, and most teams leave Flowise over production instability and upgrade data-loss, not price.",
    "Flowise Alternatives Compared (Verified 2026)",
    "| Tool | Free tier | Entry paid (2026) | License / self-host | Key differentiator vs Flowise | Migration from Flowise | Best for |",
    "| **Dify** | 200 msg credits, 5 apps | $59/mo Professional | Apache-2.0* \u00b7 self-host | Native RAG at scale + ops console | **Medium** | Production AI products |",
    "### 2. Dify \u2014 Is Dify a good Flowise alternative?"
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   "license_evidence": null
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  {
   "url": "https://altaitools.com/flowise-alternatives",
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   "project_evidence": [
    "**Best free / open-source alternative:** **n8n** (self-host free) or **Langflow** (MIT).",
    "Flowise Alternatives Compared (Verified 2026)",
    "| Tool | Free tier | Entry paid (2026) | License / self-host | Key differentiator vs Flowise | Migration from Flowise | Best for |",
    "| **n8n** | Self-host free | $24/mo Starter | Fair-code \u00b7 self-host | 400+ integrations around the AI step | **Medium** | AI inside a bigger automation |",
    "### 3. n8n \u2014 Is n8n a good Flowise alternative?"
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    "Flowise Alternatives Compared (Verified 2026)",
    "| Tool | Free tier | Entry paid (2026) | License / self-host | Key differentiator vs Flowise | Migration from Flowise | Best for |",
    "| **CrewAI** | Full OSS | Free (Enterprise custom) | Apache-2.0 \u00b7 self-host | Role-based multi-agent in Python | **Hard** | Role-based agent crews |",
    "### 4. CrewAI \u2014 Is CrewAI a good Flowise alternative?"
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    "Flowise Alternatives Compared (Verified 2026)",
    "| Tool | Free tier | Entry paid (2026) | License / self-host | Key differentiator vs Flowise | Migration from Flowise | Best for |",
    "| **AutoGen (AG2)** | Full OSS | Free | MIT \u00b7 self-host | Conversational multi-agent + code exec | **Hard** | Research-grade multi-agent |",
    "### 5. AutoGen (AG2) \u2014 Is AutoGen a good Flowise alternative?"
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   "url": "https://peppereffect.com/blog/multi-agent-ai-frameworks",
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   "repository": null,
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    "Multi-Agent AI Frameworks Compared: OpenAI Agents SDK vs LangGraph vs CrewAI for B2B",
    "LangGraph leads adoption with **27,100 monthly searches and 126,000 GitHub stars**, with production deployments across LinkedIn, Uber, and 400+ companies, as reported by [HighPeak Software](https://highpeaksw.com/top-ai-agent-frameworks-to-consider/)."
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  {
   "url": "https://peppereffect.com/blog/multi-agent-ai-frameworks",
   "title": "Multi-Agent AI Frameworks Compared: OpenAI Agents SDK vs LangGraph vs CrewAI for B2B",
   "project": "CrewAI",
   "repository": null,
   "stars": "45900",
   "description": null,
   "license": null,
   "project_evidence": [
    "Multi-Agent AI Frameworks Compared: OpenAI Agents SDK vs LangGraph vs CrewAI for B2B",
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   "stars_evidence": [
    "Multi-Agent AI Frameworks Compared: OpenAI Agents SDK vs LangGraph vs CrewAI for B2B",
    "CrewAI reached **45,900+ GitHub stars and powers over 12 million daily agent executions** in production according to [NXCode](https://www.nxcode.io/resources/news/crewai-vs-langchain-ai-agent-framework-comparison-2026)."
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  {
   "url": "https://learn.microsoft.com/en-us/training/modules/aaai-implement-multi-agent-orchestration-azure-ai-foundry/6-compare-orchestration-frameworks",
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   "project_evidence": [
    "# Compare orchestration frameworks",
    "## Microsoft Agent Framework",
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   "stars_evidence": null,
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    "# Compare orchestration frameworks",
    "## Microsoft Agent Framework",
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   "stars_evidence": null,
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    "## LangGraph",
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   "project_evidence": [
    "# Compare orchestration frameworks",
    "## AutoGen",
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   "stars_evidence": null,
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   "project_evidence": [
    "# Compare orchestration frameworks",
    "## CrewAI",
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   "url": "https://aiagentsquare.com/agents/flowise",
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   "project_evidence": [
    "What is Flowise?",
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   "repository_evidence": [
    "What is Flowise?"
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    "## Top 20 ranking",
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    "| 1 | [openclaw/openclaw](https://github.com/openclaw/openclaw) Your own personal AI assistant. Any OS. Any Platform. The lobster way. \ud83e\udd9e | 95.21 | 385.2K | 81.0K | 11.4K | 1.0K |"
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    "## Top 20 ranking",
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    "| 1 | [openclaw/openclaw](https://github.com/openclaw/openclaw) Your own personal AI assistant. Any OS. Any Platform. The lobster way. \ud83e\udd9e | 95.21 | 385.2K | 81.0K | 11.4K | 1.0K |"
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    "## Top 20 ranking",
    "| Rank | Repository | DAH Score | Stars | Forks | Recent commits | Contributors |",
    "| 1 | [openclaw/openclaw](https://github.com/openclaw/openclaw) Your own personal AI assistant. Any OS. Any Platform. The lobster way. \ud83e\udd9e | 95.21 | 385.2K | 81.0K | 11.4K | 1.0K |"
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    "| 2 | [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) The agent that grows with you | 88.97 | 225.6K | 43.8K | 5.0K | 1.0K |"
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    "| 2 | [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) The agent that grows with you | 88.97 | 225.6K | 43.8K | 5.0K | 1.0K |"
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    "| 2 | [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) The agent that grows with you | 88.97 | 225.6K | 43.8K | 5.0K | 1.0K |"
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    "| 3 | [n8n-io/n8n](https://github.com/n8n-io/n8n) Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations. | 88.26 | 199.4K | 59.9K | 1.4K | 744 |"
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    "| 3 | [n8n-io/n8n](https://github.com/n8n-io/n8n) Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations. | 88.26 | 199.4K | 59.9K | 1.4K | 744 |"
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    "| 3 | [n8n-io/n8n](https://github.com/n8n-io/n8n) Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations. | 88.26 | 199.4K | 59.9K | 1.4K | 744 |"
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    "| 5 | [langgenius/dify](https://github.com/langgenius/dify) 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. | 84.07 | 151.4K | 23.9K | 861 | 1.0K |"
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    "| 5 | [langgenius/dify](https://github.com/langgenius/dify) 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. | 84.07 | 151.4K | 23.9K | 861 | 1.0K |"
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    "| 5 | [langgenius/dify](https://github.com/langgenius/dify) 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. | 84.07 | 151.4K | 23.9K | 861 | 1.0K |"
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    "| 10 | [langchain-ai/langchain](https://github.com/langchain-ai/langchain) The agent engineering platform. | 81.25 | 143.4K | 23.9K | 136 | 1.0K |"
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    "| 10 | [langchain-ai/langchain](https://github.com/langchain-ai/langchain) The agent engineering platform. | 81.25 | 143.4K | 23.9K | 136 | 1.0K |"
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    "| 10 | [langchain-ai/langchain](https://github.com/langchain-ai/langchain) The agent engineering platform. | 81.25 | 143.4K | 23.9K | 136 | 1.0K |"
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    "| 11 | [BerriAI/litellm](https://github.com/BerriAI/litellm) The fastest, litest AI Gateway. Rust core with Python SDK. Call 100+ LLM APIs in OpenAI (or native) format with cost tracking, guardrails, load balancing, and logging [Bedrock, Azure, OpenAI, Anthropic, OpenAI, VertexAI, vLLM, Nvidia NIM] | 81.14 | 55.6K | 10.3K | 1.6K | 1.0K |"
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    "| 11 | [BerriAI/litellm](https://github.com/BerriAI/litellm) The fastest, litest AI Gateway. Rust core with Python SDK. Call 100+ LLM APIs in OpenAI (or native) format with cost tracking, guardrails, load balancing, and logging [Bedrock, Azure, OpenAI, Anthropic, OpenAI, VertexAI, vLLM, Nvidia NIM] | 81.14 | 55.6K | 10.3K | 1.6K | 1.0K |"
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    "| 11 | [BerriAI/litellm](https://github.com/BerriAI/litellm) The fastest, litest AI Gateway. Rust core with Python SDK. Call 100+ LLM APIs in OpenAI (or native) format with cost tracking, guardrails, load balancing, and logging [Bedrock, Azure, OpenAI, Anthropic, OpenAI, VertexAI, vLLM, Nvidia NIM] | 81.14 | 55.6K | 10.3K | 1.6K | 1.0K |"
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    "| 12 | [Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/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. | 80.83 | 185.8K | 46.0K | 79 | 838 |"
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    "| 12 | [Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/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. | 80.83 | 185.8K | 46.0K | 79 | 838 |"
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    "| 12 | [Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/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. | 80.83 | 185.8K | 46.0K | 79 | 838 |"
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    "| 13 | [lobehub/lobehub](https://github.com/lobehub/lobehub) \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. | 80.53 | 81.3K | 15.8K | 762 | 350 |"
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    "| 13 | [lobehub/lobehub](https://github.com/lobehub/lobehub) \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. | 80.53 | 81.3K | 15.8K | 762 | 350 |"
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    "| 13 | [lobehub/lobehub](https://github.com/lobehub/lobehub) \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. | 80.53 | 81.3K | 15.8K | 762 | 350 |"
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    "| 15 | [langflow-ai/langflow](https://github.com/langflow-ai/langflow) Langflow is a powerful tool for building and deploying AI-powered agents and workflows. | 78.78 | 152.8K | 9.8K | 303 | 369 |"
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    "| 15 | [langflow-ai/langflow](https://github.com/langflow-ai/langflow) Langflow is a powerful tool for building and deploying AI-powered agents and workflows. | 78.78 | 152.8K | 9.8K | 303 | 369 |"
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    "| 15 | [langflow-ai/langflow](https://github.com/langflow-ai/langflow) Langflow is a powerful tool for building and deploying AI-powered agents and workflows. | 78.78 | 152.8K | 9.8K | 303 | 369 |"
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   "title": "Top 20 AI GitHub Repositories of 2026: Mid-Year Rankings",
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    "| 16 | [infiniflow/ragflow](https://github.com/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 | 78.56 | 86.8K | 10.2K | 677 | 700 |"
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    "## Top 20 ranking",
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    "| 16 | [infiniflow/ragflow](https://github.com/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 | 78.56 | 86.8K | 10.2K | 677 | 700 |"
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    "| 16 | [infiniflow/ragflow](https://github.com/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 | 78.56 | 86.8K | 10.2K | 677 | 700 |"
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   "title": "Top 20 AI GitHub Repositories of 2026: Mid-Year Rankings",
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    "| 17 | [affaan-m/ECC](https://github.com/affaan-m/ECC) The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond. | 78.41 | 237.7K | 36.1K | 84 | 308 |"
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    "## Top 20 ranking",
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    "| 17 | [affaan-m/ECC](https://github.com/affaan-m/ECC) The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond. | 78.41 | 237.7K | 36.1K | 84 | 308 |"
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    "Top 20 AI GitHub Repositories of 2026",
    "## Top 20 ranking",
    "| Rank | Repository | DAH Score | Stars | Forks | Recent commits | Contributors |",
    "| 17 | [affaan-m/ECC](https://github.com/affaan-m/ECC) The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond. | 78.41 | 237.7K | 36.1K | 84 | 308 |"
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    "| **LangGraph** | Python, JS/TS | Yes \u2014 graph-based | No (code-first) | Stateful workflows, complex branching, production pipelines | Moderate-High | LangChain Inc. |"
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    "| Framework | Language | Multi-Agent | Low-Code | Best For | Learning Curve | Maintained By |",
    "| **AutoGen** | Python, .NET | Yes \u2014 conversational | AutoGen Studio (visual) | Multi-agent conversations, research tasks, code generation | Moderate | Microsoft |"
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    "| **CrewAI** | Python | Yes \u2014 role-based | CrewAI+ (enterprise) | Role-based teams, structured task delegation, business workflows | Low-Moderate | CrewAI Inc. |"
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  {
   "url": "https://growai.in/ai-agent-frameworks-comparison-2026",
   "title": "Top 7 AI Agent Frameworks Compared: LangGraph vs CrewAI vs AutoGen vs n8n (2026)",
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    "| **n8n** | Visual (JS runtime) | Yes \u2014 via AI Agent node | **Yes (fully visual)** | Non-developers, rapid automation, business operations, SaaS integration | **Low** | n8n GmbH |"
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   "repository_evidence": null,
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  {
   "url": "https://tokrepo.com/en/packs/multi-agent-frameworks",
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   "repository": null,
   "stars": "16600",
   "description": null,
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   "project_evidence": [
    "TOKREPO \u00b7 ARSENAL",
    "## What's in this pack",
    "CAMEL, LangGraph, DeepAgents, GPT Researcher \u2014 frameworks for orchestrating teams of agents in production.",
    "Skill#01",
    "[CAMEL \u2014 Multi-Agent Framework at Scale](/en/workflows/camel-multi-agent-framework-scale-23732313)",
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    "TOKREPO \u00b7 ARSENAL",
    "## What's in this pack",
    "CAMEL, LangGraph, DeepAgents, GPT Researcher \u2014 frameworks for orchestrating teams of agents in production.",
    "Skill#01",
    "[CAMEL \u2014 Multi-Agent Framework at Scale](/en/workflows/camel-multi-agent-framework-scale-23732313)",
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   "stars": "28000",
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   "license": null,
   "project_evidence": [
    "TOKREPO \u00b7 ARSENAL",
    "## What's in this pack",
    "CAMEL, LangGraph, DeepAgents, GPT Researcher \u2014 frameworks for orchestrating teams of agents in production.",
    "Skill#02",
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   "repository_evidence": null,
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    "TOKREPO \u00b7 ARSENAL",
    "## What's in this pack",
    "CAMEL, LangGraph, DeepAgents, GPT Researcher \u2014 frameworks for orchestrating teams of agents in production.",
    "Skill#02",
    "[LangGraph \u2014 Build Stateful AI Agents as Graphs](/en/workflows/langgraph-build-stateful-ai-agents-graphs-cc1a6ed2)",
    "LangChain framework for building resilient, stateful AI agents as graphs. Supports cycles, branching, persistence, human-in-the-loop, and streaming. 28K+ stars."
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   "license_evidence": null
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   "title": "Multi-Agent Frameworks: CAMEL, LangGraph, DeepAgents picks",
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    "TOKREPO \u00b7 ARSENAL",
    "## What's in this pack",
    "CAMEL, LangGraph, DeepAgents, GPT Researcher \u2014 frameworks for orchestrating teams of agents in production.",
    "Skill#03",
    "[DeepAgents \u2014 Multi-Step Agent Framework by LangChain](/en/workflows/deepagents-multi-step-agent-framework-langchain-ac820f80)",
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    "TOKREPO \u00b7 ARSENAL",
    "## What's in this pack",
    "CAMEL, LangGraph, DeepAgents, GPT Researcher \u2014 frameworks for orchestrating teams of agents in production.",
    "Skill#03",
    "[DeepAgents \u2014 Multi-Step Agent Framework by LangChain](/en/workflows/deepagents-multi-step-agent-framework-langchain-ac820f80)",
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   "stars": null,
   "description": null,
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    "TOKREPO \u00b7 ARSENAL",
    "## What's in this pack",
    "CAMEL, LangGraph, DeepAgents, GPT Researcher \u2014 frameworks for orchestrating teams of agents in production.",
    "Skill#04",
    "[GPT Researcher \u2014 Autonomous Research Report Agent](/en/workflows/gpt-researcher-autonomous-research-report-agent-23330210)",
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   "repository_evidence": null,
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    "TOKREPO \u00b7 ARSENAL",
    "What's inside",
    "Script#05",
    "[Goose \u2014 AI Developer Agent by Block](/en/workflows/goose-ai-developer-agent-block-dedbb70b)",
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   "project": "Claude-Flow",
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   "project_evidence": [
    "TOKREPO \u00b7 ARSENAL",
    "What's inside",
    "Skill#06",
    "[Claude-Flow \u2014 Multi-Agent Orchestration for Claude Code](/en/workflows/claude-flow-multi-agent-orchestration-claude-code-34ff4f3b)",
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   "stars": "8000",
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    "TOKREPO \u00b7 ARSENAL",
    "What's inside",
    "[OpenAI Agents SDK \u2014 Build Multi-Agent Systems in Python](/en/workflows/openai-agents-sdk-build-multi-agent-systems-python-38035d0b)",
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   "stars_evidence": [
    "TOKREPO \u00b7 ARSENAL",
    "What's inside",
    "[OpenAI Agents SDK \u2014 Build Multi-Agent Systems in Python](/en/workflows/openai-agents-sdk-build-multi-agent-systems-python-38035d0b)",
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   "stars": "27000",
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    "## \ud83d\udcd6 What Is the OpenAI Agents SDK?",
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    "## \ud83d\udcd6 What Is the OpenAI Agents SDK?",
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    "### Awesome Lists containing this project"
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    "### Awesome Lists containing this project"
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   "project_evidence": [
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   "license": null,
   "project_evidence": [
    "Adoption and Ecosystem Health: A Longitudinal Analysis of Open-Source Multi-Agent Frameworks",
    "Lower-profile frameworks such as Pydantic-AI show higher contributor density, indicating deeper adoption."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://researchia.net/explorer/b6f6b610-fe59-4121-968f-3ad8c7a3990a",
   "title": "Adoption and Ecosystem Health: A Longitudinal Analysis of Open-Source Multi-Agent Frameworks",
   "project": "MetaGPT",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adoption and Ecosystem Health: A Longitudinal Analysis of Open-Source Multi-Agent Frameworks",
    "MetaGPT and LangFlow have contributor density ratios below 5 even with their high visibility."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://researchia.net/explorer/b6f6b610-fe59-4121-968f-3ad8c7a3990a",
   "title": "Adoption and Ecosystem Health: A Longitudinal Analysis of Open-Source Multi-Agent Frameworks",
   "project": "LangFlow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adoption and Ecosystem Health: A Longitudinal Analysis of Open-Source Multi-Agent Frameworks",
    "MetaGPT and LangFlow have contributor density ratios below 5 even with their high visibility."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://researchia.net/explorer/b6f6b610-fe59-4121-968f-3ad8c7a3990a",
   "title": "Adoption and Ecosystem Health: A Longitudinal Analysis of Open-Source Multi-Agent Frameworks",
   "project": "Openai-agents-python",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adoption and Ecosystem Health: A Longitudinal Analysis of Open-Source Multi-Agent Frameworks",
    "Openai-agents-python's limited contributor base suggests institutional backing alone does not ensure community depth."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/multi-agent-systems-2025",
   "title": "Multi-Agent AI Systems in 2026: Frameworks, Patterns, Production",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## TL;DR: Multi-Agent AI Frameworks in 2026",
    "TL;DR: Multi-Agent AI Frameworks in 2026",
    "| Framework | Best for | License | OTel-compatible tracing | Durable state |",
    "| **LangGraph** | Graph-based orchestration with checkpoints | MIT | Yes (via instrumentor) | Yes (checkpointer) |",
    "### LangGraph",
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   ],
   "repository_evidence": [
    "## TL;DR: Multi-Agent AI Frameworks in 2026",
    "TL;DR: Multi-Agent AI Frameworks in 2026",
    "### LangGraph",
    "- Repo: [github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "url": "https://futureagi.com/blog/multi-agent-systems-2025",
   "title": "Multi-Agent AI Systems in 2026: Frameworks, Patterns, Production",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
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   "description": null,
   "license": null,
   "project_evidence": [
    "## TL;DR: Multi-Agent AI Frameworks in 2026",
    "TL;DR: Multi-Agent AI Frameworks in 2026",
    "| Framework | Best for | License | OTel-compatible tracing | Durable state |",
    "| **CrewAI** | Role-based crews with hierarchical process | MIT | Yes (via instrumentor) | Partial (flows) |",
    "### CrewAI",
    "CrewAI builds on the \u201ccrew\u201d metaphor."
   ],
   "repository_evidence": [
    "## TL;DR: Multi-Agent AI Frameworks in 2026",
    "TL;DR: Multi-Agent AI Frameworks in 2026",
    "### CrewAI",
    "- Repo: [github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "url": "https://futureagi.com/blog/multi-agent-systems-2025",
   "title": "Multi-Agent AI Systems in 2026: Frameworks, Patterns, Production",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## TL;DR: Multi-Agent AI Frameworks in 2026",
    "TL;DR: Multi-Agent AI Frameworks in 2026",
    "| Framework | Best for | License | OTel-compatible tracing | Durable state |",
    "| **OpenAI Agents SDK** | OpenAI-native runtime, handoffs, guardrails | MIT | Yes (native + instrumentor) | App-managed |",
    "### OpenAI Agents SDK",
    "The OpenAI Agents SDK is the production successor to the Swarm experimental library, which is now archived."
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   "repository_evidence": [
    "## TL;DR: Multi-Agent AI Frameworks in 2026",
    "TL;DR: Multi-Agent AI Frameworks in 2026",
    "### OpenAI Agents SDK",
    "- Repo: [github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python)"
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   "stars_evidence": null,
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   "license_evidence": null
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   "url": "https://futureagi.com/blog/multi-agent-systems-2025",
   "title": "Multi-Agent AI Systems in 2026: Frameworks, Patterns, Production",
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   "description": null,
   "license": null,
   "project_evidence": [
    "## TL;DR: Multi-Agent AI Frameworks in 2026",
    "TL;DR: Multi-Agent AI Frameworks in 2026",
    "| Framework | Best for | License | OTel-compatible tracing | Durable state |",
    "| **Microsoft Agent Framework** | .NET and Python, Azure-native, AutoGen successor | MIT | Yes (via instrumentor) | Yes (runtime) |",
    "### Microsoft Agent Framework",
    "Microsoft unified Semantic Kernel and AutoGen into one stack called Microsoft Agent Framework."
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   "repository_evidence": [
    "## TL;DR: Multi-Agent AI Frameworks in 2026",
    "TL;DR: Multi-Agent AI Frameworks in 2026",
    "### Microsoft Agent Framework",
    "- Repo: [github.com/microsoft/agent-framework](https://github.com/microsoft/agent-framework)"
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   "license_evidence": null
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   "url": "https://futureagi.com/blog/multi-agent-systems-2025",
   "title": "Multi-Agent AI Systems in 2026: Frameworks, Patterns, Production",
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   "project_evidence": [
    "## TL;DR: Multi-Agent AI Frameworks in 2026",
    "TL;DR: Multi-Agent AI Frameworks in 2026",
    "| Framework | Best for | License | OTel-compatible tracing | Durable state |",
    "| **AutoGen v0.4+ (legacy)** | Async conversation programming, Studio UI; still in use, Microsoft Agent Framework is the active successor | CC-BY-4.0 + MIT | Yes (via instrumentor) | Yes |",
    "### AutoGen v0.4+ (legacy, included for the standalone installed base)",
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   "repository_evidence": [
    "## TL;DR: Multi-Agent AI Frameworks in 2026",
    "TL;DR: Multi-Agent AI Frameworks in 2026",
    "### AutoGen v0.4+ (legacy, included for the standalone installed base)",
    "- Repo: [github.com/microsoft/autogen](https://github.com/microsoft/autogen)"
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   "license_evidence": null
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   "url": "https://rywalker.com/research/agno",
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    "## Executive Summary",
    "The framework, rebranded from Phidata in January 2025, has 40K+ [GitHub](/research/t/github) stars (40,629 as of June 2026) \u2014 the highest star count of any agent framework in this comparison \u2014 under an Apache 2.0 license, with 424 contributors, 196 releases, and v2.6.13 shipped June 10, 2026.[2]"
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    "### When to Choose Agno Over Alternatives",
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    "- **Choose CrewAI when:** you want enterprise support with proven Fortune 500 deployment patterns"
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    "### When to Choose Agno Over Alternatives",
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    "# The Incredible AI Agents",
    "## Frameworks, Libraries & Development Tools",
    "### Core Agent Frameworks",
    "- [OpenAI Agents Python](https://github.com/openai/openai-agents-python) - OpenAI's lightweight multi-agent workflow framework"
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    "## Frameworks, Libraries & Development Tools",
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    "## Frameworks, Libraries & Development Tools",
    "### Core Agent Frameworks",
    "- [LangChain](https://github.com/langchain-ai/langchain) - Building applications with LLMs through composability"
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    "# The Incredible AI Agents",
    "## Frameworks, Libraries & Development Tools",
    "### Core Agent Frameworks",
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    "## Frameworks, Libraries & Development Tools",
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    "# The Incredible AI Agents",
    "## Frameworks, Libraries & Development Tools",
    "### Core Agent Frameworks",
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    "## Frameworks, Libraries & Development Tools",
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    "## Frameworks, Libraries & Development Tools",
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    "## Frameworks, Libraries & Development Tools",
    "### Core Agent Frameworks",
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    "## Frameworks, Libraries & Development Tools",
    "### Core Agent Frameworks",
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    "## Frameworks, Libraries & Development Tools",
    "### Core Agent Frameworks",
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   "repository_evidence": [
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    "## Frameworks, Libraries & Development Tools",
    "### Core Agent Frameworks",
    "- [AutoGen](https://github.com/microsoft/autogen) - Multi-agent conversation framework"
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    "## Frameworks, Libraries & Development Tools",
    "### Core Agent Frameworks",
    "- [Haystack](https://github.com/deepset-ai/haystack) - End-to-end NLP framework"
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    "## Frameworks, Libraries & Development Tools",
    "### Core Agent Frameworks",
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    "## Frameworks, Libraries & Development Tools",
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    "## Frameworks, Libraries & Development Tools",
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    "## Frameworks, Libraries & Development Tools",
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    "## Frameworks, Libraries & Development Tools",
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    "## Frameworks, Libraries & Development Tools",
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    "## Frameworks, Libraries & Development Tools",
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    "## Frameworks, Libraries & Development Tools",
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    "## Frameworks, Libraries & Development Tools",
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    "## Frameworks, Libraries & Development Tools",
    "### Core Agent Frameworks",
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   "description": null,
   "license": null,
   "project_evidence": [
    "### 8. Other Frameworks",
    "- [Camel-AI](https://github.com/camel-ai/camel) \u2014 Role-playing agents with conversation curricula for cooperative task-solving."
   ],
   "repository_evidence": [
    "### 8. Other Frameworks",
    "- [Camel-AI](https://github.com/camel-ai/camel) \u2014 Role-playing agents with conversation curricula for cooperative task-solving."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mergisi/awesome-ai-agent-frameworks/blob/main/README.md",
   "title": "awesome-ai-agent-frameworks/README.md at main \u00b7 mergisi/awesome-ai-agent-frameworks",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 8. Other Frameworks",
    "- [OpenHands](https://github.com/All-Hands-AI/OpenHands) \u2014 Computer-use/desktop-control agents for browser and OS actions."
   ],
   "repository_evidence": [
    "### 8. Other Frameworks",
    "- [OpenHands](https://github.com/All-Hands-AI/OpenHands) \u2014 Computer-use/desktop-control agents for browser and OS actions."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mergisi/awesome-ai-agent-frameworks/blob/main/README.md",
   "title": "awesome-ai-agent-frameworks/README.md at main \u00b7 mergisi/awesome-ai-agent-frameworks",
   "project": "AgentScope",
   "repository": "https://github.com/agentscope-ai/agentscope",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 8. Other Frameworks",
    "- [AgentScope](https://github.com/agentscope-ai/agentscope) \u2014 Alibaba\u2019s framework for building and evaluating scalable multi-agent systems."
   ],
   "repository_evidence": [
    "### 8. Other Frameworks",
    "- [AgentScope](https://github.com/agentscope-ai/agentscope) \u2014 Alibaba\u2019s framework for building and evaluating scalable multi-agent systems."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mergisi/awesome-ai-agent-frameworks/blob/main/README.md",
   "title": "awesome-ai-agent-frameworks/README.md at main \u00b7 mergisi/awesome-ai-agent-frameworks",
   "project": "LangChain",
   "repository": "https://www.langchain.com/",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 8. Other Frameworks",
    "- [LangChain](https://www.langchain.com/) \u2014 Modular framework for building LLM applications with chains, tools, and agents."
   ],
   "repository_evidence": [
    "### 8. Other Frameworks",
    "- [LangChain](https://www.langchain.com/) \u2014 Modular framework for building LLM applications with chains, tools, and agents."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mergisi/awesome-ai-agent-frameworks/blob/main/README.md",
   "title": "awesome-ai-agent-frameworks/README.md at main \u00b7 mergisi/awesome-ai-agent-frameworks",
   "project": "AgentFlow",
   "repository": "https://github.com/lebrunel/agentflow",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 8. Other Frameworks",
    "- [AgentFlow](https://github.com/lebrunel/agentflow) \u2014 Low-code framework using Markdown and natural language for AI-powered workflows."
   ],
   "repository_evidence": [
    "### 8. Other Frameworks",
    "- [AgentFlow](https://github.com/lebrunel/agentflow) \u2014 Low-code framework using Markdown and natural language for AI-powered workflows."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mergisi/awesome-ai-agent-frameworks/blob/main/README.md",
   "title": "awesome-ai-agent-frameworks/README.md at main \u00b7 mergisi/awesome-ai-agent-frameworks",
   "project": "Atomic Agents",
   "repository": "https://github.com/BrainBlend-AI/atomic-agents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 8. Other Frameworks",
    "- [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents) \u2014 Lightweight, modular framework for building agentic AI pipelines with atomic components."
   ],
   "repository_evidence": [
    "### 8. Other Frameworks",
    "- [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents) \u2014 Lightweight, modular framework for building agentic AI pipelines with atomic components."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mergisi/awesome-ai-agent-frameworks/blob/main/README.md",
   "title": "awesome-ai-agent-frameworks/README.md at main \u00b7 mergisi/awesome-ai-agent-frameworks",
   "project": "PromptFlow",
   "repository": "https://github.com/microsoft/promptflow",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 8. Other Frameworks",
    "- [PromptFlow](https://github.com/microsoft/promptflow) \u2014 Microsoft\u2019s tool for developing and evaluating LLM-based flows."
   ],
   "repository_evidence": [
    "### 8. Other Frameworks",
    "- [PromptFlow](https://github.com/microsoft/promptflow) \u2014 Microsoft\u2019s tool for developing and evaluating LLM-based flows."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mergisi/awesome-ai-agent-frameworks/blob/main/README.md",
   "title": "awesome-ai-agent-frameworks/README.md at main \u00b7 mergisi/awesome-ai-agent-frameworks",
   "project": "n8n",
   "repository": "https://n8n.io/",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 8. Other Frameworks",
    "- [n8n](https://n8n.io/) \u2014 Workflow automation platform with AI capabilities for integrating agent-like tasks."
   ],
   "repository_evidence": [
    "### 8. Other Frameworks",
    "- [n8n](https://n8n.io/) \u2014 Workflow automation platform with AI capabilities for integrating agent-like tasks."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mergisi/awesome-ai-agent-frameworks/blob/main/README.md",
   "title": "awesome-ai-agent-frameworks/README.md at main \u00b7 mergisi/awesome-ai-agent-frameworks",
   "project": "OpenAgents",
   "repository": "https://github.com/xlang-ai/OpenAgents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 8. Other Frameworks",
    "- [OpenAgents](https://github.com/xlang-ai/OpenAgents) \u2014 Open platform for hosting and using language agents in real-world scenarios."
   ],
   "repository_evidence": [
    "### 8. Other Frameworks",
    "- [OpenAgents](https://github.com/xlang-ai/OpenAgents) \u2014 Open platform for hosting and using language agents in real-world scenarios."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mergisi/awesome-ai-agent-frameworks/blob/main/README.md",
   "title": "awesome-ai-agent-frameworks/README.md at main \u00b7 mergisi/awesome-ai-agent-frameworks",
   "project": "Lindy",
   "repository": "https://www.lindy.ai/",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 8. Other Frameworks",
    "- [Lindy](https://www.lindy.ai/) \u2014 AI agent platform for creating and managing business agents with simple prompts."
   ],
   "repository_evidence": [
    "### 8. Other Frameworks",
    "- [Lindy](https://www.lindy.ai/) \u2014 AI agent platform for creating and managing business agents with simple prompts."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentorg.run/alternatives/dify",
   "title": "Best Dify Alternatives in 2026 \u2014 Ranked & Compared",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "If you're leaving Dify but still want to build, Flowise is the closest open-source visual builder.",
    "## The quick recommendation",
    "![](/brand/integrations/flowise.png)Flowise",
    "An open-source, drag-and-drop builder for LLM apps and agent flows."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentorg.run/alternatives/dify",
   "title": "Best Dify Alternatives in 2026 \u2014 Ranked & Compared",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Choose CrewAI for code-level control and Relevance AI for low-code.",
    "## The quick recommendation",
    "CrewAI",
    "An open-source Python framework for orchestrating multiple AI agents (\u201ccrews\u201d) that you build and host yourself."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentorg.run/alternatives/dify",
   "title": "Best Dify Alternatives in 2026 \u2014 Ranked & Compared",
   "project": "Langflow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CrewAI suits code-level control, and Flowise or Langflow offer open-source visual building.",
    "### What is the best alternative to Dify?",
    "![](/brand/integrations/langflow.png)LangflowBest for developers prototyping RAG and agent pipelines visually.",
    "An open-source visual builder for LLM-powered apps and agent pipelines."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenticai-flow.com/en/posts/ai-agent-frameworks-comparison",
   "title": "\"AI Agent Framework Comparison - LangGraph vs CrewAI vs AutoGen: Which to Choose?\"",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Framework Comparison - LangGraph vs CrewAI vs AutoGen: Which to Choose?",
    "This article compares three major frameworks:",
    "- **LangGraph**: Low-level control with graph-based workflows",
    "### LangGraph"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenticai-flow.com/en/posts/ai-agent-frameworks-comparison",
   "title": "\"AI Agent Framework Comparison - LangGraph vs CrewAI vs AutoGen: Which to Choose?\"",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Framework Comparison - LangGraph vs CrewAI vs AutoGen: Which to Choose?",
    "This article compares three major frameworks:",
    "- **CrewAI**: High-level abstraction for rapid development",
    "### CrewAI"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenticai-flow.com/en/posts/ai-agent-frameworks-comparison",
   "title": "\"AI Agent Framework Comparison - LangGraph vs CrewAI vs AutoGen: Which to Choose?\"",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Framework Comparison - LangGraph vs CrewAI vs AutoGen: Which to Choose?",
    "This article compares three major frameworks:",
    "- **AutoGen**: Conversational agents from Microsoft Research",
    "### AutoGen"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentiveaiagents.com/ai-agent-tools-list-2026",
   "title": "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
   "project": "LangGraph",
   "repository": null,
   "stars": "33900",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
    "AI Agent Orchestration Frameworks Compared",
    "| **LangGraph** | Python | Complex stateful workflows, HITL | 33,900+ | Over-engineering simple tasks |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
    "AI Agent Orchestration Frameworks Compared",
    "| **LangGraph** | Python | Complex stateful workflows, HITL | 33,900+ | Over-engineering simple tasks |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentiveaiagents.com/ai-agent-tools-list-2026",
   "title": "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
   "project": "CrewAI",
   "repository": null,
   "stars": "41871",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
    "AI Agent Orchestration Frameworks Compared",
    "| **CrewAI** | Python | Role-based multi-agent prototypes | 41,871 | Poor state persistence in long runs |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
    "AI Agent Orchestration Frameworks Compared",
    "| **CrewAI** | Python | Role-based multi-agent prototypes | 41,871 | Poor state persistence in long runs |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentiveaiagents.com/ai-agent-tools-list-2026",
   "title": "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
   "project": "AutoGen / AG2",
   "repository": null,
   "stars": "40000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
    "AI Agent Orchestration Frameworks Compared",
    "| **AutoGen / AG2** | Python | Research, conversational agents | 40,000+ | v0.4 / AG2 API fragmentation |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
    "AI Agent Orchestration Frameworks Compared",
    "| **AutoGen / AG2** | Python | Research, conversational agents | 40,000+ | v0.4 / AG2 API fragmentation |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentiveaiagents.com/ai-agent-tools-list-2026",
   "title": "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
   "project": "Mastra",
   "repository": null,
   "stars": "22000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
    "AI Agent Orchestration Frameworks Compared",
    "| **Mastra** | TypeScript | Full-stack TypeScript teams | 22,000+ | Younger ecosystem, fewer integrations |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
    "AI Agent Orchestration Frameworks Compared",
    "| **Mastra** | TypeScript | Full-stack TypeScript teams | 22,000+ | Younger ecosystem, fewer integrations |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentiveaiagents.com/ai-agent-tools-list-2026",
   "title": "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
    "AI Agent Orchestration Frameworks Compared",
    "| **OpenAI Agents SDK** | Python / TS | OpenAI-native, fast setup | \u2014 | Vendor lock-in |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentiveaiagents.com/ai-agent-tools-list-2026",
   "title": "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
   "project": "Claude Agent SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
    "AI Agent Orchestration Frameworks Compared",
    "| **Claude Agent SDK** | Python / TS | Anthropic-native, MCP-first | \u2014 | Less tested outside Claude |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentiveaiagents.com/ai-agent-tools-list-2026",
   "title": "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "12000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
    "AI Agent Orchestration Frameworks Compared",
    "| **Pydantic AI** | Python | Type-safe, structured outputs | 12,000+ | Not built for heavy multi-agent use |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
    "AI Agent Orchestration Frameworks Compared",
    "| **Pydantic AI** | Python | Type-safe, structured outputs | 12,000+ | Not built for heavy multi-agent use |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentiveaiagents.com/ai-agent-tools-list-2026",
   "title": "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
   "project": "Smolagents",
   "repository": null,
   "stars": "15000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
    "AI Agent Orchestration Frameworks Compared",
    "| **Smolagents** | Python | Single-agent scripts, research tasks | 15,000+ | Not built for enterprise orchestration |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
    "AI Agent Orchestration Frameworks Compared",
    "| **Smolagents** | Python | Single-agent scripts, research tasks | 15,000+ | Not built for enterprise orchestration |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentiveaiagents.com/ai-agent-tools-list-2026",
   "title": "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
   "project": "Agno",
   "repository": null,
   "stars": "36000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
    "### Open Source AI Agent Tools Worth Watching in 2026",
    "- **Agno** : A multi-agent framework with a runtime and control plane for managing agent deployments at scale (36,000+ GitHub stars)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
    "### Open Source AI Agent Tools Worth Watching in 2026",
    "- **Agno** : A multi-agent framework with a runtime and control plane for managing agent deployments at scale (36,000+ GitHub stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentiveaiagents.com/ai-agent-tools-list-2026",
   "title": "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
   "project": "Haystack by deepset",
   "repository": null,
   "stars": "23700",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
    "### Open Source AI Agent Tools Worth Watching in 2026",
    "- **Haystack by deepset** : Production-ready orchestration focused on[ RAG pipelines](https://agentiveaiagents.com/market-research-strategy-template/) and document-heavy AI applications (23,700+ stars)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
    "### Open Source AI Agent Tools Worth Watching in 2026",
    "- **Haystack by deepset** : Production-ready orchestration focused on[ RAG pipelines](https://agentiveaiagents.com/market-research-strategy-template/) and document-heavy AI applications (23,700+ stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentiveaiagents.com/ai-agent-tools-list-2026",
   "title": "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
    "### Open Source AI Agent Tools Worth Watching in 2026",
    "- [**Semantic Kernel** ](https://agentiveaiagents.com/microsoft-copilot-stack/): Microsoft\u2019s enterprise-oriented framework with first-class support for C#, Python, and Java : the only major framework with strong .NET coverage"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentiveaiagents.com/ai-agent-tools-list-2026",
   "title": "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
   "project": "Vercel AI SDK",
   "repository": null,
   "stars": "20400",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
    "### Open Source AI Agent Tools Worth Watching in 2026",
    "- **Vercel AI SDK** : The TypeScript toolkit from the creators of Next.js, designed for AI-powered web applications (20,400+ stars)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Tools List 2026: 12 Frameworks Ranked for Production",
    "### Open Source AI Agent Tools Worth Watching in 2026",
    "- **Vercel AI SDK** : The TypeScript toolkit from the creators of Next.js, designed for AI-powered web applications (20,400+ stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ignaite.app/apps/sim",
   "title": "Sim \u2014 Ignaite",
   "project": "Sim Studio",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Sim",
    "Open-source visual builder to create, deploy, and orchestrate AI agents.",
    "- [Flowise vs Langflow vs n8n vs Sim Studio: Visual Agent Builder Comparison 2026MadAppGang \u00b7 comparison](https://madappgang.com/blog/open-source-visual-agent-builders-compared-flowise-vs-langflow-vs-n8n-vs-sim-studio-in-2026/)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ignaite.app/apps/sim",
   "title": "Sim \u2014 Ignaite",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OrchestrationFREEMIUMOpen core",
    "### Flowise",
    "FlowiseAI",
    "Visually build AI agents and LLM workflows \u2014 drag-and-drop, self-hosted.",
    "- [View Flowise details](/apps/flowise)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ignaite.app/apps/sim",
   "title": "Sim \u2014 Ignaite",
   "project": "n8n",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OrchestrationFREEMIUM",
    "### n8n",
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    "| [langchain](/projects/langchain) | Framework | 142.3K | +599 | Strong86/100 | Python | 17h ago |",
    "Open source LLM projects with context",
    "### [langchain](/projects/langchain)",
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    "| [awesome-llm-apps](/projects/awesome-llm-apps) | Framework | 126.2K | +16.4K | Healthy76/100 | Python | 1d ago |",
    "Open source LLM projects with context",
    "### [awesome-llm-apps](/projects/awesome-llm-apps)"
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    "Open source LLM projects with context",
    "### [awesome-llm-apps](/projects/awesome-llm-apps)",
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    "Best Open Source LLM Projects in 2026",
    "Open source LLM projects with context",
    "### [TradingAgents](/projects/tradingagents)"
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    "Best Open Source LLM Projects in 2026",
    "Open source LLM projects with context",
    "### [TradingAgents](/projects/tradingagents)",
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    "Best Open Source LLM Projects in 2026",
    "Open source LLM projects with context",
    "### [graphify](/projects/graphify)"
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    "Best Open Source LLM Projects in 2026",
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    "### [ponytail](/projects/ponytail)"
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    "### [ponytail](/projects/ponytail)",
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    "Best Open Source LLM Projects in 2026",
    "Open source LLM projects with context",
    "### [PaddleOCR](/projects/paddleocr)"
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    "### [deer-flow](/projects/deer-flow)"
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    "Best Open Source LLM Projects in 2026",
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    "### [OpenHands](/projects/openhands)"
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    "### [OpenHands](/projects/openhands)",
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  {
   "url": "https://aimultiple.com/agentic-frameworks",
   "title": "Top 5 Open-Source Agentic AI Frameworks in 2026",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Cem Dilmegani and Nazl\u0131 \u015eipi (2026) - \"Top 5 Open-Source Agentic AI Frameworks in 2026\".",
    "LangGraph is the fastest framework with the lowest latency values across all tasks, while LangChain has the highest latency and token usage."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
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  {
   "url": "https://aimultiple.com/agentic-frameworks",
   "title": "Top 5 Open-Source Agentic AI Frameworks in 2026",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Cem Dilmegani and Nazl\u0131 \u015eipi (2026) - \"Top 5 Open-Source Agentic AI Frameworks in 2026\".",
    "LangGraph is the fastest framework with the lowest latency values across all tasks, while LangChain has the highest latency and token usage."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  {
   "url": "https://aimultiple.com/agentic-frameworks",
   "title": "Top 5 Open-Source Agentic AI Frameworks in 2026",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Cem Dilmegani and Nazl\u0131 \u015eipi (2026) - \"Top 5 Open-Source Agentic AI Frameworks in 2026\".",
    "Across 5 tasks and 2,000 runs, LangChain emerges as the most token-efficient framework, while AutoGen leads in latency; LangGraph and LangChain follow closely behind."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://aimultiple.com/agentic-frameworks",
   "title": "Top 5 Open-Source Agentic AI Frameworks in 2026",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Cem Dilmegani and Nazl\u0131 \u015eipi (2026) - \"Top 5 Open-Source Agentic AI Frameworks in 2026\".",
    "CrewAI draws the heaviest overall profile."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aimultiple.com/agentic-frameworks",
   "title": "Top 5 Open-Source Agentic AI Frameworks in 2026",
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   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Cem Dilmegani and Nazl\u0131 \u015eipi (2026) - \"Top 5 Open-Source Agentic AI Frameworks in 2026\".",
    "### **OpenAI Swarm**"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://masturbyte.com/orchestration.html",
   "title": "AI Orchestration Frameworks Compared",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "95000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Orchestration Frameworks: The Definitive Guide",
    "We cover LangChain, LangGraph, CrewAI, AutoGen, Semantic Kernel, and Haystack - with real, working code examples, honest comparisons, and production-ready patterns.",
    "[LangChain](https://github.com/langchain-ai/langchain) is the most widely adopted AI orchestration framework."
   ],
   "repository_evidence": [
    "# AI Orchestration Frameworks: The Definitive Guide",
    "We cover LangChain, LangGraph, CrewAI, AutoGen, Semantic Kernel, and Haystack - with real, working code examples, honest comparisons, and production-ready patterns.",
    "[LangChain](https://github.com/langchain-ai/langchain) is the most widely adopted AI orchestration framework."
   ],
   "stars_evidence": [
    "## 8. Framework Comparison",
    "Here's an honest, side-by-side comparison of every framework we've covered:",
    "| Framework | Best For | Learning Curve | Agent Support | Multi-Agent | Streaming | Production Ready | Languages | Community |",
    "| **LangChain** | RAG, chains, general orchestration | Medium | \u2705 Good (via LangGraph) | \u26a0\ufe0f Basic | \u2705 Native | \u2705 Yes | Python, JS/TS | \ud83d\udd25 Largest (95k+ \u2b50) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://masturbyte.com/orchestration.html",
   "title": "AI Orchestration Frameworks Compared",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "10000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Orchestration Frameworks: The Definitive Guide",
    "We cover LangChain, LangGraph, CrewAI, AutoGen, Semantic Kernel, and Haystack - with real, working code examples, honest comparisons, and production-ready patterns.",
    "[LangGraph](https://github.com/langchain-ai/langgraph) is LangChain's framework for building **stateful, multi-step agent workflows** as graphs."
   ],
   "repository_evidence": [
    "# AI Orchestration Frameworks: The Definitive Guide",
    "We cover LangChain, LangGraph, CrewAI, AutoGen, Semantic Kernel, and Haystack - with real, working code examples, honest comparisons, and production-ready patterns.",
    "[LangGraph](https://github.com/langchain-ai/langgraph) is LangChain's framework for building **stateful, multi-step agent workflows** as graphs."
   ],
   "stars_evidence": [
    "## 8. Framework Comparison",
    "Here's an honest, side-by-side comparison of every framework we've covered:",
    "| Framework | Best For | Learning Curve | Agent Support | Multi-Agent | Streaming | Production Ready | Languages | Community |",
    "| **LangGraph** | Complex agents, stateful workflows | High | \u2705 Excellent | \u2705 Yes | \u2705 Native | \u2705 Yes | Python, JS/TS | Growing (10k+ \u2b50) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://masturbyte.com/orchestration.html",
   "title": "AI Orchestration Frameworks Compared",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": "25000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Orchestration Frameworks: The Definitive Guide",
    "We cover LangChain, LangGraph, CrewAI, AutoGen, Semantic Kernel, and Haystack - with real, working code examples, honest comparisons, and production-ready patterns.",
    "[CrewAI](https://github.com/joaomdmoura/crewAI) takes a fundamentally different approach: instead of graphs and chains, you define **agents with roles**, assign them **tasks**, and organize them into **crews**."
   ],
   "repository_evidence": [
    "# AI Orchestration Frameworks: The Definitive Guide",
    "We cover LangChain, LangGraph, CrewAI, AutoGen, Semantic Kernel, and Haystack - with real, working code examples, honest comparisons, and production-ready patterns.",
    "[CrewAI](https://github.com/joaomdmoura/crewAI) takes a fundamentally different approach: instead of graphs and chains, you define **agents with roles**, assign them **tasks**, and organize them into **crews**."
   ],
   "stars_evidence": [
    "## 8. Framework Comparison",
    "Here's an honest, side-by-side comparison of every framework we've covered:",
    "| Framework | Best For | Learning Curve | Agent Support | Multi-Agent | Streaming | Production Ready | Languages | Community |",
    "| **CrewAI** | Multi-agent teams, role-based tasks | Low | \u2705 Excellent | \u2705 Core feature | \u26a0\ufe0f Limited | \u26a0\ufe0f Maturing | Python | Fast-growing (25k+ \u2b50) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://masturbyte.com/orchestration.html",
   "title": "AI Orchestration Frameworks Compared",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "35000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Orchestration Frameworks: The Definitive Guide",
    "We cover LangChain, LangGraph, CrewAI, AutoGen, Semantic Kernel, and Haystack - with real, working code examples, honest comparisons, and production-ready patterns.",
    "[AutoGen](https://github.com/microsoft/autogen) is Microsoft's framework for building multi-agent **conversations**."
   ],
   "repository_evidence": [
    "# AI Orchestration Frameworks: The Definitive Guide",
    "We cover LangChain, LangGraph, CrewAI, AutoGen, Semantic Kernel, and Haystack - with real, working code examples, honest comparisons, and production-ready patterns.",
    "[AutoGen](https://github.com/microsoft/autogen) is Microsoft's framework for building multi-agent **conversations**."
   ],
   "stars_evidence": [
    "## 8. Framework Comparison",
    "Here's an honest, side-by-side comparison of every framework we've covered:",
    "| Framework | Best For | Learning Curve | Agent Support | Multi-Agent | Streaming | Production Ready | Languages | Community |",
    "| **AutoGen** | Conversational agents, code generation | Medium | \u2705 Excellent | \u2705 Core feature | \u2705 Yes | \u26a0\ufe0f Maturing | Python, .NET | Large (35k+ \u2b50) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://masturbyte.com/orchestration.html",
   "title": "AI Orchestration Frameworks Compared",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": "22000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Orchestration Frameworks: The Definitive Guide",
    "We cover LangChain, LangGraph, CrewAI, AutoGen, Semantic Kernel, and Haystack - with real, working code examples, honest comparisons, and production-ready patterns.",
    "[Semantic Kernel](https://github.com/microsoft/semantic-kernel) is Microsoft's SDK for integrating AI into applications."
   ],
   "repository_evidence": [
    "# AI Orchestration Frameworks: The Definitive Guide",
    "We cover LangChain, LangGraph, CrewAI, AutoGen, Semantic Kernel, and Haystack - with real, working code examples, honest comparisons, and production-ready patterns.",
    "[Semantic Kernel](https://github.com/microsoft/semantic-kernel) is Microsoft's SDK for integrating AI into applications."
   ],
   "stars_evidence": [
    "## 8. Framework Comparison",
    "Here's an honest, side-by-side comparison of every framework we've covered:",
    "| Framework | Best For | Learning Curve | Agent Support | Multi-Agent | Streaming | Production Ready | Languages | Community |",
    "| **Semantic Kernel** | Enterprise, .NET, Azure integration | Medium-High | \u2705 Good | \u26a0\ufe0f Basic | \u2705 Yes | \u2705 Yes | C#, Python, Java | Solid (22k+ \u2b50) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://masturbyte.com/orchestration.html",
   "title": "AI Orchestration Frameworks Compared",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "18000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Orchestration Frameworks: The Definitive Guide",
    "We cover LangChain, LangGraph, CrewAI, AutoGen, Semantic Kernel, and Haystack - with real, working code examples, honest comparisons, and production-ready patterns.",
    "[Haystack](https://github.com/deepset-ai/haystack) by deepset is a framework purpose-built for **document processing and RAG pipelines**."
   ],
   "repository_evidence": [
    "# AI Orchestration Frameworks: The Definitive Guide",
    "We cover LangChain, LangGraph, CrewAI, AutoGen, Semantic Kernel, and Haystack - with real, working code examples, honest comparisons, and production-ready patterns.",
    "[Haystack](https://github.com/deepset-ai/haystack) by deepset is a framework purpose-built for **document processing and RAG pipelines**."
   ],
   "stars_evidence": [
    "## 8. Framework Comparison",
    "Here's an honest, side-by-side comparison of every framework we've covered:",
    "| Framework | Best For | Learning Curve | Agent Support | Multi-Agent | Streaming | Production Ready | Languages | Community |",
    "| **Haystack** | Document processing, RAG, search | Medium | \u26a0\ufe0f Basic | \u274c No | \u2705 Yes | \u2705 Yes | Python | Established (18k+ \u2b50) |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trendix.tech/langgraph-vs-crewai-vs-autogen-2026",
   "title": "LangGraph vs CrewAI vs OpenAI Agents SDK vs AutoGen",
   "project": "LangGraph",
   "repository": null,
   "stars": "25000",
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Engineering Guide \u00b7 Updated May 2026",
    "LangGraph vs CrewAI vs OpenAI Agents SDK vs AutoGen: *The Definitive 2026 Breakdown*",
    "**LangGraph surpassed CrewAI in GitHub stars** during early 2026, driven by enterprise adoption and its graph-based architecture that maps cleanly to regulated-industry requirements: audit trails, rollback points, [human-in-the-loop](https://www.trendix.tech/human-in-the-loop-ai/) checkpoints."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Engineering Guide \u00b7 Updated May 2026",
    "LangGraph\nThe production workhorse",
    "25k+ GitHub Stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/the-hermes-agent-ecosystem-in-2026-22-releases-188k-stars-and-the-open-source-runtime-powering-jkm",
   "title": "The Hermes Agent Ecosystem in 2026: 22 Releases, 188K Stars, and the Open-Source Runtime Powering the Agent Economy",
   "project": "Hermes Agent",
   "repository": null,
   "stars": "188000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Hermes Agent Ecosystem in 2026: 22 Releases, 188K Stars, and the Open-Source Runtime Powering the Agent Economy",
    "**TL;DR:** Hermes Agent, the open-source AI agent runtime by Nous Research, has grown from 40,000 to 188,000 GitHub stars between April and June 2026 \u2014 a rate of 24,000 stars per week at its peak."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The Hermes Agent Ecosystem in 2026: 22 Releases, 188K Stars, and the Open-Source Runtime Powering the Agent Economy",
    "**TL;DR:** Hermes Agent, the open-source AI agent runtime by Nous Research, has grown from 40,000 to 188,000 GitHub stars between April and June 2026 \u2014 a rate of 24,000 stars per week at its peak."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fgoogle%2Fax",
   "title": "Ecosyste.ms: Awesome",
   "project": "AX",
   "repository": "https://github.com/google/ax",
   "stars": "1673",
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/google/ax",
    "- [awesome-agent-frameworks](/lists/alexbevi%2Fawesome-agent-frameworks) - AX (Agent Executor) - AX (Agent eXecutor) is Google's open source distributed agent runtime, written in Go and licensed Apache-2.0. (Agent graph / runtime)"
   ],
   "repository_evidence": [
    "# https://github.com/google/ax",
    "[https://github.com/google/ax](https://github.com/google/ax)",
    "- Host: GitHub"
   ],
   "stars_evidence": [
    "# https://github.com/google/ax",
    "- Stars: 1,673"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://stackswap.ai/dify-vs-flowise",
   "title": "Dify vs Flowise (2026): Production LLM Builder vs Prototype-Friendly UI",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Operator-grade comparison",
    "# Dify vs Flowise (2026): Production LLM Builder vs Prototype-Friendly UI",
    "Dify and Flowise are both open-source visual builders for LLM apps + agents, but they're targeted at different stages of the build cycle.",
    "| License | Open-source (Apache 2.0) | Open-source (Apache 2.0) |",
    "## Pricing + capability comparison"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://stackswap.ai/dify-vs-flowise",
   "title": "Dify vs Flowise (2026): Production LLM Builder vs Prototype-Friendly UI",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Operator-grade comparison",
    "# Dify vs Flowise (2026): Production LLM Builder vs Prototype-Friendly UI",
    "Dify and Flowise are both open-source visual builders for LLM apps + agents, but they're targeted at different stages of the build cycle.",
    "| License | Open-source (Apache 2.0) | Open-source (Apache 2.0) |",
    "## Pricing + capability comparison"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/yugantm/i-ranked-171-ai-agents-by-trust-heres-what-i-found-about-safety-and-transparency-2imk",
   "title": "I Ranked 171 AI Agents by Trust \u2014 Here's What I Found About Safety and Transparency",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# I Ranked 171 AI Agents by Trust \u2014 Here's What I Found About Safety and Transparency",
    "AI agents are everywhere. LangChain, AutoGPT, CrewAI, Dify, n8n \u2014 there are hundreds of open-source agent frameworks now, and the list keeps growing."
   ],
   "repository_evidence": null,
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   "url": "https://lilys.ai/tr/notes/langgraph-swarm-20260202/langgraph-crewai-autogen-pick",
   "title": "Hangi Ajan Yapay Zeka \u00c7er\u00e7evesini Se\u00e7meli? LangGraph vs. CrewAI vs. AutoGen",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Hangi Ajan Yapay Zeka \u00c7er\u00e7evesini Se\u00e7meli? LangGraph vs. CrewAI vs. AutoGen",
    "# Which Agentic AI Framework to Pick? LangGraph vs. CrewAI vs. AutoGen",
    "2. **Frameworks and Their Backing**",
    "3. **LangGraph**: An open-source framework created by the same team responsible for LangChain ."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  },
  {
   "url": "https://checkthat.ai/answers/what-are-the-best-multi-agent-systems",
   "title": "Best Multi-Agent Systems: Frameworks & Platforms 2026",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide compares leading frameworks and platforms to help you choose between building custom agents or deploying enterprise solutions.",
    "Here's how the leading options compare:",
    "| Framework/Platform | Type | Best For | Complexity | Cost Level | Ideal Team Size |",
    "| [CrewAI](https://www.crewai.com/) | Framework | Role-based collaboration, content pipelines | Low-Medium | Low (self-hosted) | 1-5 engineers |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  },
  {
   "url": "https://checkthat.ai/answers/what-are-the-best-multi-agent-systems",
   "title": "Best Multi-Agent Systems: Frameworks & Platforms 2026",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide compares leading frameworks and platforms to help you choose between building custom agents or deploying enterprise solutions.",
    "Here's how the leading options compare:",
    "| Framework/Platform | Type | Best For | Complexity | Cost Level | Ideal Team Size |",
    "| [LangGraph](https://www.langchain.com/langgraph) | Framework | Complex branching workflows, regulated environments | Medium-High | Low-Medium | 2-10 engineers |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://checkthat.ai/answers/what-are-the-best-multi-agent-systems",
   "title": "Best Multi-Agent Systems: Frameworks & Platforms 2026",
   "project": "Microsoft AutoGen",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide compares leading frameworks and platforms to help you choose between building custom agents or deploying enterprise solutions.",
    "Here's how the leading options compare:",
    "| Framework/Platform | Type | Best For | Complexity | Cost Level | Ideal Team Size |",
    "| [Microsoft AutoGen](https://microsoft.github.io/autogen/) | Framework | Research-grade conversations, iterative reasoning | Medium | Low (self-hosted) | 2-10 engineers |"
   ],
   "repository_evidence": [
    "This guide compares leading frameworks and platforms to help you choose between building custom agents or deploying enterprise solutions.",
    "Here's how the leading options compare:",
    "| Framework/Platform | Type | Best For | Complexity | Cost Level | Ideal Team Size |",
    "| [MetaGPT](https://github.com/geekan/MetaGPT) | Framework | Software engineering automation, SOP-driven tasks | Medium | Low (self-hosted) | 2-5 engineers |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
   "url": "https://checkthat.ai/answers/what-are-the-best-multi-agent-systems",
   "title": "Best Multi-Agent Systems: Frameworks & Platforms 2026",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide compares leading frameworks and platforms to help you choose between building custom agents or deploying enterprise solutions.",
    "Here's how the leading options compare:",
    "| Framework/Platform | Type | Best For | Complexity | Cost Level | Ideal Team Size |",
    "| [MetaGPT](https://github.com/geekan/MetaGPT) | Framework | Software engineering automation, SOP-driven tasks | Medium | Low (self-hosted) | 2-5 engineers |"
   ],
   "repository_evidence": [
    "This guide compares leading frameworks and platforms to help you choose between building custom agents or deploying enterprise solutions.",
    "Here's how the leading options compare:",
    "| Framework/Platform | Type | Best For | Complexity | Cost Level | Ideal Team Size |",
    "| [MetaGPT](https://github.com/geekan/MetaGPT) | Framework | Software engineering automation, SOP-driven tasks | Medium | Low (self-hosted) | 2-5 engineers |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
   "url": "https://baeseokjae.github.io/posts/sim-studio-agent-workflow-gui-2026",
   "title": "Sim Studio Review 2026: Open-Source Agent Workflow GUI \u2014 Apache-2.0 n8n Alternative",
   "project": "Sim Studio",
   "repository": "github.com/simstudioai/sim",
   "stars": "29155",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Introduction \u2014 What Is Sim Studio?",
    "Sim Studio (now rebranded simply as \u201cSim\u201d) is an Apache-2.0 licensed, open-source visual agent workflow builder that lets you design, simulate, and deploy multi-agent AI systems through a drag-and-drop GUI."
   ],
   "repository_evidence": [
    "## Getting Started with Sim Studio",
    "2. **Self-hosted option**: Clone the repository from github.com/simstudioai/sim and run the Docker Compose setup"
   ],
   "stars_evidence": [
    "## Sim Studio Overview \u2014 From Workflow GUI to AI Workspace",
    "The project\u2019s growth trajectory is remarkable.",
    "According to GitHub API data, Sim Studio has accumulated 29,155 stars and 3,722 forks as of July 2026, growing at approximately 52 stars per day over 18 months."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/hemanthgk10/awesome-ai",
   "title": "GitHub - hemanthgk10/awesome-ai: A curated list of tools, frameworks, and platforms for building AI products and agents in production",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **CrewAI** | Python framework for orchestrating role-playing, autonomous AI agents that collaborate through crews and flows | [Website](https://www.crewai.com) \u00b7 [GitHub](https://github.com/crewAIInc/crewAI) |"
   ],
   "repository_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **CrewAI** | Python framework for orchestrating role-playing, autonomous AI agents that collaborate through crews and flows | [Website](https://www.crewai.com) \u00b7 [GitHub](https://github.com/crewAIInc/crewAI) |"
   ],
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://github.com/hemanthgk10/awesome-ai",
   "title": "GitHub - hemanthgk10/awesome-ai: A curated list of tools, frameworks, and platforms for building AI products and agents in production",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **LangChain** | Open-source framework for building AI agents with high-level abstractions and 1000+ integrations | [Website](https://www.langchain.com) \u00b7 [GitHub](https://github.com/langchain-ai/langchain) |"
   ],
   "repository_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **LangChain** | Open-source framework for building AI agents with high-level abstractions and 1000+ integrations | [Website](https://www.langchain.com) \u00b7 [GitHub](https://github.com/langchain-ai/langchain) |"
   ],
   "stars_evidence": null,
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  },
  {
   "url": "https://github.com/hemanthgk10/awesome-ai",
   "title": "GitHub - hemanthgk10/awesome-ai: A curated list of tools, frameworks, and platforms for building AI products and agents in production",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **LangGraph** | Low-level orchestration framework for building stateful agents with persistence and human oversight | [Website](https://langchain-ai.github.io/langgraph/) \u00b7 [GitHub](https://github.com/langchain-ai/langgraph) |"
   ],
   "repository_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **LangGraph** | Low-level orchestration framework for building stateful agents with persistence and human oversight | [Website](https://langchain-ai.github.io/langgraph/) \u00b7 [GitHub](https://github.com/langchain-ai/langgraph) |"
   ],
   "stars_evidence": null,
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  },
  {
   "url": "https://github.com/hemanthgk10/awesome-ai",
   "title": "GitHub - hemanthgk10/awesome-ai: A curated list of tools, frameworks, and platforms for building AI products and agents in production",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **AutoGen** | Microsoft's framework for multi-agent AI applications with AgentChat and no-code AutoGen Studio | [Website](https://microsoft.github.io/autogen/) \u00b7 [GitHub](https://github.com/microsoft/autogen) |"
   ],
   "repository_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **AutoGen** | Microsoft's framework for multi-agent AI applications with AgentChat and no-code AutoGen Studio | [Website](https://microsoft.github.io/autogen/) \u00b7 [GitHub](https://github.com/microsoft/autogen) |"
   ],
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://github.com/hemanthgk10/awesome-ai",
   "title": "GitHub - hemanthgk10/awesome-ai: A curated list of tools, frameworks, and platforms for building AI products and agents in production",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **Haystack** | Open-source AI framework for production-ready RAG and agents with modular architecture | [Website](https://haystack.deepset.ai) \u00b7 [GitHub](https://github.com/deepset-ai/haystack) |"
   ],
   "repository_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **Haystack** | Open-source AI framework for production-ready RAG and agents with modular architecture | [Website](https://haystack.deepset.ai) \u00b7 [GitHub](https://github.com/deepset-ai/haystack) |"
   ],
   "stars_evidence": null,
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  },
  {
   "url": "https://github.com/hemanthgk10/awesome-ai",
   "title": "GitHub - hemanthgk10/awesome-ai: A curated list of tools, frameworks, and platforms for building AI products and agents in production",
   "project": "Pydantic AI",
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   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **Pydantic AI** | Python agent framework with FastAPI-like developer experience, type-safety and structured outputs | [GitHub](https://github.com/pydantic/pydantic-ai) |"
   ],
   "repository_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **Pydantic AI** | Python agent framework with FastAPI-like developer experience, type-safety and structured outputs | [GitHub](https://github.com/pydantic/pydantic-ai) |"
   ],
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://github.com/hemanthgk10/awesome-ai",
   "title": "GitHub - hemanthgk10/awesome-ai: A curated list of tools, frameworks, and platforms for building AI products and agents in production",
   "project": "Smolagents",
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   "license": null,
   "project_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **Smolagents** | Hugging Face's library for agents that execute actions as code with minimal overhead | [GitHub](https://github.com/huggingface/smolagents) |"
   ],
   "repository_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **Smolagents** | Hugging Face's library for agents that execute actions as code with minimal overhead | [GitHub](https://github.com/huggingface/smolagents) |"
   ],
   "stars_evidence": null,
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  },
  {
   "url": "https://github.com/hemanthgk10/awesome-ai",
   "title": "GitHub - hemanthgk10/awesome-ai: A curated list of tools, frameworks, and platforms for building AI products and agents in production",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **Agno** | Framework and runtime for multi-agent systems with memory, knowledge, and guardrails (formerly Phidata) | [GitHub](https://github.com/agno-agi/agno) |"
   ],
   "repository_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **Agno** | Framework and runtime for multi-agent systems with memory, knowledge, and guardrails (formerly Phidata) | [GitHub](https://github.com/agno-agi/agno) |"
   ],
   "stars_evidence": null,
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  },
  {
   "url": "https://github.com/hemanthgk10/awesome-ai",
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   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **Dify** | Agentic workflow builder for constructing and managing agent-based workflows | [Website](https://dify.ai) \u00b7 [GitHub](https://github.com/langgenius/dify) |"
   ],
   "repository_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **Dify** | Agentic workflow builder for constructing and managing agent-based workflows | [Website](https://dify.ai) \u00b7 [GitHub](https://github.com/langgenius/dify) |"
   ],
   "stars_evidence": null,
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  },
  {
   "url": "https://github.com/hemanthgk10/awesome-ai",
   "title": "GitHub - hemanthgk10/awesome-ai: A curated list of tools, frameworks, and platforms for building AI products and agents in production",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **AgentGPT** | Browser-based no-code platform for building autonomous agents | [Website](https://agentgpt.reworkd.ai) \u00b7 [GitHub](https://github.com/reworkd/AgentGPT) |"
   ],
   "repository_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **AgentGPT** | Browser-based no-code platform for building autonomous agents | [Website](https://agentgpt.reworkd.ai) \u00b7 [GitHub](https://github.com/reworkd/AgentGPT) |"
   ],
   "stars_evidence": null,
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  },
  {
   "url": "https://github.com/hemanthgk10/awesome-ai",
   "title": "GitHub - hemanthgk10/awesome-ai: A curated list of tools, frameworks, and platforms for building AI products and agents in production",
   "project": "AgentForge",
   "repository": "https://github.com/DataBassGit/AgentForge",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **AgentForge** | Low-code platform for creating, testing, and iterating AI-powered autonomous agents | [GitHub](https://github.com/DataBassGit/AgentForge) |"
   ],
   "repository_evidence": [
    "Frameworks for building autonomous AI agents with control flows, tool use, and multi-agent orchestration.",
    "| Tool | Description | Links |",
    "| **AgentForge** | Low-code platform for creating, testing, and iterating AI-powered autonomous agents | [GitHub](https://github.com/DataBassGit/AgentForge) |"
   ],
   "stars_evidence": null,
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  },
  {
   "url": "https://huuphan.com/2026/07/no-code-ai-platforms-llm-rag-agents.html",
   "title": "10 Best No-Code AI Platforms for LLM Apps AI Agents",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 10 Best No-Code AI Platforms for LLM Apps AI Agents",
    "## 1. Flowise \u2013 The Low-Code Engine That Won\u2019t Baby You",
    "Flowise is a Node.js app that sits on top of LangChain.js."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huuphan.com/2026/07/no-code-ai-platforms-llm-rag-agents.html",
   "title": "10 Best No-Code AI Platforms for LLM Apps AI Agents",
   "project": "Langflow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 10 Best No-Code AI Platforms for LLM Apps AI Agents",
    "## 2. Langflow \u2013 Python-Native, Graph-Driven LLM Orchestration",
    "Langflow mirrors Flowise but lives in the Python ecosystem."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://huuphan.com/2026/07/no-code-ai-platforms-llm-rag-agents.html",
   "title": "10 Best No-Code AI Platforms for LLM Apps AI Agents",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 10 Best No-Code AI Platforms for LLM Apps AI Agents",
    "## 3. Dify \u2013 The LLMOps Platform with No-Code Agent Design",
    "Dify bills itself as an LLMOps platform, and it\u2019s the only tool here that ships with a built-in annotation queue for RLHF."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  },
  {
   "url": "https://huuphan.com/2026/07/no-code-ai-platforms-llm-rag-agents.html",
   "title": "10 Best No-Code AI Platforms for LLM Apps AI Agents",
   "project": "SuperAGI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 10 Best No-Code AI Platforms for LLM Apps AI Agents",
    "## 4. SuperAGI \u2013 Autonomous Agent Framework with Action Console",
    "SuperAGI combines a no-code tooling GUI with a Go-based backend."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  },
  {
   "url": "https://huuphan.com/2026/07/no-code-ai-platforms-llm-rag-agents.html",
   "title": "10 Best No-Code AI Platforms for LLM Apps AI Agents",
   "project": "n8n",
   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "### 10 Best No-Code AI Platforms for LLM Apps AI Agents",
    "## 5. n8n \u2013 Workflow Automation Meets AI Agent Nodes",
    "n8n is a fair-code workflow automation tool that recently added **LangChain** nodes."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://huuphan.com/2026/07/no-code-ai-platforms-llm-rag-agents.html",
   "title": "10 Best No-Code AI Platforms for LLM Apps AI Agents",
   "project": "Open WebUI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 10 Best No-Code AI Platforms for LLM Apps AI Agents",
    "## 6. Open WebUI \u2013 The Frontend That Grew a Backend Brain",
    "Originally Ollama\u2019s web UI, Open WebUI now supports OpenAI-compatible APIs, has a **Plugin Marketplace**, and a **Model Manager**."
   ],
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  },
  {
   "url": "https://huuphan.com/2026/07/no-code-ai-platforms-llm-rag-agents.html",
   "title": "10 Best No-Code AI Platforms for LLM Apps AI Agents",
   "project": "Quivr",
   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "### 10 Best No-Code AI Platforms for LLM Apps AI Agents",
    "## 7. Quivr \u2013 Full-Stack RAG with No-Code Brain Management",
    "Quivr describes itself as a \u201csecond brain\u201d, but technically, it\u2019s a production-ready RAG system with an Angular frontend."
   ],
   "repository_evidence": null,
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  },
  {
   "url": "https://huuphan.com/2026/07/no-code-ai-platforms-llm-rag-agents.html",
   "title": "10 Best No-Code AI Platforms for LLM Apps AI Agents",
   "project": "PrivateGPT",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 10 Best No-Code AI Platforms for LLM Apps AI Agents",
    "## 8. PrivateGPT \u2013 RAG & Local LLMs Without the Cloud Bill",
    "PrivateGPT is a Python service that wraps LlamaIndex and offers a REST API + a minimal UI."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://huuphan.com/2026/07/no-code-ai-platforms-llm-rag-agents.html",
   "title": "10 Best No-Code AI Platforms for LLM Apps AI Agents",
   "project": "TaskingAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 10 Best No-Code AI Platforms for LLM Apps AI Agents",
    "## 9. TaskingAI \u2013 Build AI Agents with a Unified No-Code Studio",
    "TaskingAI provides a managed cloud option but also has an open-source Community Edition."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huuphan.com/2026/07/no-code-ai-platforms-llm-rag-agents.html",
   "title": "10 Best No-Code AI Platforms for LLM Apps AI Agents",
   "project": "FastGPT",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 10 Best No-Code AI Platforms for LLM Apps AI Agents",
    "## 10. FastGPT \u2013 Production Knowledge Base Q&A with Drag-and-Drop Workflows",
    "FastGPT is a Chinese-origin open-source project that excels at online knowledge base Q&A."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/practical-llm-systems/github-stars-are-a-vanity-metric-heres-the-real-adoption-data-for-ai-agents-in-2026-75821092d7ab",
   "title": "GitHub Stars Are a Vanity Metric. Here\u2019s the Real Adoption Data for AI Agents in 2026",
   "project": "Hermes Agent",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Stars Are a Vanity Metric. Here\u2019s the Real Adoption Data for AI Agents in 2026",
    "On May 10, 2026, Hermes Agent surpassed OpenClaw as the most-used open-source AI agent in the world \u2014 by daily token volume on OpenRouter."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/practical-llm-systems/github-stars-are-a-vanity-metric-heres-the-real-adoption-data-for-ai-agents-in-2026-75821092d7ab",
   "title": "GitHub Stars Are a Vanity Metric. Here\u2019s the Real Adoption Data for AI Agents in 2026",
   "project": "OpenClaw",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Stars Are a Vanity Metric. Here\u2019s the Real Adoption Data for AI Agents in 2026",
    "On May 10, 2026, Hermes Agent surpassed OpenClaw as the most-used open-source AI agent in the world \u2014 by daily token volume on OpenRouter."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/practical-llm-systems/github-stars-are-a-vanity-metric-heres-the-real-adoption-data-for-ai-agents-in-2026-75821092d7ab",
   "title": "GitHub Stars Are a Vanity Metric. Here\u2019s the Real Adoption Data for AI Agents in 2026",
   "project": "Kilo Code",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Stars Are a Vanity Metric. Here\u2019s the Real Adoption Data for AI Agents in 2026",
    "Kilo Code at 163 B is now essentially tied with OpenClaw and worth watching."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Zijian-Ni/awesome-ai-agents-2026/blob/main/CHANGELOG.md",
   "title": "awesome-ai-agents-2026/CHANGELOG.md at main \u00b7 Zijian-Ni/awesome-ai-agents-2026",
   "project": "ClawBench",
   "repository": "https://github.com/TIGER-AI-Lab/ClawBench",
   "stars": "536",
   "description": null,
   "license": null,
   "project_evidence": [
    "- **PR #68 \u2014 [ClawBench](https://github.com/TIGER-AI-Lab/ClawBench)** (reacher-z, discloses maintainer affiliation) \u2014 **accepted, with corrected figures.**"
   ],
   "repository_evidence": [
    "- **PR #68 \u2014 [ClawBench](https://github.com/TIGER-AI-Lab/ClawBench)** (reacher-z, discloses maintainer affiliation) \u2014 **accepted, with corrected figures.**"
   ],
   "stars_evidence": [
    "Real project: 536 stars, Apache-2.0, pushed 2026-07-28."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Zijian-Ni/awesome-ai-agents-2026/blob/main/CHANGELOG.md",
   "title": "awesome-ai-agents-2026/CHANGELOG.md at main \u00b7 Zijian-Ni/awesome-ai-agents-2026",
   "project": "AICraft",
   "repository": "https://github.com/Easlie114514/AICraft",
   "stars": "10",
   "description": "Python FastAPI + React 19 + ChromaDB",
   "license": "Apache-2.0",
   "project_evidence": [
    "- **PR #69 \u2014 [AICraft](https://github.com/Easlie114514/AICraft)** (easlie114514) \u2014 **accepted, tagged \u26a0\ufe0f Unverified + \ud83c\udde8\ud83c\uddf3.**"
   ],
   "repository_evidence": [
    "- **PR #69 \u2014 [AICraft](https://github.com/Easlie114514/AICraft)** (easlie114514) \u2014 **accepted, tagged \u26a0\ufe0f Unverified + \ud83c\udde8\ud83c\uddf3.**"
   ],
   "stars_evidence": [
    "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."
   ],
   "description_evidence": [
    "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."
   ],
   "license_evidence": [
    "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."
   ]
  },
  {
   "url": "https://github.com/Zijian-Ni/awesome-ai-agents-2026/blob/main/CHANGELOG.md",
   "title": "awesome-ai-agents-2026/CHANGELOG.md at main \u00b7 Zijian-Ni/awesome-ai-agents-2026",
   "project": "Darkmoon",
   "repository": "https://github.com/ASCIT31/Dark-Moon",
   "stars": "791",
   "description": null,
   "license": "GPL-3.0",
   "project_evidence": [
    "- **PR #70 \u2014 [Darkmoon](https://github.com/ASCIT31/Dark-Moon)** (Dark-Moon-X) \u2014 **accepted.**"
   ],
   "repository_evidence": [
    "- **PR #70 \u2014 [Darkmoon](https://github.com/ASCIT31/Dark-Moon)** (Dark-Moon-X) \u2014 **accepted.**"
   ],
   "stars_evidence": [
    "Healthy project: 791 stars, 132 forks, 8 contributors, GPL-3.0, pushed 2026-07-27."
   ],
   "description_evidence": null,
   "license_evidence": [
    "Healthy project: 791 stars, 132 forks, 8 contributors, GPL-3.0, pushed 2026-07-27."
   ]
  },
  {
   "url": "https://github.com/Zijian-Ni/awesome-ai-agents-2026/blob/main/CHANGELOG.md",
   "title": "awesome-ai-agents-2026/CHANGELOG.md at main \u00b7 Zijian-Ni/awesome-ai-agents-2026",
   "project": "Genesys",
   "repository": "https://github.com/Astrix-Labs/Genesys",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 2026-07-25 \u2014 July 25 maintenance: Claude Opus 5, Inkling, PR #64/#65 (Genesys + Hellomatik), en/zh/ja sync; wave-2 cross-category expansion",
    "- **[Genesys](https://github.com/Astrix-Labs/Genesys)** (PR #64) \u2014 causal-graph memory engine, \u26a0\ufe0f Unverified, added to **Agent Memory**."
   ],
   "repository_evidence": [
    "## 2026-07-25 \u2014 July 25 maintenance: Claude Opus 5, Inkling, PR #64/#65 (Genesys + Hellomatik), en/zh/ja sync; wave-2 cross-category expansion",
    "- **[Genesys](https://github.com/Astrix-Labs/Genesys)** (PR #64) \u2014 causal-graph memory engine, \u26a0\ufe0f Unverified, added to **Agent Memory**."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Zijian-Ni/awesome-ai-agents-2026/blob/main/CHANGELOG.md",
   "title": "awesome-ai-agents-2026/CHANGELOG.md at main \u00b7 Zijian-Ni/awesome-ai-agents-2026",
   "project": "Genesys",
   "repository": "https://github.com/Astrix-Labs/Genesys",
   "stars": null,
   "description": "causal-graph memory engine",
   "license": "AGPL-3.0",
   "project_evidence": [
    "## 2026-07-25 \u2014 July 25 maintenance: Claude Opus 5, Inkling, PR #64/#65 (Genesys + Hellomatik), en/zh/ja sync; wave-2 cross-category expansion",
    "- **[Genesys](https://github.com/Astrix-Labs/Genesys)** (PR #64) \u2014 causal-graph memory engine, \u26a0\ufe0f Unverified, added to **Agent Memory**."
   ],
   "repository_evidence": [
    "## 2026-07-25 \u2014 July 25 maintenance: Claude Opus 5, Inkling, PR #64/#65 (Genesys + Hellomatik), en/zh/ja sync; wave-2 cross-category expansion",
    "- **[Genesys](https://github.com/Astrix-Labs/Genesys)** (PR #64) \u2014 causal-graph memory engine, \u26a0\ufe0f Unverified, added to **Agent Memory**."
   ],
   "stars_evidence": null,
   "description_evidence": [
    "## 2026-07-25 \u2014 July 25 maintenance: Claude Opus 5, Inkling, PR #64/#65 (Genesys + Hellomatik), en/zh/ja sync; wave-2 cross-category expansion",
    "- **[Genesys](https://github.com/Astrix-Labs/Genesys)** (PR #64) \u2014 causal-graph memory engine, \u26a0\ufe0f Unverified, added to **Agent Memory**."
   ],
   "license_evidence": [
    "## 2026-07-25 \u2014 July 25 maintenance: Claude Opus 5, Inkling, PR #64/#65 (Genesys + Hellomatik), en/zh/ja sync; wave-2 cross-category expansion",
    "- **PR #64 \u2014 Genesys (Astrix Labs)** \u2014 **accepted & manually merged**. Causal-graph memory engine (AGPL-3.0, MCP-native, 13 tools); author-reported LoCoMo score 85.55; single-maintainer self-submitted entry labelled \u26a0\ufe0f Unverified per project convention."
   ]
  },
  {
   "url": "https://agentlist.top/en/category/workflow",
   "title": "Workflow | AgentList",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": "196700",
   "description": null,
   "license": null,
   "project_evidence": [
    "## 134 projects",
    "[### n8n\n196.7k \u00b7 TypeScript\nActive\n n8n is a powerful workflow automation platform with native AI agent nodes, enabling multi-step agent workflow orchestration and hundreds of external service integrations.\nworkflowautomationai-agent +2 ](/en/projects/n8n-io-n8n/)"
   ],
   "repository_evidence": [
    "## 134 projects",
    "[### n8n\n196.7k \u00b7 TypeScript\nActive\n n8n is a powerful workflow automation platform with native AI agent nodes, enabling multi-step agent workflow orchestration and hundreds of external service integrations.\nworkflowautomationai-agent +2 ](/en/projects/n8n-io-n8n/)"
   ],
   "stars_evidence": [
    "## 134 projects",
    "[### n8n\n196.7k \u00b7 TypeScript\nActive\n n8n is a powerful workflow automation platform with native AI agent nodes, enabling multi-step agent workflow orchestration and hundreds of external service integrations.\nworkflowautomationai-agent +2 ](/en/projects/n8n-io-n8n/)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentlist.top/en/category/workflow",
   "title": "Workflow | AgentList",
   "project": "Langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": "151900",
   "description": null,
   "license": null,
   "project_evidence": [
    "## 134 projects",
    "[### Langflow\n151.9k \u00b7 Python\nActive\n Langflow is a visual AI agent and workflow builder platform with drag-and-drop design, multi-LLM integration, and tool composition to simplify agent development.\nagent-frameworkworkflowvisual-editor +2 ](/en/projects/langflow-ai-langflow/)"
   ],
   "repository_evidence": [
    "## 134 projects",
    "[### Langflow\n151.9k \u00b7 Python\nActive\n Langflow is a visual AI agent and workflow builder platform with drag-and-drop design, multi-LLM integration, and tool composition to simplify agent development.\nagent-frameworkworkflowvisual-editor +2 ](/en/projects/langflow-ai-langflow/)"
   ],
   "stars_evidence": [
    "## 134 projects",
    "[### Langflow\n151.9k \u00b7 Python\nActive\n Langflow is a visual AI agent and workflow builder platform with drag-and-drop design, multi-LLM integration, and tool composition to simplify agent development.\nagent-frameworkworkflowvisual-editor +2 ](/en/projects/langflow-ai-langflow/)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentlist.top/en/category/workflow",
   "title": "Workflow | AgentList",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "149100",
   "description": null,
   "license": null,
   "project_evidence": [
    "## 134 projects",
    "[### Dify\n149.1k \u00b7 TypeScript\nActive\n Dify is an open-source LLM application development platform with a visual agent orchestration interface, supporting workflows, knowledge bases, and multiple models.\nplatformworkflowrag +1 ](/en/projects/langgenius-dify/)"
   ],
   "repository_evidence": [
    "## 134 projects",
    "[### Dify\n149.1k \u00b7 TypeScript\nActive\n Dify is an open-source LLM application development platform with a visual agent orchestration interface, supporting workflows, knowledge bases, and multiple models.\nplatformworkflowrag +1 ](/en/projects/langgenius-dify/)"
   ],
   "stars_evidence": [
    "## 134 projects",
    "[### Dify\n149.1k \u00b7 TypeScript\nActive\n Dify is an open-source LLM application development platform with a visual agent orchestration interface, supporting workflows, knowledge bases, and multiple models.\nplatformworkflowrag +1 ](/en/projects/langgenius-dify/)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentlist.top/en/category/workflow",
   "title": "Workflow | AgentList",
   "project": "Flowise",
   "repository": "https://github.com/flowiseai/flowise",
   "stars": "54700",
   "description": null,
   "license": null,
   "project_evidence": [
    "## 134 projects",
    "[### Flowise\n54.7k \u00b7 TypeScript\nActive\n Flowise is a low-code builder for LLM apps that lets you create agent workflows and RAG applications with drag-and-drop interfaces.\nlow-codeworkflowrag +1 ](/en/projects/flowiseai-flowise/)"
   ],
   "repository_evidence": [
    "## 134 projects",
    "[### Flowise\n54.7k \u00b7 TypeScript\nActive\n Flowise is a low-code builder for LLM apps that lets you create agent workflows and RAG applications with drag-and-drop interfaces.\nlow-codeworkflowrag +1 ](/en/projects/flowiseai-flowise/)"
   ],
   "stars_evidence": [
    "## 134 projects",
    "[### Flowise\n54.7k \u00b7 TypeScript\nActive\n Flowise is a low-code builder for LLM apps that lets you create agent workflows and RAG applications with drag-and-drop interfaces.\nlow-codeworkflowrag +1 ](/en/projects/flowiseai-flowise/)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentlist.top/en/category/workflow",
   "title": "Workflow | AgentList",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": "36200",
   "description": null,
   "license": null,
   "project_evidence": [
    "## 134 projects",
    "[### DSPy\n36.2k \u00b7 Python\nActive\n DSPy is a declarative LLM programming framework focused on optimizable prompts and program structure, suitable for complex agent workflows.\nllmoptimizationagent +1 ](/en/projects/stanfordnlp-dspy/)"
   ],
   "repository_evidence": [
    "## 134 projects",
    "[### DSPy\n36.2k \u00b7 Python\nActive\n DSPy is a declarative LLM programming framework focused on optimizable prompts and program structure, suitable for complex agent workflows.\nllmoptimizationagent +1 ](/en/projects/stanfordnlp-dspy/)"
   ],
   "stars_evidence": [
    "## 134 projects",
    "[### DSPy\n36.2k \u00b7 Python\nActive\n DSPy is a declarative LLM programming framework focused on optimizable prompts and program structure, suitable for complex agent workflows.\nllmoptimizationagent +1 ](/en/projects/stanfordnlp-dspy/)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentlist.top/en/category/workflow",
   "title": "Workflow | AgentList",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "26300",
   "description": null,
   "license": null,
   "project_evidence": [
    "## 134 projects",
    "[### Mastra\n26.3k \u00b7 TypeScript\nActive\n Mastra is a TypeScript-first agent platform that combines workflows, memory, RAG, evaluation, and deployment for scalable full-stack AI agent applications.\ntypescriptworkflowrag +1 ](/en/projects/mastra-ai-mastra/)"
   ],
   "repository_evidence": [
    "## 134 projects",
    "[### Mastra\n26.3k \u00b7 TypeScript\nActive\n Mastra is a TypeScript-first agent platform that combines workflows, memory, RAG, evaluation, and deployment for scalable full-stack AI agent applications.\ntypescriptworkflowrag +1 ](/en/projects/mastra-ai-mastra/)"
   ],
   "stars_evidence": [
    "## 134 projects",
    "[### Mastra\n26.3k \u00b7 TypeScript\nActive\n Mastra is a TypeScript-first agent platform that combines workflows, memory, RAG, evaluation, and deployment for scalable full-stack AI agent applications.\ntypescriptworkflowrag +1 ](/en/projects/mastra-ai-mastra/)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://abdulaouwal.com/blog/best-ai-agent-framework",
   "title": "Best AI Agent Framework 2026: 12 Frameworks Compared for Production",
   "project": "AutoGPT",
   "repository": null,
   "stars": "170000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Framework 2026: A Production-Ready Comparison",
    "- **AutoGPT** (170K stars) - 180 contributors; high noise, slow issue resolution"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agent Framework 2026: A Production-Ready Comparison",
    "- **AutoGPT** (170K stars) - 180 contributors; high noise, slow issue resolution"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://abdulaouwal.com/blog/best-ai-agent-framework",
   "title": "Best AI Agent Framework 2026: 12 Frameworks Compared for Production",
   "project": "LangGraph",
   "repository": null,
   "stars": "37000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Framework 2026: A Production-Ready Comparison",
    "- **LangGraph** (37K stars) - 3,100 contributors; dense signal, rich documentation",
    "| Framework | Stars | Ecosystem | Multi-Agent | MCP | Model Flex | Memory | Tools | Production | Learning | Best For | Cost |",
    "| LangGraph | 37K | \u2605\u2605\u2605\u2605\u2606 | \u2605\u2605\u2605\u2605\u2605 | \u2605\u2605\u2605\u2606\u2606 | \u2605\u2605\u2605\u2605\u2605 | \u2605\u2605\u2605\u2605\u2605 | \u2605\u2605\u2605\u2605\u2606 | \u2605\u2605\u2605\u2605\u2605 | \u2605\u2605\u2605\u2606\u2606 | Compliance, stateful agents | MIT free |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agent Framework 2026: A Production-Ready Comparison",
    "- **LangGraph** (37K stars) - 3,100 contributors; dense signal, rich documentation",
    "| Framework | Stars | Ecosystem | Multi-Agent | MCP | Model Flex | Memory | Tools | Production | Learning | Best For | Cost |",
    "| LangGraph | 37K | \u2605\u2605\u2605\u2605\u2606 | \u2605\u2605\u2605\u2605\u2605 | \u2605\u2605\u2605\u2606\u2606 | \u2605\u2605\u2605\u2605\u2605 | \u2605\u2605\u2605\u2605\u2605 | \u2605\u2605\u2605\u2605\u2606 | \u2605\u2605\u2605\u2605\u2605 | \u2605\u2605\u2605\u2606\u2606 | Compliance, stateful agents | MIT free |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://abdulaouwal.com/blog/best-ai-agent-framework",
   "title": "Best AI Agent Framework 2026: 12 Frameworks Compared for Production",
   "project": "CrewAI",
   "repository": null,
   "stars": "75000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Framework 2026: A Production-Ready Comparison",
    "- **CrewAI** (75K stars) - 640 contributors; best documentation-to-contributor ratio",
    "| Framework | Stars | Ecosystem | Multi-Agent | MCP | Model Flex | Memory | Tools | Production | Learning | Best For | Cost |",
    "| CrewAI | 75K | \u2605\u2605\u2605\u2605\u2605 | \u2605\u2605\u2605\u2605\u2605 | \u2605\u2605\u2605\u2605\u2605 | \u2605\u2605\u2605\u2605\u2606 | \u2605\u2605\u2605\u2605\u2606 | \u2605\u2605\u2605\u2605\u2605 | \u2605\u2605\u2605\u2605\u2605 | \u2605\u2605\u2605\u2605\u2605 | Research, content, demos | Freemium |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agent Framework 2026: A Production-Ready Comparison",
    "- **CrewAI** (75K stars) - 640 contributors; best documentation-to-contributor ratio",
    "| Framework | Stars | Ecosystem | Multi-Agent | MCP | Model Flex | Memory | Tools | Production | Learning | Best For | Cost |",
    "| CrewAI | 75K | \u2605\u2605\u2605\u2605\u2605 | \u2605\u2605\u2605\u2605\u2605 | \u2605\u2605\u2605\u2605\u2605 | \u2605\u2605\u2605\u2605\u2606 | \u2605\u2605\u2605\u2605\u2606 | \u2605\u2605\u2605\u2605\u2605 | \u2605\u2605\u2605\u2605\u2605 | \u2605\u2605\u2605\u2605\u2605 | Research, content, demos | Freemium |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://abdulaouwal.com/blog/best-ai-agent-framework",
   "title": "Best AI Agent Framework 2026: 12 Frameworks Compared for Production",
   "project": "LangChain",
   "repository": null,
   "stars": "134000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Framework 2026: A Production-Ready Comparison",
    "- **LangChain** (134K stars) - 1,000+ pre-built integrations; widest ecosystem breadth"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agent Framework 2026: A Production-Ready Comparison",
    "- **LangChain** (134K stars) - 1,000+ pre-built integrations; widest ecosystem breadth"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://abdulaouwal.com/blog/best-ai-agent-framework",
   "title": "Best AI Agent Framework 2026: 12 Frameworks Compared for Production",
   "project": "Smolagents",
   "repository": null,
   "stars": "5000",
   "description": null,
   "license": null,
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    "### The most comprehensive list of AI agents, frameworks, and tools in 2026.",
    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "| [MagiC](https://github.com/kienbui1995/magic) | Go/Py | Kubernetes for AI agents. Manages any agent from any framework. Routing, cost control, DAG workflows, circuit breaker. |"
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    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "| [DeerFlow](https://github.com/bytedance/deer-flow) | Py | ByteDance. No.1 GitHub Trending Feb 2026. 25k+ stars. |"
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    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "| [DeerFlow](https://github.com/bytedance/deer-flow) | Py | ByteDance. No.1 GitHub Trending Feb 2026. 25k+ stars. |"
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    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "| [DeerFlow](https://github.com/bytedance/deer-flow) | Py | ByteDance. No.1 GitHub Trending Feb 2026. 25k+ stars. |"
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    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "| [AXME](https://github.com/AxmeAI/axme) | Py/TS/Go/Java/.NET | Durable coordination. Crash recovery, human approval gates, kill switch. Open protocol (AXP). |"
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   "repository_evidence": [
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    "## \ud83e\uddf1 Agent Frameworks",
    "### Multi-Agent Orchestration",
    "| Framework | Lang | Description |",
    "| [AXME](https://github.com/AxmeAI/axme) | Py/TS/Go/Java/.NET | Durable coordination. Crash recovery, human approval gates, kill switch. Open protocol (AXP). |"
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    "## \ud83e\uddf1 Agent Frameworks",
    "### Lightweight / Minimalist",
    "| Framework | Lang | Description |",
    "| [Smolagents](https://github.com/huggingface/smolagents) | Py | HuggingFace minimal agents. ~1000 lines. |"
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    "## \ud83e\uddf1 Agent Frameworks",
    "### Lightweight / Minimalist",
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    "| [Smolagents](https://github.com/huggingface/smolagents) | Py | HuggingFace minimal agents. ~1000 lines. |"
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    "## \ud83e\uddf1 Agent Frameworks",
    "### Lightweight / Minimalist",
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    "| [Agno](https://github.com/agno-agi/agno) | Py | Lightweight, model-agnostic. |"
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    "## \ud83e\uddf1 Agent Frameworks",
    "### Lightweight / Minimalist",
    "| Framework | Lang | Description |",
    "| [Agno](https://github.com/agno-agi/agno) | Py | Lightweight, model-agnostic. |"
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    "## \ud83e\uddf1 Agent Frameworks",
    "### Lightweight / Minimalist",
    "| Framework | Lang | Description |",
    "| [Upsonic](https://github.com/upsonic/upsonic) | Py | MCP support. Minimal setup. |"
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    "## \ud83e\uddf1 Agent Frameworks",
    "### Lightweight / Minimalist",
    "| Framework | Lang | Description |",
    "| [Upsonic](https://github.com/upsonic/upsonic) | Py | MCP support. Minimal setup. |"
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    "## \ud83e\uddf1 Agent Frameworks",
    "### Lightweight / Minimalist",
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    "| [Portia AI](https://github.com/portia-ai/portia-sdk-python) | Py | Reliable agents in production. |"
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    "## \ud83e\uddf1 Agent Frameworks",
    "### Lightweight / Minimalist",
    "| Framework | Lang | Description |",
    "| [Portia AI](https://github.com/portia-ai/portia-sdk-python) | Py | Reliable agents in production. |"
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    "## \ud83e\uddf1 Agent Frameworks",
    "### Lightweight / Minimalist",
    "| Framework | Lang | Description |",
    "| [MicroAgent](https://github.com/aymenfurter/microagent) | Py | Self-editing prompts and code. |"
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    "## \ud83e\uddf1 Agent Frameworks",
    "### Lightweight / Minimalist",
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    "| [MicroAgent](https://github.com/aymenfurter/microagent) | Py | Self-editing prompts and code. |"
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   "title": "10 Open-Source No-Code AI Platforms: LLM Apps, RAG Systems, AI Agents",
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    "## 10 open-source no-code AI platforms for building LLM apps, RAG systems, and AI agents",
    "Industry analyses show that RAG-first solutions and agent-oriented workflows deliver immediate business value, which is why Flowise, Langflow, Dify, and AnythingLLM appear prominently in practical briefs and case studies.",
    "## Platform 1: Flowise \u2013 visual LLM pipelines and RAG workbenches"
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    "## 10 open-source no-code AI platforms for building LLM apps, RAG systems, and AI agents",
    "Industry analyses show that RAG-first solutions and agent-oriented workflows deliver immediate business value, which is why Flowise, Langflow, Dify, and AnythingLLM appear prominently in practical briefs and case studies.",
    "## Platform 2: Langflow \u2013 canvas for agents and retrieval"
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    "Industry analyses show that RAG-first solutions and agent-oriented workflows deliver immediate business value, which is why Flowise, Langflow, Dify, and AnythingLLM appear prominently in practical briefs and case studies.",
    "## Platform 3: Dify \u2013 AI application studio for RAG and agents"
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    "Industry analyses show that RAG-first solutions and agent-oriented workflows deliver immediate business value, which is why Flowise, Langflow, Dify, and AnythingLLM appear prominently in practical briefs and case studies.",
    "## Platform 4: AnythingLLM \u2013 Document-centric LLM apps and private assistants"
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    "## 10 open-source no-code AI platforms for building LLM apps, RAG systems, and AI agents",
    "Today\u2019s landscape includes distinct, overlapping categories: **LLM-native visual builders** (Flowise, Langflow, Dify), **open-source automation and workflow platforms** that treat AI as a node in larger processes (n8n, Activepieces, Sim), **document-centric RAG platforms** that specialize in knowledge-based assistants (AnythingLLM, Dify), and **general open-source app builders** that embed AI in dashboards and admin tools (Budibase, ToolJet, Appsmith).",
    "## Platform 5: n8n \u2013 open-source automation with AI nodes"
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    "## 10 open-source no-code AI platforms for building LLM apps, RAG systems, and AI agents",
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    "## Platform 6: Sim \u2013 agent workflow builder with no-code interfaces"
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    "## Platform 7: Botpress \u2013 open-source conversational agents with visual builders"
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    "## 10 open-source no-code AI platforms for building LLM apps, RAG systems, and AI agents",
    "Today\u2019s landscape includes distinct, overlapping categories: **LLM-native visual builders** (Flowise, Langflow, Dify), **open-source automation and workflow platforms** that treat AI as a node in larger processes (n8n, Activepieces, Sim), **document-centric RAG platforms** that specialize in knowledge-based assistants (AnythingLLM, Dify), and **general open-source app builders** that embed AI in dashboards and admin tools (Budibase, ToolJet, Appsmith).",
    "## Platform 8: Budibase \u2013 open-source internal tools with embedded AI"
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    "Today\u2019s landscape includes distinct, overlapping categories: **LLM-native visual builders** (Flowise, Langflow, Dify), **open-source automation and workflow platforms** that treat AI as a node in larger processes (n8n, Activepieces, Sim), **document-centric RAG platforms** that specialize in knowledge-based assistants (AnythingLLM, Dify), and **general open-source app builders** that embed AI in dashboards and admin tools (Budibase, ToolJet, Appsmith).",
    "## Platform 9: ToolJet \u2013 open-source app builder with AI integrations"
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    "## Platform 10: Activepieces \u2013 open-source automation for AI-driven processes"
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    "| 9 | = | [cline/cline](https://github.com/cline/cline) Autonomous coding agent as an SDK, IDE extension, or CLI assistant. | A | 67.2k | 2026-08-30 | 393 | 90.9 was 90.3 \u2014 |"
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    "| 9 | = | [cline/cline](https://github.com/cline/cline) Autonomous coding agent as an SDK, IDE extension, or CLI assistant. | A | 67.2k | 2026-08-30 | 393 | 90.9 was 90.3 \u2014 |"
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    "## Go",
    "- [hatchet-dev/hatchet](https://github.com/hatchet-dev/hatchet) - \ud83e\ude93 An orchestration engine for background tasks, AI agents, and durable workflows"
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  },
  {
   "url": "https://aiagentrank.io/blog/best-open-source-ai-agent-frameworks-2026",
   "title": "Best Open-Source AI Agent Frameworks 2026: Ranked",
   "project": "Pydantic AI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The eight frameworks at a glance",
    "| Framework | Maintainer | Style | License | Best for |",
    "| **Pydantic AI** | Pydantic team | Type-safe single agent | MIT | Python-typed agent code |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alexngai/awesome-agent-experience",
   "title": "GitHub - alexngai/awesome-agent-experience: A living list of tools, frameworks, and projects for building agent-friendly systems",
   "project": "Manufact",
   "repository": null,
   "stars": "8000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Experience (AX) [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent-Friendly APIs",
    "- [Manufact](https://www.manufact.com/) - Open-source SDK and platform for building, deploying, and managing MCP servers and AI agents. Y Combinator-backed with 8k+ GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Awesome Agent Experience (AX) [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent-Friendly APIs",
    "- [Manufact](https://www.manufact.com/) - Open-source SDK and platform for building, deploying, and managing MCP servers and AI agents. Y Combinator-backed with 8k+ GitHub stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alexngai/awesome-agent-experience",
   "title": "GitHub - alexngai/awesome-agent-experience: A living list of tools, frameworks, and projects for building agent-friendly systems",
   "project": "MetaMCP",
   "repository": "https://github.com/metatool-ai/metamcp",
   "stars": "2200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Experience (AX) [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## MCP Ecosystem",
    "- [MetaMCP](https://github.com/metatool-ai/metamcp) - MCP aggregator, orchestrator, middleware, and gateway in one Docker container that unifies multiple MCP servers into a single endpoint with namespacing, tool filtering, and enterprise access controls; 2.2k+ GitHub stars."
   ],
   "repository_evidence": [
    "# Awesome Agent Experience (AX) [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## MCP Ecosystem",
    "- [MetaMCP](https://github.com/metatool-ai/metamcp) - MCP aggregator, orchestrator, middleware, and gateway in one Docker container that unifies multiple MCP servers into a single endpoint with namespacing, tool filtering, and enterprise access controls; 2.2k+ GitHub stars."
   ],
   "stars_evidence": [
    "# Awesome Agent Experience (AX) [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## MCP Ecosystem",
    "- [MetaMCP](https://github.com/metatool-ai/metamcp) - MCP aggregator, orchestrator, middleware, and gateway in one Docker container that unifies multiple MCP servers into a single endpoint with namespacing, tool filtering, and enterprise access controls; 2.2k+ GitHub stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alexngai/awesome-agent-experience",
   "title": "GitHub - alexngai/awesome-agent-experience: A living list of tools, frameworks, and projects for building agent-friendly systems",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": "20000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Experience (AX) [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Web Interaction",
    "- [Skyvern](https://github.com/Skyvern-AI/skyvern) - Automates browser-based workflows using LLMs and computer vision; top-ranked on the WebVoyager benchmark with 20k+ GitHub stars."
   ],
   "repository_evidence": [
    "# Awesome Agent Experience (AX) [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Web Interaction",
    "- [Skyvern](https://github.com/Skyvern-AI/skyvern) - Automates browser-based workflows using LLMs and computer vision; top-ranked on the WebVoyager benchmark with 20k+ GitHub stars."
   ],
   "stars_evidence": [
    "# Awesome Agent Experience (AX) [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Agent Web Interaction",
    "- [Skyvern](https://github.com/Skyvern-AI/skyvern) - Automates browser-based workflows using LLMs and computer vision; top-ranked on the WebVoyager benchmark with 20k+ GitHub stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-ai-agent-frameworks",
   "title": "GitHub - keon/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "Pydantic AI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### \ud83e\udd47 1. [Pydantic AI](https://ai.pydantic.dev/)",
    "Type-first AI agent framework with tools, validators, provider-agnostic (you can use different LLMs from different providers!), optional graph-style control, and first-class observability via Logfire \u2014 built around reliable structured (and unstructured) outputs."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-ai-agent-frameworks",
   "title": "GitHub - keon/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### \ud83e\udd48 2. [OpenAI Agents SDK](https://github.com/openai/openai-agents-python)",
    "Lightweight, production-minded agent orchestration with a tiny set of primitives (Agents, Tools, Handoffs, Guardrails, Sessions), built-in tracing, and built-in tools (retrieval, web search, computer-use). Provider-agnostic by design."
   ],
   "repository_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### \ud83e\udd48 2. [OpenAI Agents SDK](https://github.com/openai/openai-agents-python)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-ai-agent-frameworks",
   "title": "GitHub - keon/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### \ud83c\udfc5 3. [CrewAI](https://github.com/crewAIInc/crewAI)",
    "Role-based \u201ccrews\u201d of agents that execute well-defined tasks with tools and memory. Two simple process modes (sequential or hierarchical with a manager) keep orchestration understandable while still enabling multi-agent collaboration."
   ],
   "repository_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### \ud83c\udfc5 3. [CrewAI](https://github.com/crewAIInc/crewAI)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-ai-agent-frameworks",
   "title": "GitHub - keon/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "LlamaIndex Agents",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 4. [LlamaIndex Agents](https://docs.llamaindex.ai/)",
    "Data-centric agents built on top of strong RAG primitives. You get clean agent abstractions (FunctionAgent / ReAct-style), a robust Tool system, memory, and an ecosystem of connectors via LlamaHub. For heavier workflows, LlamaIndex adds event-driven \u201cWorkflows\u201d, plus managed services like LlamaCloud and LlamaParse for high-fidelity document parsing and ingestion"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-ai-agent-frameworks",
   "title": "GitHub - keon/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 5. [LangGraph](https://github.com/langchain-ai/langgraph)",
    "Graph/state-machine approach for building stateful, recoverable agent loops with optional checkpointing and persistence. Great when auditability matter more than \u201cauto\u201d magic. Quite heavy!"
   ],
   "repository_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 5. [LangGraph](https://github.com/langchain-ai/langgraph)"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-ai-agent-frameworks",
   "title": "GitHub - keon/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 6. [AutoGen](https://microsoft.github.io/autogen/)",
    "Event-driven multi-agent framework where agents (human, assistant, tool, evaluator) converse, collaborate, and call tools. Includes patterns like GroupChat and a visual Studio for orchestration and inspection."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-ai-agent-frameworks",
   "title": "GitHub - keon/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "Haystack Agents",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 7. [Haystack Agents](https://docs.haystack.deepset.ai/)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-ai-agent-frameworks",
   "title": "GitHub - keon/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 8. Other Frameworks",
    "- [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) \u2014 Classic autonomous agent project; great for experiments and understanding long-running loops. Ideal for self-contained tasks like market research, but watch for potential API cost overruns."
   ],
   "repository_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 8. Other Frameworks",
    "- [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) \u2014 Classic autonomous agent project; great for experiments and understanding long-running loops. Ideal for self-contained tasks like market research, but watch for potential API cost overruns."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-ai-agent-frameworks",
   "title": "GitHub - keon/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "MetaGPT",
   "repository": "https://github.com/FoundationAgents/MetaGPT",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 8. Other Frameworks",
    "- [MetaGPT](https://github.com/FoundationAgents/MetaGPT) \u2014 Multi-agent \u201ccompany-as-code\u201d pattern with research-friendly team roles (PM/Eng/QA). Excels in simulating collaborative workflows for prototyping complex systems."
   ],
   "repository_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 8. Other Frameworks",
    "- [MetaGPT](https://github.com/FoundationAgents/MetaGPT) \u2014 Multi-agent \u201ccompany-as-code\u201d pattern with research-friendly team roles (PM/Eng/QA). Excels in simulating collaborative workflows for prototyping complex systems."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-ai-agent-frameworks",
   "title": "GitHub - keon/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "Camel-AI",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 8. Other Frameworks",
    "- [Camel-AI](https://github.com/camel-ai/camel) \u2014 Role-playing agents with conversation curricula for cooperative task-solving. Strong for research-driven scenarios requiring structured multi-agent interactions."
   ],
   "repository_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 8. Other Frameworks",
    "- [Camel-AI](https://github.com/camel-ai/camel) \u2014 Role-playing agents with conversation curricula for cooperative task-solving. Strong for research-driven scenarios requiring structured multi-agent interactions."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-ai-agent-frameworks",
   "title": "GitHub - keon/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 8. Other Frameworks",
    "- [OpenHands](https://github.com/All-Hands-AI/OpenHands) \u2014 Computer-use/desktop-control agents for browser and OS actions. Perfect for grounded tasks like automating desktop workflows or testing UI interactions."
   ],
   "repository_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 8. Other Frameworks",
    "- [OpenHands](https://github.com/All-Hands-AI/OpenHands) \u2014 Computer-use/desktop-control agents for browser and OS actions. Perfect for grounded tasks like automating desktop workflows or testing UI interactions."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-ai-agent-frameworks",
   "title": "GitHub - keon/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "AgentScope",
   "repository": "https://github.com/agentscope-ai/agentscope",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 8. Other Frameworks",
    "- [AgentScope](https://github.com/agentscope-ai/agentscope) \u2014 Alibaba\u2019s framework for building and evaluating scalable multi-agent systems. Suited for large-scale, enterprise-grade applications with robust evaluation needs."
   ],
   "repository_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 8. Other Frameworks",
    "- [AgentScope](https://github.com/agentscope-ai/agentscope) \u2014 Alibaba\u2019s framework for building and evaluating scalable multi-agent systems. Suited for large-scale, enterprise-grade applications with robust evaluation needs."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-ai-agent-frameworks",
   "title": "GitHub - keon/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 8. Other Frameworks",
    "- [LangChain](https://www.langchain.com/) \u2014 Modular framework for building LLM applications with chains, tools, and agents. Shines in rapid prototyping and integrations; our go-to for 50+ client projects needing flexible data pipelines."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-ai-agent-frameworks",
   "title": "GitHub - keon/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "AgentFlow",
   "repository": "https://github.com/lebrunel/agentflow",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 8. Other Frameworks",
    "- [AgentFlow](https://github.com/lebrunel/agentflow) \u2014 Low-code framework using Markdown and natural language for AI-powered workflows. Simplifies agent creation for quick automation; ideal for non-technical teams."
   ],
   "repository_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 8. Other Frameworks",
    "- [AgentFlow](https://github.com/lebrunel/agentflow) \u2014 Low-code framework using Markdown and natural language for AI-powered workflows. Simplifies agent creation for quick automation; ideal for non-technical teams."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-ai-agent-frameworks",
   "title": "GitHub - keon/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "Atomic Agents",
   "repository": "https://github.com/BrainBlend-AI/atomic-agents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 8. Other Frameworks",
    "- [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents) \u2014 Lightweight, modular framework for building agentic AI pipelines with atomic components. Great for developers prioritizing simplicity and composability in smaller projects."
   ],
   "repository_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 8. Other Frameworks",
    "- [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents) \u2014 Lightweight, modular framework for building agentic AI pipelines with atomic components. Great for developers prioritizing simplicity and composability in smaller projects."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-ai-agent-frameworks",
   "title": "GitHub - keon/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "PromptFlow",
   "repository": "https://github.com/microsoft/promptflow",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 8. Other Frameworks",
    "- [PromptFlow](https://github.com/microsoft/promptflow) \u2014 Microsoft\u2019s tool for developing and evaluating LLM-based flows. Excels in structured prompt engineering and testing for enterprise-grade applications."
   ],
   "repository_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 8. Other Frameworks",
    "- [PromptFlow](https://github.com/microsoft/promptflow) \u2014 Microsoft\u2019s tool for developing and evaluating LLM-based flows. Excels in structured prompt engineering and testing for enterprise-grade applications."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-ai-agent-frameworks",
   "title": "GitHub - keon/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "n8n",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 8. Other Frameworks",
    "- [n8n](https://n8n.io/) \u2014 Workflow automation platform with AI capabilities for integrating agent-like tasks. Perfect for connecting APIs and automating business processes with minimal coding."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-ai-agent-frameworks",
   "title": "GitHub - keon/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "OpenAgents",
   "repository": "https://github.com/xlang-ai/OpenAgents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 8. Other Frameworks",
    "- [OpenAgents](https://github.com/xlang-ai/OpenAgents) \u2014 Open platform for hosting and using language agents in real-world scenarios. Strong for community-driven, extensible agent deployments."
   ],
   "repository_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 8. Other Frameworks",
    "- [OpenAgents](https://github.com/xlang-ai/OpenAgents) \u2014 Open platform for hosting and using language agents in real-world scenarios. Strong for community-driven, extensible agent deployments."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-ai-agent-frameworks",
   "title": "GitHub - keon/awesome-ai-agent-frameworks: Curated most up-to-date list of AI Agent Frameworks",
   "project": "Lindy",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u26a1 Awesome AI Agent Frameworks \u26a1",
    "### 8. Other Frameworks",
    "- [Lindy](https://www.lindy.ai/) \u2014 AI agent platform for creating and managing business agents with simple prompts. Ideal for startups needing quick, user-friendly automation solutions."
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   "title": "10 AI Agent Frameworks You Should Know in 2026: LangGraph, CrewAI, AutoGen & More \ud83e\udd16",
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    "## 1. LangGraph \u2014 The Production Standard \ud83c\udfc6"
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   "title": "10 AI Agent Frameworks You Should Know in 2026: LangGraph, CrewAI, AutoGen & More \ud83e\udd16",
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    "## 2. CrewAI \u2014 The Fast On-Ramp \ud83d\ude80"
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    "## 3. AutoGen / AG2 \u2014 The Conversational Multi-Agent \ud83d\udcac"
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    "## 5. OpenAI Agents SDK \u2014 The Clean and Fast Option \ud83d\udd11"
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    "## 10. OpenAgents \u2014 The Protocol-Native Network \ud83c\udf10"
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    "Anthropic Agent Teams (official), Ruflo (31.1k stars), Claude Squad, ccpm, Swarm SDK, and Mission Control.",
    "# Claude Code Multi-Agent: 6 Frameworks vs ClaudeFast Code Kit",
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    "# Claude Code Multi-Agent: 6 Frameworks vs ClaudeFast Code Kit",
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    "# Claude Code Multi-Agent: 6 Frameworks vs ClaudeFast Code Kit",
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    "# Claude Code Multi-Agent: 6 Frameworks vs ClaudeFast Code Kit",
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    "# Claude Code Multi-Agent: 6 Frameworks vs ClaudeFast Code Kit",
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    "# Claude Code Multi-Agent: 6 Frameworks vs ClaudeFast Code Kit",
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    "# Claude Code Multi-Agent: 6 Frameworks vs ClaudeFast Code Kit",
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    "## Top 10 AI Frameworks",
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    "## Top 10 AI Frameworks",
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    "## Top 10 AI Frameworks",
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    "## Top 10 AI Frameworks",
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    "| 3 | [vllm-project/vllm](https://github.com/vllm-project/vllm) | High-throughput and memory-efficient inference and serving for LLMs | \u2605 80,489 | memory |"
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    "## Top 10 AI Frameworks",
    "| # | Repository | Description | Stars | Category |",
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    "| 4 | [TauricResearch/TradingAgents](https://github.com/TauricResearch/TradingAgents) | Multi-Agents LLM Financial Trading Framework | \u2605 77,314 | multi_agent |"
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    "| # | Repository | Description | Stars | Category |",
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    "## Top 10 AI Frameworks",
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    "| 5 | [FoundationAgents/MetaGPT](https://github.com/FoundationAgents/MetaGPT) | The Multi-Agent Framework: First AI Software Company | \u2605 68,127 | multi_agent |"
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    "| 5 | [FoundationAgents/MetaGPT](https://github.com/FoundationAgents/MetaGPT) | The Multi-Agent Framework: First AI Software Company | \u2605 68,127 | multi_agent |"
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    "| 5 | [FoundationAgents/MetaGPT](https://github.com/FoundationAgents/MetaGPT) | The Multi-Agent Framework: First AI Software Company | \u2605 68,127 | multi_agent |"
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   "url": "https://agentmail.to/blog/best-ai-agent-orchestration-frameworks-2026",
   "title": "The 12 Best AI Agent Orchestration Frameworks for Developers (2026)",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Code-first frameworks compared on what breaks in production: what happens when your agent has to wait.",
    "## At a glance",
    "| Framework | Language | Pause primitive | Survives restart | Discoverable | Auto-resumes |",
    "| LangGraph | Python, JS | `interrupt()` | yes, all 3 durability modes | yes | no |",
    "## 2. LangGraph: most production-proven"
   ],
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  {
   "url": "https://agentmail.to/blog/best-ai-agent-orchestration-frameworks-2026",
   "title": "The 12 Best AI Agent Orchestration Frameworks for Developers (2026)",
   "project": "Pydantic AI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Code-first frameworks compared on what breaks in production: what happens when your agent has to wait.",
    "## At a glance",
    "| Framework | Language | Pause primitive | Survives restart | Discoverable | Auto-resumes |",
    "| Pydantic AI | Python | `ApprovalRequired` | only if you persist it | no | no |",
    "## 3. Pydantic AI: best architecture"
   ],
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  {
   "url": "https://agentmail.to/blog/best-ai-agent-orchestration-frameworks-2026",
   "title": "The 12 Best AI Agent Orchestration Frameworks for Developers (2026)",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "Code-first frameworks compared on what breaks in production: what happens when your agent has to wait.",
    "## At a glance",
    "| Framework | Language | Pause primitive | Survives restart | Discoverable | Auto-resumes |",
    "| Microsoft Agent Framework | .NET, Python | `RequestPort` | yes, with Durable extension | *not tested* | yes, with extension |",
    "## 4. Microsoft Agent Framework: best for .NET and Azure"
   ],
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  },
  {
   "url": "https://agentmail.to/blog/best-ai-agent-orchestration-frameworks-2026",
   "title": "The 12 Best AI Agent Orchestration Frameworks for Developers (2026)",
   "project": "Dapr Agents",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Code-first frameworks compared on what breaks in production: what happens when your agent has to wait.",
    "## At a glance",
    "| Framework | Language | Pause primitive | Survives restart | Discoverable | Auto-resumes |",
    "| Dapr Agents | Python | Dapr Workflows | yes | *not tested* | yes |",
    "## 5. Dapr Agents: the one that completes the loop"
   ],
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  },
  {
   "url": "https://agentmail.to/blog/best-ai-agent-orchestration-frameworks-2026",
   "title": "The 12 Best AI Agent Orchestration Frameworks for Developers (2026)",
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   "project_evidence": [
    "Code-first frameworks compared on what breaks in production: what happens when your agent has to wait.",
    "## At a glance",
    "| Framework | Language | Pause primitive | Survives restart | Discoverable | Auto-resumes |",
    "| Google ADK | Py, Java, Go, TS | long-running tool | session state: yes\u00b2 | partial\u00b3 | no |",
    "## 6. Google ADK: best language coverage"
   ],
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   "url": "https://agentmail.to/blog/best-ai-agent-orchestration-frameworks-2026",
   "title": "The 12 Best AI Agent Orchestration Frameworks for Developers (2026)",
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   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "Code-first frameworks compared on what breaks in production: what happens when your agent has to wait.",
    "## At a glance",
    "| Framework | Language | Pause primitive | Survives restart | Discoverable | Auto-resumes |",
    "| Vercel AI SDK | TypeScript | tool approvals only | n/a | n/a | no |",
    "## 7. Vercel AI SDK: best for agents inside a web product"
   ],
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   "url": "https://agentmail.to/blog/best-ai-agent-orchestration-frameworks-2026",
   "title": "The 12 Best AI Agent Orchestration Frameworks for Developers (2026)",
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   "project_evidence": [
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    "## At a glance",
    "| Framework | Language | Pause primitive | Survives restart | Discoverable | Auto-resumes |",
    "| LlamaIndex Workflows | Python | event + checkpoint | *not tested* | *not tested* | no |",
    "## 8. LlamaIndex Workflows: best for retrieval-heavy agents"
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   "url": "https://agentmail.to/blog/best-ai-agent-orchestration-frameworks-2026",
   "title": "The 12 Best AI Agent Orchestration Frameworks for Developers (2026)",
   "project": "OpenAI Agents SDK",
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   "project_evidence": [
    "Code-first frameworks compared on what breaks in production: what happens when your agent has to wait.",
    "## At a glance",
    "| Framework | Language | Pause primitive | Survives restart | Discoverable | Auto-resumes |",
    "| OpenAI Agents SDK | Python, TS | `needs_approval` \u2192 `RunState` | only if you persist it | no | no |",
    "## 9. OpenAI Agents SDK: thinnest layer, fastest start"
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   "url": "https://agentmail.to/blog/best-ai-agent-orchestration-frameworks-2026",
   "title": "The 12 Best AI Agent Orchestration Frameworks for Developers (2026)",
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   "project_evidence": [
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    "## At a glance",
    "| Framework | Language | Pause primitive | Survives restart | Discoverable | Auto-resumes |",
    "| CrewAI | Python | `@human_feedback` | yes (SQLite) | **no** | no |",
    "## 10. CrewAI: best multi-agent prototyping, with a warning"
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   "url": "https://agentmail.to/blog/best-ai-agent-orchestration-frameworks-2026",
   "title": "The 12 Best AI Agent Orchestration Frameworks for Developers (2026)",
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   "project_evidence": [
    "Code-first frameworks compared on what breaks in production: what happens when your agent has to wait.",
    "## At a glance",
    "| Framework | Language | Pause primitive | Survives restart | Discoverable | Auto-resumes |",
    "| Strands Agents | Python | session state | *not tested* | *not tested* | no |",
    "## 11. Strands Agents: best for AWS-native teams"
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   "url": "https://agentmail.to/blog/best-ai-agent-orchestration-frameworks-2026",
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    "## At a glance",
    "| Framework | Language | Pause primitive | Survives restart | Discoverable | Auto-resumes |",
    "| AutoGen / AG2 | Python | n/a | *see below* | n/a | n/a |",
    "## Skip these: AutoGen and AG2"
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    "| AutoGen / AG2 | Python | n/a | *see below* | n/a | n/a |",
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   "project_evidence": [
    "**MetaGPT** transforms a single requirement into entire codebases with PRDs and CI pipelines.",
    "**awesome-agents** is a hyper-curated, living catalog of open-source tools and frameworks specifically designed for building AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://blog.brightcoding.dev/2026/02/06/awesome-agents-the-essential-ai-agent-toolkit",
   "title": "awesome-agents: The Essential AI Agent Toolkit - BrightCoding",
   "project": "Agentic Context Engine",
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   "stars": null,
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   "license": null,
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    "**Agentic Context Engine** builds self-improving agents that learn from execution feedback.",
    "**awesome-agents** is a hyper-curated, living catalog of open-source tools and frameworks specifically designed for building AI agents."
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   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://blog.brightcoding.dev/2026/02/06/awesome-agents-the-essential-ai-agent-toolkit",
   "title": "awesome-agents: The Essential AI Agent Toolkit - BrightCoding",
   "project": "agency-swarm",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**agency-swarm** leverages OpenAI's latest Assistants API for reliability.",
    "**awesome-agents** is a hyper-curated, living catalog of open-source tools and frameworks specifically designed for building AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://7wdata.be/tool/flowise",
   "title": "Flowise - 7wData",
   "project": "Flowise",
   "repository": null,
   "stars": "30000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Flowise",
    "Flowise is an open-source, drag-and-drop visual platform for building LLM-powered AI agents and workflows, released in 2023 under the Apache 2.0 license."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Flowise",
    "In the market, Flowise is positioned as the easiest-to-use visual builder, scoring 5/5 for ease of use in comparative analyses, but trailing Dify in scalability (3/5 vs. 5/5), documentation (4/5 vs. 5/5), and community size (30,000 GitHub stars vs. Dify's 100,000)."
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7wdata.be/tool/flowise",
   "title": "Flowise - 7wData",
   "project": "Dify",
   "repository": null,
   "stars": "100000",
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   "license": null,
   "project_evidence": [
    "Headquartered in Singapore, Flowise competes directly with Langflow, Dify, Vectorshift, and Voiceflow in the low-code AI agent builder space.",
    "### [ Dify ](https://7wdata.be/tool/dify/)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "In the market, Flowise is positioned as the easiest-to-use visual builder, scoring 5/5 for ease of use in comparative analyses, but trailing Dify in scalability (3/5 vs. 5/5), documentation (4/5 vs. 5/5), and community size (30,000 GitHub stars vs. Dify's 100,000)."
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7wdata.be/tool/flowise",
   "title": "Flowise - 7wData",
   "project": "n8n",
   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## Alternatives",
    "- [n8n](https://7wdata.be/tool/n8n/)",
    "### [ n8n ](https://7wdata.be/tool/n8n/)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
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   "url": "https://7wdata.be/tool/flowise",
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   "license": null,
   "project_evidence": [
    "Headquartered in Singapore, Flowise competes directly with Langflow, Dify, Vectorshift, and Voiceflow in the low-code AI agent builder space.",
    "- [Langflow](https://7wdata.be/tool/langflow/)",
    "### [ Langflow ](https://www.langflow.org/)"
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   "stars_evidence": null,
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  {
   "url": "https://papers.cool/arxiv/2607.02453",
   "title": "Adoption and Ecosystem Health: A Longitudinal Analysis of Open-Source Multi-Agent Frameworks | Cool Papers",
   "project": "AutoGPT",
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   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGPT gained 111,967 stars in one month but converted fewer than 9 contributors per 1,000 stars, defined as contributor density in this research, compared with LangChain's 41.",
    "This paper analyzes 15 major open-source AI agent framework repositories from late 2022 to early 2026, using 808,042 stars, 73,997 pull requests, 86,241 commits, and 987,330 user profiles to assess ecosystem health across awareness, adoption, and retention."
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://papers.cool/arxiv/2607.02453",
   "title": "Adoption and Ecosystem Health: A Longitudinal Analysis of Open-Source Multi-Agent Frameworks | Cool Papers",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGPT gained 111,967 stars in one month but converted fewer than 9 contributors per 1,000 stars, defined as contributor density in this research, compared with LangChain's 41.",
    "By analyzing cross-framework contribution, we discover that LangChain functions as a shared infrastructure, attracting 82.5% of cross-ecosystem contributors.",
    "This paper analyzes 15 major open-source AI agent framework repositories from late 2022 to early 2026, using 808,042 stars, 73,997 pull requests, 86,241 commits, and 987,330 user profiles to assess ecosystem health across awareness, adoption, and retention."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://papers.cool/arxiv/2607.02453",
   "title": "Adoption and Ecosystem Health: A Longitudinal Analysis of Open-Source Multi-Agent Frameworks | Cool Papers",
   "project": "Pydantic-AI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Lower-profile frameworks such as Pydantic-AI show higher contributor density, indicating deeper adoption.",
    "This paper analyzes 15 major open-source AI agent framework repositories from late 2022 to early 2026, using 808,042 stars, 73,997 pull requests, 86,241 commits, and 987,330 user profiles to assess ecosystem health across awareness, adoption, and retention."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://papers.cool/arxiv/2607.02453",
   "title": "Adoption and Ecosystem Health: A Longitudinal Analysis of Open-Source Multi-Agent Frameworks | Cool Papers",
   "project": "MetaGPT",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "MetaGPT and LangFlow have contributor density ratios below 5 even with their high visibility.",
    "This paper analyzes 15 major open-source AI agent framework repositories from late 2022 to early 2026, using 808,042 stars, 73,997 pull requests, 86,241 commits, and 987,330 user profiles to assess ecosystem health across awareness, adoption, and retention."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://papers.cool/arxiv/2607.02453",
   "title": "Adoption and Ecosystem Health: A Longitudinal Analysis of Open-Source Multi-Agent Frameworks | Cool Papers",
   "project": "LangFlow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "MetaGPT and LangFlow have contributor density ratios below 5 even with their high visibility.",
    "This paper analyzes 15 major open-source AI agent framework repositories from late 2022 to early 2026, using 808,042 stars, 73,997 pull requests, 86,241 commits, and 987,330 user profiles to assess ecosystem health across awareness, adoption, and retention."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://assistents.ai/blogs/best-agentic-ai-frameworks-for-enterprises",
   "title": "11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "Every ranking of \"top agentic AI frameworks\" reads the same in 2026: LangGraph, CrewAI, AutoGen, LlamaIndex, evaluated on GitHub stars, orchestration model, and token benchmarks.",
    "# 11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)",
    "**Raw open-source frameworks** \u2014 libraries and SDKs like LangGraph, CrewAI, Microsoft Agent Framework, LlamaIndex Workflows, OpenAI Agents SDK, Google ADK, Pydantic AI, and the Claude Agent SDK."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://assistents.ai/blogs/best-agentic-ai-frameworks-for-enterprises",
   "title": "11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Every ranking of \"top agentic AI frameworks\" reads the same in 2026: LangGraph, CrewAI, AutoGen, LlamaIndex, evaluated on GitHub stars, orchestration model, and token benchmarks.",
    "# 11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)",
    "**Raw open-source frameworks** \u2014 libraries and SDKs like LangGraph, CrewAI, Microsoft Agent Framework, LlamaIndex Workflows, OpenAI Agents SDK, Google ADK, Pydantic AI, and the Claude Agent SDK."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://assistents.ai/blogs/best-agentic-ai-frameworks-for-enterprises",
   "title": "11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Every ranking of \"top agentic AI frameworks\" reads the same in 2026: LangGraph, CrewAI, AutoGen, LlamaIndex, evaluated on GitHub stars, orchestration model, and token benchmarks.",
    "# 11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://assistents.ai/blogs/best-agentic-ai-frameworks-for-enterprises",
   "title": "11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Every ranking of \"top agentic AI frameworks\" reads the same in 2026: LangGraph, CrewAI, AutoGen, LlamaIndex, evaluated on GitHub stars, orchestration model, and token benchmarks.",
    "# 11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://assistents.ai/blogs/best-agentic-ai-frameworks-for-enterprises",
   "title": "11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Raw open-source frameworks** \u2014 libraries and SDKs like LangGraph, CrewAI, Microsoft Agent Framework, LlamaIndex Workflows, OpenAI Agents SDK, Google ADK, Pydantic AI, and the Claude Agent SDK.",
    "# 11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://assistents.ai/blogs/best-agentic-ai-frameworks-for-enterprises",
   "title": "11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)",
   "project": "LlamaIndex Workflows",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Raw open-source frameworks** \u2014 libraries and SDKs like LangGraph, CrewAI, Microsoft Agent Framework, LlamaIndex Workflows, OpenAI Agents SDK, Google ADK, Pydantic AI, and the Claude Agent SDK.",
    "# 11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://assistents.ai/blogs/best-agentic-ai-frameworks-for-enterprises",
   "title": "11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Raw open-source frameworks** \u2014 libraries and SDKs like LangGraph, CrewAI, Microsoft Agent Framework, LlamaIndex Workflows, OpenAI Agents SDK, Google ADK, Pydantic AI, and the Claude Agent SDK.",
    "# 11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://assistents.ai/blogs/best-agentic-ai-frameworks-for-enterprises",
   "title": "11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)",
   "project": "Google ADK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Raw open-source frameworks** \u2014 libraries and SDKs like LangGraph, CrewAI, Microsoft Agent Framework, LlamaIndex Workflows, OpenAI Agents SDK, Google ADK, Pydantic AI, and the Claude Agent SDK.",
    "# 11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://assistents.ai/blogs/best-agentic-ai-frameworks-for-enterprises",
   "title": "11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)",
   "project": "Pydantic AI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Raw open-source frameworks** \u2014 libraries and SDKs like LangGraph, CrewAI, Microsoft Agent Framework, LlamaIndex Workflows, OpenAI Agents SDK, Google ADK, Pydantic AI, and the Claude Agent SDK.",
    "# 11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://assistents.ai/blogs/best-agentic-ai-frameworks-for-enterprises",
   "title": "11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)",
   "project": "Claude Agent SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Raw open-source frameworks** \u2014 libraries and SDKs like LangGraph, CrewAI, Microsoft Agent Framework, LlamaIndex Workflows, OpenAI Agents SDK, Google ADK, Pydantic AI, and the Claude Agent SDK.",
    "# 11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://assistents.ai/blogs/best-agentic-ai-frameworks-for-enterprises",
   "title": "11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Microsoft Agent Framework is the consolidated successor to both AutoGen and Semantic Kernel, reaching v1.0 general availability in April 2026.",
    "# 11 Best Agentic AI Frameworks for Enterprises in 2026 (Ranked by Governance, Production Readiness & Deployment)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?skills=yes",
   "title": "harnesses.sh \u2014 the agent harness directory",
   "project": "OpenClaw",
   "repository": "/h/openclaw",
   "stars": "382000",
   "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"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?skills=yes",
   "title": "harnesses.sh \u2014 the agent harness directory",
   "project": "OpenCode",
   "repository": "/h/opencode",
   "stars": "183448",
   "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.",
    "## [OpenCode](/h/opencode) \u00b7 Anomaly (formerly SST)"
   ],
   "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.",
    "## [OpenCode](/h/opencode) \u00b7 Anomaly (formerly SST)"
   ],
   "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 183,448 \u00b7 high"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?skills=yes",
   "title": "harnesses.sh \u2014 the agent harness directory",
   "project": "OpenHands",
   "repository": "/h/openhands",
   "stars": "79895",
   "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": [
    "# $ 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"
   ],
   "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"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?skills=yes",
   "title": "harnesses.sh \u2014 the agent harness directory",
   "project": "Pi",
   "repository": "/h/pi",
   "stars": "68476",
   "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"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?skills=yes",
   "title": "harnesses.sh \u2014 the agent harness directory",
   "project": "Goose",
   "repository": "/h/goose",
   "stars": "50812",
   "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"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?skills=yes",
   "title": "harnesses.sh \u2014 the agent harness directory",
   "project": "oh-my-pi (omp)",
   "repository": "/h/oh-my-pi-omp",
   "stars": "16611",
   "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"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?skills=yes",
   "title": "harnesses.sh \u2014 the agent harness directory",
   "project": "OpenHarness (Ohmo)",
   "repository": "/h/openharness-ohmo",
   "stars": "14635",
   "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.",
    "## [OpenHarness (Ohmo)](/h/openharness-ohmo) \u00b7 HKUDS (University of Hong Kong Data Intelligence Lab)"
   ],
   "repository_evidence": [
    "# $ find your agent harness",
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    "## [Kiro](/h/kiro) \u00b7 AWS (Amazon)"
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    "# $ 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"
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    "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"
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    "## Parallel Coding Agents \u2014 Terminal (TUI/CLI)",
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    "## Parallel Coding Agents \u2014 Terminal (TUI/CLI)",
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    "## Parallel Coding Agents \u2014 Terminal (TUI/CLI)",
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    "## Parallel Coding Agents \u2014 Terminal (TUI/CLI)",
    "- [agentbox](https://github.com/madarco/agentbox) - Gives each agent its own sandboxed VM \u2014 local Docker or cloud via Hetzner, Daytona, Vercel, or E2B \u2014 with sub-second checkpoint starts."
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    "## Parallel Coding Agents \u2014 Terminal (TUI/CLI)",
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    "## Parallel Coding Agents \u2014 Terminal (TUI/CLI)",
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    "## Parallel Coding Agents \u2014 Terminal (TUI/CLI)",
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    "## Parallel Coding Agents \u2014 Terminal (TUI/CLI)",
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    "## Parallel Coding Agents \u2014 Terminal (TUI/CLI)",
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    "## Parallel Coding Agents \u2014 Terminal (TUI/CLI)",
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    "## Parallel Coding Agents \u2014 Terminal (TUI/CLI)",
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    "## Parallel Coding Agents \u2014 Terminal (TUI/CLI)",
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    "## Parallel Coding Agents \u2014 Terminal (TUI/CLI)",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "# Awesome Agent Orchestrators [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)",
    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "- [Aperant](https://github.com/AndyMik90/Aperant) - Runs up to 12 agent terminals with a self-validating QA loop and automatic conflict resolution when merging back to main."
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [Better Agent](https://github.com/ofekron/better-agent) - Local web workspace with persistent state, approvals, and restart recovery for native Claude, Codex, and Gemini sessions."
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [clideck](https://github.com/rustykuntz/clideck) - Chat-app-style dashboard with autopilot routing between agents and full control from a phone. Claude Code, Codex, Gemini CLI, OpenCode."
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    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [CodeNomad](https://github.com/NeuralNomadsAI/CodeNomad) - Desktop and web workspace around the OpenCode CLI whose SideCars embed local tools like VS Code and terminals as tabs."
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [dorothy](https://github.com/Charlie85270/Dorothy) - Desktop app combining agent orchestration with automations, Kanban management, and MCP servers."
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [Garcon](https://github.com/cfal/garcon) - Self-hosted browser and mobile workspace with diff review, Git/PR workflows, mobile approvals, scheduling, and cross-agent transfers. Seven CLI agents."
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    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [Garcon](https://github.com/cfal/garcon) - Self-hosted browser and mobile workspace with diff review, Git/PR workflows, mobile approvals, scheduling, and cross-agent transfers. Seven CLI agents."
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
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    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [humanlayer](https://github.com/humanlayer/humanlayer) - Human-in-the-loop control for coding agents on hard problems; the repo notes its code is now largely deprecated in favor of a rebuild."
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    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [humanlayer](https://github.com/humanlayer/humanlayer) - Human-in-the-loop control for coding agents on hard problems; the repo notes its code is now largely deprecated in favor of a rebuild."
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    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [IM.codes](https://github.com/im4codes/imcodes) - Mobile and web control layer built for away-from-desk continuation, with terminal access, git views, localhost preview, and scheduled tasks. Claude Code, Codex, Gemini CLI."
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    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [IM.codes](https://github.com/im4codes/imcodes) - Mobile and web control layer built for away-from-desk continuation, with terminal access, git views, localhost preview, and scheduled tasks. Claude Code, Codex, Gemini CLI."
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    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [ivy-tendril](https://github.com/Ivy-Interactive/Ivy-Tendril) - Drives agents through a plan-based lifecycle with verification gates, self-improving memory, and human checkpoints. Claude Code, Codex, Antigravity, Copilot, OpenCode."
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   "repository_evidence": [
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    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [ivy-tendril](https://github.com/Ivy-Interactive/Ivy-Tendril) - Drives agents through a plan-based lifecycle with verification gates, self-improving memory, and human checkpoints. Claude Code, Codex, Antigravity, Copilot, OpenCode."
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    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [jat](https://github.com/joewinke/jat) - Visual dashboard combining live sessions, task management, code editor, and terminal, with parallel swarm workflows."
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   "repository_evidence": [
    "# Awesome Agent Orchestrators [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)",
    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [jat](https://github.com/joewinke/jat) - Visual dashboard combining live sessions, task management, code editor, and terminal, with parallel swarm workflows."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/awesome-agent-orchestrators",
   "title": "awesome-agent-orchestrators - AI Agents on GitHub (1.3k\u2605) | SkillsLLM",
   "project": "jean",
   "repository": "https://github.com/coollabsio/jean",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Orchestrators [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)",
    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [jean](https://github.com/coollabsio/jean) - Desktop and web app for orchestrating agents across multiple projects and their git worktrees. Claude, Codex, OpenCode."
   ],
   "repository_evidence": [
    "# Awesome Agent Orchestrators [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)",
    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [jean](https://github.com/coollabsio/jean) - Desktop and web app for orchestrating agents across multiple projects and their git worktrees. Claude, Codex, OpenCode."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/awesome-agent-orchestrators",
   "title": "awesome-agent-orchestrators - AI Agents on GitHub (1.3k\u2605) | SkillsLLM",
   "project": "kandev",
   "repository": "https://github.com/kdlbs/kandev",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Orchestrators [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)",
    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [kandev](https://github.com/kdlbs/kandev) - Kanban workbench whose multi-step workflows assign a different agent per step behind human gates, running locally, in Docker, over SSH, or in cloud executors."
   ],
   "repository_evidence": [
    "# Awesome Agent Orchestrators [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)",
    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [kandev](https://github.com/kdlbs/kandev) - Kanban workbench whose multi-step workflows assign a different agent per step behind human gates, running locally, in Docker, over SSH, or in cloud executors."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/awesome-agent-orchestrators",
   "title": "awesome-agent-orchestrators - AI Agents on GitHub (1.3k\u2605) | SkillsLLM",
   "project": "mux",
   "repository": "https://github.com/coder/mux",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Orchestrators [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)",
    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [mux](https://github.com/coder/mux) - Desktop app for isolated, parallel agentic development."
   ],
   "repository_evidence": [
    "# Awesome Agent Orchestrators [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)",
    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [mux](https://github.com/coder/mux) - Desktop app for isolated, parallel agentic development."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/awesome-agent-orchestrators",
   "title": "awesome-agent-orchestrators - AI Agents on GitHub (1.3k\u2605) | SkillsLLM",
   "project": "nimbalyst",
   "repository": "https://github.com/nimbalyst/nimbalyst",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Orchestrators [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)",
    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [nimbalyst](https://github.com/nimbalyst/nimbalyst) - Visual workspace pairing parallel worktree sessions with kanban and direct visual editing. Claude Code, Codex, OpenCode."
   ],
   "repository_evidence": [
    "# Awesome Agent Orchestrators [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)",
    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [nimbalyst](https://github.com/nimbalyst/nimbalyst) - Visual workspace pairing parallel worktree sessions with kanban and direct visual editing. Claude Code, Codex, OpenCode."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/awesome-agent-orchestrators",
   "title": "awesome-agent-orchestrators - AI Agents on GitHub (1.3k\u2605) | SkillsLLM",
   "project": "octomux",
   "repository": "https://github.com/ShreyPaharia/octomux",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Orchestrators [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)",
    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [octomux](https://github.com/ShreyPaharia/octomux) - Local dashboard with a kanban fleet view, one unified permission inbox across agents, and in-app diff review."
   ],
   "repository_evidence": [
    "# Awesome Agent Orchestrators [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)",
    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [octomux](https://github.com/ShreyPaharia/octomux) - Local dashboard with a kanban fleet view, one unified permission inbox across agents, and in-app diff review."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/awesome-agent-orchestrators",
   "title": "awesome-agent-orchestrators - AI Agents on GitHub (1.3k\u2605) | SkillsLLM",
   "project": "Orca",
   "repository": "https://github.com/stablyai/orca",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Orchestrators [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)",
    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [Orca](https://github.com/stablyai/orca) - Agentic development environment for running a fleet on your own subscription, available on desktop and mobile."
   ],
   "repository_evidence": [
    "# Awesome Agent Orchestrators [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)",
    "## Parallel Coding Agents \u2014 Desktop & Web",
    "- [Orca](https://github.com/stablyai/orca) - Agentic development environment for running a fleet on your own subscription, available on desktop and mobile."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://turion.ai/blog/complete-guide-ai-agent-frameworks-2026",
   "title": "Complete Guide to AI Agent Frameworks 2026",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Complete Guide to AI Agent Frameworks 2026",
    "## 3. LangGraph \u2014 The Explicit State Machine",
    "LangGraph models agents as state machines over a shared graph."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://turion.ai/blog/complete-guide-ai-agent-frameworks-2026",
   "title": "Complete Guide to AI Agent Frameworks 2026",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Complete Guide to AI Agent Frameworks 2026",
    "## 4. CrewAI \u2014 Role-Based Multi-Agent Teams",
    "CrewAI structures agents as role-based teams working toward a shared objective."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://turion.ai/blog/complete-guide-ai-agent-frameworks-2026",
   "title": "Complete Guide to AI Agent Frameworks 2026",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Complete Guide to AI Agent Frameworks 2026",
    "## 5. AutoGen \u2014 Microsoft\u2019s Conversational Agent Framework",
    "AutoGen from Microsoft pioneered the multi-agent conversation pattern."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://turion.ai/blog/complete-guide-ai-agent-frameworks-2026",
   "title": "Complete Guide to AI Agent Frameworks 2026",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Complete Guide to AI Agent Frameworks 2026",
    "## 6. LangChain & LlamaIndex \u2014 The Integration Layer",
    "LangChain and LlamaIndex are not agent frameworks in the strict sense \u2014 they\u2019re integration layers."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://turion.ai/blog/complete-guide-ai-agent-frameworks-2026",
   "title": "Complete Guide to AI Agent Frameworks 2026",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Complete Guide to AI Agent Frameworks 2026",
    "## 6. LangChain & LlamaIndex \u2014 The Integration Layer",
    "LangChain and LlamaIndex are not agent frameworks in the strict sense \u2014 they\u2019re integration layers."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fast.io/resources/multi-agent-framework",
   "title": "Choosing the Right Multi-Agent Framework for Your Pipeline",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Comparing Multi Agent Framework Architectures",
    "According to developer registry analytics in 2026, LangGraph, CrewAI, and AutoGen represent over 80% of open-source multi-agent development projects [Developer Registry Survey 2026].",
    "| Framework | Execution Flow Control | Storage Integration | Ease of Use |",
    "| **CrewAI** | Role-based collaboration | Local or external memory | High (role definitions) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fast.io/resources/multi-agent-framework",
   "title": "Choosing the Right Multi-Agent Framework for Your Pipeline",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Comparing Multi Agent Framework Architectures",
    "According to developer registry analytics in 2026, LangGraph, CrewAI, and AutoGen represent over 80% of open-source multi-agent development projects [Developer Registry Survey 2026].",
    "| Framework | Execution Flow Control | Storage Integration | Ease of Use |",
    "| **LangGraph** | Cyclic state graphs | PostgreSQL or custom saving | Moderate (node mapping) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fast.io/resources/multi-agent-framework",
   "title": "Choosing the Right Multi-Agent Framework for Your Pipeline",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Comparing Multi Agent Framework Architectures",
    "According to developer registry analytics in 2026, LangGraph, CrewAI, and AutoGen represent over 80% of open-source multi-agent development projects [Developer Registry Survey 2026].",
    "| Framework | Execution Flow Control | Storage Integration | Ease of Use |",
    "| **AutoGen** | Conversational messaging | Local or channel files | Moderate (agent messages) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fast.io/resources/multi-agent-framework",
   "title": "Choosing the Right Multi-Agent Framework for Your Pipeline",
   "project": "Mastra",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Comparing Multi Agent Framework Architectures",
    "To guide this decision, we compare the core characteristics of these engines alongside Mastra, a modern TypeScript-first framework.",
    "| Framework | Execution Flow Control | Storage Integration | Ease of Use |",
    "| **Mastra** | TypeScript workflows | PostgreSQL or local memory | High (TS-native) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stars/imlonghao/lists/ai",
   "title": "imlonghao's list / AI",
   "project": "Memoh",
   "repository": "/memohai/Memoh",
   "stars": "2001",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI",
    "## [ memohai / Memoh ](/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 \u2026"
   ],
   "repository_evidence": [
    "# AI",
    "## [ memohai / Memoh ](/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 \u2026"
   ],
   "stars_evidence": [
    "# AI",
    "## [ memohai / Memoh ](/memohai/Memoh)",
    "Go [ 2,001 ](/memohai/Memoh/stargazers) [ 188 ](/memohai/Memoh/forks) Updated Jul 11, 2026"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aixsociety.com/comparing-dify-ai-and-leading-low%E2%80%91code-llmops-platforms",
   "title": "Comparing Dify.ai and Leading Low\u2011Code LLMOps Platforms - AiX Society \u4eba\u5de5\u667a\u80fd\u61c9\u7528\u7814\u7a76\u5b78\u6703",
   "project": "Dify.ai",
   "repository": null,
   "stars": "100000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This report compares **Dify.ai** with top contenders \u2013 **Flowise**, **LangFlow**, **Portkey**, **Haystack (deepset)**, and **OpenPipe** \u2013 across key dimensions including usability, model integration, deployment flexibility, open-source status, enterprise features, observability, pricing, and community support.",
    "The table below summarizes how Dify and other platforms stack up across eight dimensions:",
    "| **Dify.ai** | Visual **drag-and-drop** workflow builder; intuitive prompt IDE designed for both devs and non-tech users. Supports visual prompt orchestration and easy dataset management. | Broad support: OpenAI GPT-3.5/4, **Anthropic Claude**, **Llama 2**, Azure OpenAI, Hugging Face models, Replicate, etc.. Multi-modal inputs (text, image) supported. | **Cloud SaaS** (Dify Cloud) or **self-host** (Docker, K8s) since open-source. Hybrid deployments with end-to-end encryption on-prem for security. | **Yes** \u2013 Open-source (Apache 2.0). Active GitHub project (80k+ stars by 2025) with plugin marketplace. | **Enterprise edition** adds SOC2-compliant audit trails, role-based access, SSO, and GPU-optimized model serving. Team collaboration (workspaces, multi-user) supported in cloud plans. | Built-in monitoring of AI logs and feedback for continuous learning. **Observability** dashboard and analytics included. Scales to production workloads; can deploy with horizontal scaling and GPUs in enterprise infra. | **Open-source** core (free). Cloud pricing: free trial, then ~$59/mo (Pro) to $159/mo (Team); enterprise custom. Commercial support available via LangGenius (Dify\u2019s company). | Large and rapidly growing community (Dify surpassed **100k GitHub stars** in 2024). Rich ecosystem with tutorials, templates, and a plugin marketplace. Good documentation and active development (4000+ commits in 2025). |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This report compares **Dify.ai** with top contenders \u2013 **Flowise**, **LangFlow**, **Portkey**, **Haystack (deepset)**, and **OpenPipe** \u2013 across key dimensions including usability, model integration, deployment flexibility, open-source status, enterprise features, observability, pricing, and community support.",
    "The table below summarizes how Dify and other platforms stack up across eight dimensions:",
    "| **Dify.ai** | Visual **drag-and-drop** workflow builder; intuitive prompt IDE designed for both devs and non-tech users. Supports visual prompt orchestration and easy dataset management. | Broad support: OpenAI GPT-3.5/4, **Anthropic Claude**, **Llama 2**, Azure OpenAI, Hugging Face models, Replicate, etc.. Multi-modal inputs (text, image) supported. | **Cloud SaaS** (Dify Cloud) or **self-host** (Docker, K8s) since open-source. Hybrid deployments with end-to-end encryption on-prem for security. | **Yes** \u2013 Open-source (Apache 2.0). Active GitHub project (80k+ stars by 2025) with plugin marketplace. | **Enterprise edition** adds SOC2-compliant audit trails, role-based access, SSO, and GPU-optimized model serving. Team collaboration (workspaces, multi-user) supported in cloud plans. | Built-in monitoring of AI logs and feedback for continuous learning. **Observability** dashboard and analytics included. Scales to production workloads; can deploy with horizontal scaling and GPUs in enterprise infra. | **Open-source** core (free). Cloud pricing: free trial, then ~$59/mo (Pro) to $159/mo (Team); enterprise custom. Commercial support available via LangGenius (Dify\u2019s company). | Large and rapidly growing community (Dify surpassed **100k GitHub stars** in 2024). Rich ecosystem with tutorials, templates, and a plugin marketplace. Good documentation and active development (4000+ commits in 2025). |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aixsociety.com/comparing-dify-ai-and-leading-low%E2%80%91code-llmops-platforms",
   "title": "Comparing Dify.ai and Leading Low\u2011Code LLMOps Platforms - AiX Society \u4eba\u5de5\u667a\u80fd\u61c9\u7528\u7814\u7a76\u5b78\u6703",
   "project": "Flowise",
   "repository": null,
   "stars": "40000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This report compares **Dify.ai** with top contenders \u2013 **Flowise**, **LangFlow**, **Portkey**, **Haystack (deepset)**, and **OpenPipe** \u2013 across key dimensions including usability, model integration, deployment flexibility, open-source status, enterprise features, observability, pricing, and community support.",
    "The table below summarizes how Dify and other platforms stack up across eight dimensions:",
    "| **Flowise** | **Node-based** visual editor (built on LangChain) for constructing chatbots and agent workflows. More of a \u201cdeveloper\u2019s playground\u201d UX \u2013 very flexible but slightly technical feel. Still accessible to beginners with its no-code interface. | Connects to **100+ LLMs & tools**. Native support for OpenAI (GPT-4), Anthropic Claude, local models via Ollama, etc.. Supports tools/APIs (web search, calculators) and multiple vector DBs (Pinecone, Chroma, etc.) for RAG. | **Open-source self-host** (Node.js app, Docker) and **Cloud** (Flowise Cloud service). Users can run locally for privacy or deploy on cloud for collaboration. Hybrid edge deployments supported. | **Yes** \u2013 Open-source (Apache 2.0). Official cloud service available; can also run on third-party clouds. ~40k GitHub stars, indicating strong open-source adoption. | **Enterprise Ready:** offers on-premises option, SSO/SAML, LDAP, RBAC, audit logs, versioning, and 99.99% SLA in enterprise tier. Real-time collaboration on chatbot design supported. | Provides **execution traces** for flows and integration with Prometheus and OpenTelemetry for monitoring. Horizontal scaling via worker queues; proven to handle production loads. Logging and evaluation metrics included. | **Free** to use and self-host. Managed Cloud plans from ~$35/mo (Starter) to $65/mo (Pro), with enterprise \u201cContact us\u201d for custom pricing. Community support (Discord, GitHub) for free tier; priority support on paid plans. | Vibrant open-source community (12k\u219240k stars growth). Active Discord. Many user-contributed nodes and templates (e.g. PDF/Q&A bots). Backed by Y Combinator, with growing enterprise user base. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This report compares **Dify.ai** with top contenders \u2013 **Flowise**, **LangFlow**, **Portkey**, **Haystack (deepset)**, and **OpenPipe** \u2013 across key dimensions including usability, model integration, deployment flexibility, open-source status, enterprise features, observability, pricing, and community support.",
    "The table below summarizes how Dify and other platforms stack up across eight dimensions:",
    "| **Flowise** | **Node-based** visual editor (built on LangChain) for constructing chatbots and agent workflows. More of a \u201cdeveloper\u2019s playground\u201d UX \u2013 very flexible but slightly technical feel. Still accessible to beginners with its no-code interface. | Connects to **100+ LLMs & tools**. Native support for OpenAI (GPT-4), Anthropic Claude, local models via Ollama, etc.. Supports tools/APIs (web search, calculators) and multiple vector DBs (Pinecone, Chroma, etc.) for RAG. | **Open-source self-host** (Node.js app, Docker) and **Cloud** (Flowise Cloud service). Users can run locally for privacy or deploy on cloud for collaboration. Hybrid edge deployments supported. | **Yes** \u2013 Open-source (Apache 2.0). Official cloud service available; can also run on third-party clouds. ~40k GitHub stars, indicating strong open-source adoption. | **Enterprise Ready:** offers on-premises option, SSO/SAML, LDAP, RBAC, audit logs, versioning, and 99.99% SLA in enterprise tier. Real-time collaboration on chatbot design supported. | Provides **execution traces** for flows and integration with Prometheus and OpenTelemetry for monitoring. Horizontal scaling via worker queues; proven to handle production loads. Logging and evaluation metrics included. | **Free** to use and self-host. Managed Cloud plans from ~$35/mo (Starter) to $65/mo (Pro), with enterprise \u201cContact us\u201d for custom pricing. Community support (Discord, GitHub) for free tier; priority support on paid plans. | Vibrant open-source community (12k\u219240k stars growth). Active Discord. Many user-contributed nodes and templates (e.g. PDF/Q&A bots). Backed by Y Combinator, with growing enterprise user base. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aixsociety.com/comparing-dify-ai-and-leading-low%E2%80%91code-llmops-platforms",
   "title": "Comparing Dify.ai and Leading Low\u2011Code LLMOps Platforms - AiX Society \u4eba\u5de5\u667a\u80fd\u61c9\u7528\u7814\u7a76\u5b78\u6703",
   "project": "LangFlow",
   "repository": null,
   "stars": "70000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This report compares **Dify.ai** with top contenders \u2013 **Flowise**, **LangFlow**, **Portkey**, **Haystack (deepset)**, and **OpenPipe** \u2013 across key dimensions including usability, model integration, deployment flexibility, open-source status, enterprise features, observability, pricing, and community support.",
    "The table below summarizes how Dify and other platforms stack up across eight dimensions:",
    "| **LangFlow** | **Visual flow builder** with polished UI. Drag-drop interface to connect LLMs, prompts, tools, etc., making complex chains easy to understand. Offers a \u201cno-code/low-code\u201d experience on top of LangChain. Also allows code customization for advanced users (Python blocks). | **Supports all major LLMs** (OpenAI, Anthropic, local models via Ollama/HuggingFace) and many vector stores out-of-the-box. Large library of integrations (databases, APIs \u2013 e.g. Slack, Notion, Bing, etc.). Excels at retrieval-augmented generation (RAG) pipelines. | **Open-source (MIT)** project deployable on your own infrastructure. Also offers a **managed cloud**: LangFlow Cloud gives an \u201centerprise-grade, secure\u201d environment (SOC2 Type II certified). Users can seamlessly transition between OSS and cloud (same interface). | **Yes** \u2013 MIT-licensed open source. Extremely popular on GitHub (~70k stars). The team offers a hosted platform (free signup available) and likely open-core enhancements. | Designed for enterprise RAG needs: e.g. integrates with AstraDB, MongoDB for vector search. Managed cloud has security/compliance (SOC2) and team collaboration features. Role-based access and team spaces presumably available in cloud version (BetterUp uses it collaboratively). | Provides **visual debugging** tools to trace steps and isolate bottlenecks in pipelines. Logging of queries and model responses for 14+ days on cloud (unlimited in enterprise). Can deploy flows as microservices or APIs with one click, enabling scalable production use. | **Free** self-hosted. Cloud: current free tier for basic usage; enterprise plan is custom-priced with unlimited usage and dedicated support. The open-source project has community support (Discord ~18k members). | Huge ecosystem via LangChain: hundreds of pre-built components and community plugins. Active development (2,800+ commits in 2025). Many tutorials and YouTube demos available. Enterprise users (e.g. BetterUp, IBM/DataStax partnership) lend credibility. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This report compares **Dify.ai** with top contenders \u2013 **Flowise**, **LangFlow**, **Portkey**, **Haystack (deepset)**, and **OpenPipe** \u2013 across key dimensions including usability, model integration, deployment flexibility, open-source status, enterprise features, observability, pricing, and community support.",
    "The table below summarizes how Dify and other platforms stack up across eight dimensions:",
    "| **LangFlow** | **Visual flow builder** with polished UI. Drag-drop interface to connect LLMs, prompts, tools, etc., making complex chains easy to understand. Offers a \u201cno-code/low-code\u201d experience on top of LangChain. Also allows code customization for advanced users (Python blocks). | **Supports all major LLMs** (OpenAI, Anthropic, local models via Ollama/HuggingFace) and many vector stores out-of-the-box. Large library of integrations (databases, APIs \u2013 e.g. Slack, Notion, Bing, etc.). Excels at retrieval-augmented generation (RAG) pipelines. | **Open-source (MIT)** project deployable on your own infrastructure. Also offers a **managed cloud**: LangFlow Cloud gives an \u201centerprise-grade, secure\u201d environment (SOC2 Type II certified). Users can seamlessly transition between OSS and cloud (same interface). | **Yes** \u2013 MIT-licensed open source. Extremely popular on GitHub (~70k stars). The team offers a hosted platform (free signup available) and likely open-core enhancements. | Designed for enterprise RAG needs: e.g. integrates with AstraDB, MongoDB for vector search. Managed cloud has security/compliance (SOC2) and team collaboration features. Role-based access and team spaces presumably available in cloud version (BetterUp uses it collaboratively). | Provides **visual debugging** tools to trace steps and isolate bottlenecks in pipelines. Logging of queries and model responses for 14+ days on cloud (unlimited in enterprise). Can deploy flows as microservices or APIs with one click, enabling scalable production use. | **Free** self-hosted. Cloud: current free tier for basic usage; enterprise plan is custom-priced with unlimited usage and dedicated support. The open-source project has community support (Discord ~18k members). | Huge ecosystem via LangChain: hundreds of pre-built components and community plugins. Active development (2,800+ commits in 2025). Many tutorials and YouTube demos available. Enterprise users (e.g. BetterUp, IBM/DataStax partnership) lend credibility. |"
   ],
   "description_evidence": null,
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  },
  {
   "url": "https://aixsociety.com/comparing-dify-ai-and-leading-low%E2%80%91code-llmops-platforms",
   "title": "Comparing Dify.ai and Leading Low\u2011Code LLMOps Platforms - AiX Society \u4eba\u5de5\u667a\u80fd\u61c9\u7528\u7814\u7a76\u5b78\u6703",
   "project": "Portkey",
   "repository": null,
   "stars": "8000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This report compares **Dify.ai** with top contenders \u2013 **Flowise**, **LangFlow**, **Portkey**, **Haystack (deepset)**, and **OpenPipe** \u2013 across key dimensions including usability, model integration, deployment flexibility, open-source status, enterprise features, observability, pricing, and community support.",
    "The table below summarizes how Dify and other platforms stack up across eight dimensions:",
    "| **Portkey** | Focused on **LLMOps infrastructure** more than app building \u2013 UI is centered on a control panel for managing model usage, prompts, and performance. Less of a drag-drop editor; more dashboards and forms. Geared toward developers integrating it into their stack (unified API) rather than non-technical users. | **Extensive model support:** acts as an AI **gateway** to 1,600+ LLMs/providers via one API. Integrates OpenAI, Anthropic, Cohere, Azure, local models, etc. plus plugins/guardrails. Basically model-agnostic routing. Also supports \u201cBring Your Own LLM\u201d (custom/self-hosted models). | **Hybrid:** Core is open-source gateway (self-hostable, e.g. Docker or Kubernetes). Portkey also offers a **Cloud SaaS** with a free tier and paid plans for production use. Enterprise deployments can be on-prem or VPC (for compliance). | **Yes** \u2013 Open-source components (AI Gateway is Apache-2.0 on GitHub). Company provides managed service and enterprise support on top. ~8k GitHub stars for core gateway. | **Enterprise-grade:** Emphasizes **governance, security, and reliability**. Features include role-based access control, service account API keys, SSO/SAML, usage quotas, and audit logs. Also provides **guardrails** to prevent prompt leaks or unsafe outputs. Compliance-friendly (used in finance, etc.). | **High observability:** real-time dashboards for latency, cost, and anomaly detection in LLM calls. Logging, tracing, and alerting are built-in (100k+ logs/mo even on $49 plan). Scales to enterprise workloads (billions of tokens/month) with load balancing, caching, multi-region gateway deployments. | **Free tier** (Dev: up to 10k logs/mo) and **Production** plan at ~$49/mo for higher volume. Enterprise licensing is custom (offers all features, unlimited logs, dedicated support). Commercial support and onboarding is a core offering (they raised a seed round to build out support). | Growing adoption in enterprises looking to **\u201cproductionize\u201d GenAI**. Community is smaller than others (being newer and more B2B-focused) but active discussions on MLOps forums. Integrates with dev tool ecosystems (Appsmith, etc.). Portkey is often cited in LLMOps guides for its end-to-end approach. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This report compares **Dify.ai** with top contenders \u2013 **Flowise**, **LangFlow**, **Portkey**, **Haystack (deepset)**, and **OpenPipe** \u2013 across key dimensions including usability, model integration, deployment flexibility, open-source status, enterprise features, observability, pricing, and community support.",
    "The table below summarizes how Dify and other platforms stack up across eight dimensions:",
    "| **Portkey** | Focused on **LLMOps infrastructure** more than app building \u2013 UI is centered on a control panel for managing model usage, prompts, and performance. Less of a drag-drop editor; more dashboards and forms. Geared toward developers integrating it into their stack (unified API) rather than non-technical users. | **Extensive model support:** acts as an AI **gateway** to 1,600+ LLMs/providers via one API. Integrates OpenAI, Anthropic, Cohere, Azure, local models, etc. plus plugins/guardrails. Basically model-agnostic routing. Also supports \u201cBring Your Own LLM\u201d (custom/self-hosted models). | **Hybrid:** Core is open-source gateway (self-hostable, e.g. Docker or Kubernetes). Portkey also offers a **Cloud SaaS** with a free tier and paid plans for production use. Enterprise deployments can be on-prem or VPC (for compliance). | **Yes** \u2013 Open-source components (AI Gateway is Apache-2.0 on GitHub). Company provides managed service and enterprise support on top. ~8k GitHub stars for core gateway. | **Enterprise-grade:** Emphasizes **governance, security, and reliability**. Features include role-based access control, service account API keys, SSO/SAML, usage quotas, and audit logs. Also provides **guardrails** to prevent prompt leaks or unsafe outputs. Compliance-friendly (used in finance, etc.). | **High observability:** real-time dashboards for latency, cost, and anomaly detection in LLM calls. Logging, tracing, and alerting are built-in (100k+ logs/mo even on $49 plan). Scales to enterprise workloads (billions of tokens/month) with load balancing, caching, multi-region gateway deployments. | **Free tier** (Dev: up to 10k logs/mo) and **Production** plan at ~$49/mo for higher volume. Enterprise licensing is custom (offers all features, unlimited logs, dedicated support). Commercial support and onboarding is a core offering (they raised a seed round to build out support). | Growing adoption in enterprises looking to **\u201cproductionize\u201d GenAI**. Community is smaller than others (being newer and more B2B-focused) but active discussions on MLOps forums. Integrates with dev tool ecosystems (Appsmith, etc.). Portkey is often cited in LLMOps guides for its end-to-end approach. |"
   ],
   "description_evidence": null,
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  },
  {
   "url": "https://aixsociety.com/comparing-dify-ai-and-leading-low%E2%80%91code-llmops-platforms",
   "title": "Comparing Dify.ai and Leading Low\u2011Code LLMOps Platforms - AiX Society \u4eba\u5de5\u667a\u80fd\u61c9\u7528\u7814\u7a76\u5b78\u6703",
   "project": "Haystack (deepset)",
   "repository": null,
   "stars": "10000",
   "description": null,
   "license": null,
   "project_evidence": [
    "This report compares **Dify.ai** with top contenders \u2013 **Flowise**, **LangFlow**, **Portkey**, **Haystack (deepset)**, and **OpenPipe** \u2013 across key dimensions including usability, model integration, deployment flexibility, open-source status, enterprise features, observability, pricing, and community support.",
    "The table below summarizes how Dify and other platforms stack up across eight dimensions:",
    "| **Haystack (deepset)** | Two interfaces: a Python **framework** (code-centric) and the new **deepset Studio** (visual designer). Studio provides a drag-and-drop pipeline editor to build RAG workflows and agents visually \u2013 it auto-validates connections and offers pipeline templates. This bridges ease-of-use for non-coders while still allowing code customization via Haystack. | **Highly modular:** supports *leading LLM providers* (OpenAI, Anthropic, Cohere, HuggingFace, Azure, Google Vertex, etc.) and *open-source models* (Llama2, Falcon via local backends). Built-in connectors for dozens of vector DBs (FAISS, Weaviate, Milvus, etc.) and tools (web search, OCR, translators). Basically one of the **most extensive integration libraries** in this space. | **Flexible deployment:** Open-source Haystack (Apache 2.0) can run on any cloud or on-prem server. deepset offers **deepset Cloud** (SaaS) and even on-prem enterprise installations (with NVIDIA AI Enterprise integration for on-site GPU clusters). Many deploy guides (Docker, Kubernetes, AWS, GCP, etc.) are provided. | **Yes** \u2013 Core Haystack is Apache 2.0 open source. Backed by deepset GmbH. Community version is free; **deepset Studio** is free for dev use in the cloud. Enterprise platform is commercial (with proprietary addons for security and scaling). | **Enterprise Features:** The **deepset AI Platform** adds enterprise-grade security, user management, and data governance. It includes features like SSO, RBAC, encrypted data stores, audit trails, and a managed cloud with SLA. Also provides data labeling tools and a \u201cTrust Center\u201d for compliance info. Used in mission-critical apps (Airbus, etc.). | **Production-ready by design:** Haystack has built-in **tracing, logging, and evaluation** modules for full pipeline observability. It logs all intermediate steps, and supports feedback loops for model improvement. Scales to large document corpora and high QPS: e.g. can index millions of docs for retrieval and handle concurrent queries with its REST API server. The enterprise cloud provides autoscaling and 24/7 monitoring. | **Open-source** is free (support via community). deepset Cloud: **Studio Free** tier (100 hours of pipeline runtime, 1 user) to experiment, then **Enterprise** (custom pricing) for production with unlimited use and dedicated support. Commercial support contracts available for on-prem deployments. | **Large developer community** (Haystack has ~10k stars, but is well-known in QA/NLP circles since 2020). Active Discord and GitHub. Many plugins/integrations contributed by community. Backed by strong documentation and a growing ecosystem (e.g. the **Gartner Cool Vendor 2024** recognition). The addition of Studio in 2024 broadened its appeal to no-code users as well. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This report compares **Dify.ai** with top contenders \u2013 **Flowise**, **LangFlow**, **Portkey**, **Haystack (deepset)**, and **OpenPipe** \u2013 across key dimensions including usability, model integration, deployment flexibility, open-source status, enterprise features, observability, pricing, and community support.",
    "The table below summarizes how Dify and other platforms stack up across eight dimensions:",
    "| **Haystack (deepset)** | Two interfaces: a Python **framework** (code-centric) and the new **deepset Studio** (visual designer). Studio provides a drag-and-drop pipeline editor to build RAG workflows and agents visually \u2013 it auto-validates connections and offers pipeline templates. This bridges ease-of-use for non-coders while still allowing code customization via Haystack. | **Highly modular:** supports *leading LLM providers* (OpenAI, Anthropic, Cohere, HuggingFace, Azure, Google Vertex, etc.) and *open-source models* (Llama2, Falcon via local backends). Built-in connectors for dozens of vector DBs (FAISS, Weaviate, Milvus, etc.) and tools (web search, OCR, translators). Basically one of the **most extensive integration libraries** in this space. | **Flexible deployment:** Open-source Haystack (Apache 2.0) can run on any cloud or on-prem server. deepset offers **deepset Cloud** (SaaS) and even on-prem enterprise installations (with NVIDIA AI Enterprise integration for on-site GPU clusters). Many deploy guides (Docker, Kubernetes, AWS, GCP, etc.) are provided. | **Yes** \u2013 Core Haystack is Apache 2.0 open source. Backed by deepset GmbH. Community version is free; **deepset Studio** is free for dev use in the cloud. Enterprise platform is commercial (with proprietary addons for security and scaling). | **Enterprise Features:** The **deepset AI Platform** adds enterprise-grade security, user management, and data governance. It includes features like SSO, RBAC, encrypted data stores, audit trails, and a managed cloud with SLA. Also provides data labeling tools and a \u201cTrust Center\u201d for compliance info. Used in mission-critical apps (Airbus, etc.). | **Production-ready by design:** Haystack has built-in **tracing, logging, and evaluation** modules for full pipeline observability. It logs all intermediate steps, and supports feedback loops for model improvement. Scales to large document corpora and high QPS: e.g. can index millions of docs for retrieval and handle concurrent queries with its REST API server. The enterprise cloud provides autoscaling and 24/7 monitoring. | **Open-source** is free (support via community). deepset Cloud: **Studio Free** tier (100 hours of pipeline runtime, 1 user) to experiment, then **Enterprise** (custom pricing) for production with unlimited use and dedicated support. Commercial support contracts available for on-prem deployments. | **Large developer community** (Haystack has ~10k stars, but is well-known in QA/NLP circles since 2020). Active Discord and GitHub. Many plugins/integrations contributed by community. Backed by strong documentation and a growing ecosystem (e.g. the **Gartner Cool Vendor 2024** recognition). The addition of Studio in 2024 broadened its appeal to no-code users as well. |"
   ],
   "description_evidence": null,
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  },
  {
   "url": "https://aixsociety.com/comparing-dify-ai-and-leading-low%E2%80%91code-llmops-platforms",
   "title": "Comparing Dify.ai and Leading Low\u2011Code LLMOps Platforms - AiX Society \u4eba\u5de5\u667a\u80fd\u61c9\u7528\u7814\u7a76\u5b78\u6703",
   "project": "OpenPipe",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This report compares **Dify.ai** with top contenders \u2013 **Flowise**, **LangFlow**, **Portkey**, **Haystack (deepset)**, and **OpenPipe** \u2013 across key dimensions including usability, model integration, deployment flexibility, open-source status, enterprise features, observability, pricing, and community support.",
    "The table below summarizes how Dify and other platforms stack up across eight dimensions:",
    "| **OpenPipe** | Web app with a **user-friendly interface** for prompt engineering and model fine-tuning. Emphasizes ease of iteration: you can test prompts and see responses instantly, compare outputs across models side-by-side, and auto-generate test scenarios. Not a flow builder per se, but a specialized UI for prompt tuning and evaluation \u2013 accessible even to non-experts (no coding needed for basic use). | Focused on **OpenAI-compatible** models and fine-tunes. Integrates directly with OpenAI API (compatible SDK drop-in) \u2013 logs all prompt-completion pairs in the background. Enables fine-tuning smaller models (e.g. GPT-3.5, Mistral-7B, Llama-2) on captured data. Also allows comparing model outputs (e.g. GPT-4 vs a fine-tuned local model) to evaluate quality. | **Open-source core** (Apache 2.0) with a self-host option for the platform. They also offer a **hosted service**: free personal plan and paid plans (Developer/Business) for cloud usage. Enterprises can deploy on their own cloud for data control, or use OpenPipe\u2019s cloud with enterprise integrations. | **Yes** \u2013 initially fully open-source, though temporarily moving to an open-core model (some proprietary code under integration). The core platform and SDK remain open. The project is relatively young (YC S23 startup) but has growing adoption. | Primarily offers **fine-tuning operations**: e.g. automatic logging of prompts, dataset import, and one-click model training. **Enterprise features** in the Business plan include compliance tools, advanced relabeling workflows, and discounted token rates. Team collaboration: a Pro plan allows multiple users to share and manage prompt projects. Likely integrates with enterprise data pipelines for continuous model improvement (RLHF loops). | **Observability:** provides real-time metrics on prompt performance \u2013 tracking latency, token usage, and cost for each model run. Allows filtering and querying past prompts in a log database. Scalability is usage-based: it can autoscale training jobs and inference endpoints in the cloud (the Developer plan includes autoscaling infrastructure). Fine-tuned models can be hosted with OpenPipe or exported for deployment on custom infrastructure. | **Free tier** for individuals (personal use, limited capacity). **Developer plan** priced by usage (e.g. ~$4 per 1M tokens for training), includes basic support. **Business plan** is custom-priced for higher volumes, with added compliance features and enterprise support. They often grant $100 in free credits to trial the service. Open-source users can self-support via community Slack/Discord; paid plans get email support. | Active early adopters among devs optimizing LLM costs. \u201cThousands of developers and companies\u201d use OpenPipe\u2019s open source or service. Community is smaller but enthusiastic \u2013 the tool addresses a niche (cost-effective fine-tuning) that\u2019s increasingly important. Backed by a $6.7M seed round in 2023, it\u2019s rapidly adding features. Ecosystem includes guides on fine-tuning best practices and SDKs in multiple languages. |"
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   "url": "https://hvtracker.net/blog/most-starred-ai-agents-no-provenance",
   "title": "The Most Popular AI Agents Ship Without Provenance \u2014 Here's the List",
   "project": "OpenClaw",
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    "## The list",
    "| Agent | Stars | Provenance | HVTrust Rank |",
    "| [OpenClaw](/agents/openclaw) | 375k | None | #74 |"
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   "project": "AutoGPT",
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    "| [AutoGPT](/agents/autogpt) | 184k | None | #39 |"
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    "| [opencode](/agents/opencode) | 167k | None | #127 |"
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    "| [opencode](/agents/opencode) | 167k | None | #127 |"
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    "| [Langflow](/agents/langflow) | 148k | None | #51 |"
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    "| [Langflow](/agents/langflow) | 148k | None | #51 |"
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    "| [LangChain](/agents/langchain) | 138k | None | #24 |"
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    "| [Claude Code](/agents/claude-code) | 127k | None | #101 |"
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    "| [Claude Code](/agents/claude-code) | 127k | None | #101 |"
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    "## The list",
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    "| [Firecrawl](/agents/firecrawl) | 126k | None | #47 |"
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    "| Agent | Stars | Provenance | HVTrust Rank |",
    "| [Firecrawl](/agents/firecrawl) | 126k | None | #47 |"
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    "| [Gemini CLI](/agents/gemini-cli) | 104k | None | #63 |"
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    "| [Gemini CLI](/agents/gemini-cli) | 104k | None | #63 |"
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    "| [Browser Use](/agents/browser-use) | 96k | None | #66 |"
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   "project_evidence": [
    "# The Most Popular AI Agents Ship Without Provenance \u2014 Here's the List",
    "## Who actually does it?",
    "| Agent | Stars | Provenance | HVTrust Rank |",
    "| [LangGraph](/agents/langgraph) | 33k | Verified | #1 |"
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   "repository_evidence": null,
   "stars_evidence": [
    "# The Most Popular AI Agents Ship Without Provenance \u2014 Here's the List",
    "## Who actually does it?",
    "| Agent | Stars | Provenance | HVTrust Rank |",
    "| [LangGraph](/agents/langgraph) | 33k | Verified | #1 |"
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   "description_evidence": null,
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  {
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   "title": "The Most Popular AI Agents Ship Without Provenance \u2014 Here's the List",
   "project": "PydanticAI",
   "repository": null,
   "stars": "17000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Most Popular AI Agents Ship Without Provenance \u2014 Here's the List",
    "## Who actually does it?",
    "| Agent | Stars | Provenance | HVTrust Rank |",
    "| [PydanticAI](/agents/pydanticai) | 17k | Verified | #2 |"
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   "repository_evidence": null,
   "stars_evidence": [
    "# The Most Popular AI Agents Ship Without Provenance \u2014 Here's the List",
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    "| [PydanticAI](/agents/pydanticai) | 17k | Verified | #2 |"
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   "description_evidence": null,
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   "url": "https://hvtracker.net/blog/most-starred-ai-agents-no-provenance",
   "title": "The Most Popular AI Agents Ship Without Provenance \u2014 Here's the List",
   "project": "Vercel AI SDK",
   "repository": null,
   "stars": "24000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Most Popular AI Agents Ship Without Provenance \u2014 Here's the List",
    "## Who actually does it?",
    "| Agent | Stars | Provenance | HVTrust Rank |",
    "| [Vercel AI SDK](/agents/vercel-ai-sdk) | 24k | Verified | #3 |"
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   "repository_evidence": null,
   "stars_evidence": [
    "# The Most Popular AI Agents Ship Without Provenance \u2014 Here's the List",
    "## Who actually does it?",
    "| Agent | Stars | Provenance | HVTrust Rank |",
    "| [Vercel AI SDK](/agents/vercel-ai-sdk) | 24k | Verified | #3 |"
   ],
   "description_evidence": null,
   "license_evidence": null
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   "url": "https://hvtracker.net/blog/most-starred-ai-agents-no-provenance",
   "title": "The Most Popular AI Agents Ship Without Provenance \u2014 Here's the List",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "26000",
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   "license": null,
   "project_evidence": [
    "# The Most Popular AI Agents Ship Without Provenance \u2014 Here's the List",
    "## Who actually does it?",
    "| Agent | Stars | Provenance | HVTrust Rank |",
    "| [OpenAI Agents SDK](/agents/openai-agents-sdk) | 26k | Verified | #4 |"
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   "repository_evidence": null,
   "stars_evidence": [
    "# The Most Popular AI Agents Ship Without Provenance \u2014 Here's the List",
    "## Who actually does it?",
    "| Agent | Stars | Provenance | HVTrust Rank |",
    "| [OpenAI Agents SDK](/agents/openai-agents-sdk) | 26k | Verified | #4 |"
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   "description_evidence": null,
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   "url": "https://hvtracker.net/blog/most-starred-ai-agents-no-provenance",
   "title": "The Most Popular AI Agents Ship Without Provenance \u2014 Here's the List",
   "project": "Haystack",
   "repository": null,
   "stars": "25000",
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   "project_evidence": [
    "# The Most Popular AI Agents Ship Without Provenance \u2014 Here's the List",
    "## Who actually does it?",
    "| Agent | Stars | Provenance | HVTrust Rank |",
    "| [Haystack](/agents/haystack) | 25k | Verified | #5 |"
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   "repository_evidence": null,
   "stars_evidence": [
    "# The Most Popular AI Agents Ship Without Provenance \u2014 Here's the List",
    "## Who actually does it?",
    "| Agent | Stars | Provenance | HVTrust Rank |",
    "| [Haystack](/agents/haystack) | 25k | Verified | #5 |"
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   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://hvtracker.net/blog/most-starred-ai-agents-no-provenance",
   "title": "The Most Popular AI Agents Ship Without Provenance \u2014 Here's the List",
   "project": "n8n",
   "repository": null,
   "stars": "190000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Most Popular AI Agents Ship Without Provenance \u2014 Here's the List",
    "## Who actually does it?",
    "| Agent | Stars | Provenance | HVTrust Rank |",
    "| [n8n](/agents/n8n) | 190k | Verified | #6 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The Most Popular AI Agents Ship Without Provenance \u2014 Here's the List",
    "## Who actually does it?",
    "| Agent | Stars | Provenance | HVTrust Rank |",
    "| [n8n](/agents/n8n) | 190k | Verified | #6 |"
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentindex.app/category/multi-agent",
   "title": "Top 99 Multi-Agent (2026) - Open Source & Free | AgentIndex",
   "project": "Microsoft AutoGen",
   "repository": null,
   "stars": "59900",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Agent (2026)",
    "Multi-agent frameworks for orchestrating collaborative AI agents and distributed task execution. Compare CrewAI, AutoGen, and more.",
    "| ![Microsoft AutoGen logo](/icons/autogen-microsoft.png) | | A framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. | Multi-Agent | \u2605 59.9k | CC-BY-4.0 | 2026-04-15 |"
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   "repository_evidence": null,
   "stars_evidence": [
    "# Multi-Agent (2026)",
    "Multi-agent frameworks for orchestrating collaborative AI agents and distributed task execution. Compare CrewAI, AutoGen, and more.",
    "| ![Microsoft AutoGen logo](/icons/autogen-microsoft.png) | | A framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. | Multi-Agent | \u2605 59.9k | CC-BY-4.0 | 2026-04-15 |"
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   "description_evidence": null,
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   "url": "https://agentindex.app/category/multi-agent",
   "title": "Top 99 Multi-Agent (2026) - Open Source & Free | AgentIndex",
   "project": "CrewAI",
   "repository": null,
   "stars": "55900",
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   "license": null,
   "project_evidence": [
    "# Multi-Agent (2026)",
    "Multi-agent frameworks for orchestrating collaborative AI agents and distributed task execution. Compare CrewAI, AutoGen, and more.",
    "| ![CrewAI logo](/icons/crewai-framework.png) | | Framework for orchestrating role-playing, autonomous AI agents. By working together, your Crew can tackle complex tasks. | Multi-Agent | \u2605 55.9k | MIT | 2026-07-21 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Multi-Agent (2026)",
    "Multi-agent frameworks for orchestrating collaborative AI agents and distributed task execution. Compare CrewAI, AutoGen, and more.",
    "| ![CrewAI logo](/icons/crewai-framework.png) | | Framework for orchestrating role-playing, autonomous AI agents. By working together, your Crew can tackle complex tasks. | Multi-Agent | \u2605 55.9k | MIT | 2026-07-21 |"
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   "description_evidence": null,
   "license_evidence": null
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   "url": "https://agentindex.app/category/multi-agent",
   "title": "Top 99 Multi-Agent (2026) - Open Source & Free | AgentIndex",
   "project": "adk-python",
   "repository": null,
   "stars": "20800",
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   "license": null,
   "project_evidence": [
    "# Multi-Agent (2026)",
    "Multi-agent frameworks for orchestrating collaborative AI agents and distributed task execution. Compare CrewAI, AutoGen, and more.",
    "| ![adk-python logo](/icons/google-adk-python.png) | | An open-source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control. | Multi-Agent | \u2605 20.8k | Apache-2.0 | 2026-07-21 |"
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   "repository_evidence": null,
   "stars_evidence": [
    "# Multi-Agent (2026)",
    "Multi-agent frameworks for orchestrating collaborative AI agents and distributed task execution. Compare CrewAI, AutoGen, and more.",
    "| ![adk-python logo](/icons/google-adk-python.png) | | An open-source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control. | Multi-Agent | \u2605 20.8k | Apache-2.0 | 2026-07-21 |"
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    "Multi-agent frameworks for orchestrating collaborative AI agents and distributed task execution. Compare CrewAI, AutoGen, and more.",
    "| ![adk-java logo](/icons/google-adk-java.png) | | An open-source, code-first Java toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control. | Multi-Agent | \u2605 1.7k | Apache-2.0 | 2026-07-21 |"
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   "repository_evidence": null,
   "stars_evidence": [
    "# Multi-Agent (2026)",
    "Multi-agent frameworks for orchestrating collaborative AI agents and distributed task execution. Compare CrewAI, AutoGen, and more.",
    "| ![adk-java logo](/icons/google-adk-java.png) | | An open-source, code-first Java toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control. | Multi-Agent | \u2605 1.7k | Apache-2.0 | 2026-07-21 |"
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   "description_evidence": null,
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   "title": "Top 99 Multi-Agent (2026) - Open Source & Free | AgentIndex",
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   "project_evidence": [
    "# Multi-Agent (2026)",
    "Multi-agent frameworks for orchestrating collaborative AI agents and distributed task execution. Compare CrewAI, AutoGen, and more.",
    "| ![spring-ai-alibaba logo](/icons/alibaba-spring-ai-alibaba.png) | | Agentic AI Framework for Java Developers | Multi-Agent | \u2605 10.4k | Apache-2.0 | 2026-07-21 |"
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   "repository_evidence": null,
   "stars_evidence": [
    "# Multi-Agent (2026)",
    "Multi-agent frameworks for orchestrating collaborative AI agents and distributed task execution. Compare CrewAI, AutoGen, and more.",
    "| ![spring-ai-alibaba logo](/icons/alibaba-spring-ai-alibaba.png) | | Agentic AI Framework for Java Developers | Multi-Agent | \u2605 10.4k | Apache-2.0 | 2026-07-21 |"
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   "description_evidence": null,
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  {
   "url": "https://agentindex.app/category/multi-agent",
   "title": "Top 99 Multi-Agent (2026) - Open Source & Free | AgentIndex",
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   "repository": null,
   "stars": "5000",
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   "project_evidence": [
    "# Multi-Agent (2026)",
    "Multi-agent frameworks for orchestrating collaborative AI agents and distributed task execution. Compare CrewAI, AutoGen, and more.",
    "| ![solace-agent-mesh logo](/icons/solacelabs-solace-agent-mesh.png) | | An event-driven framework designed to build and orchestrate multi-agent AI systems. It enables seamless integration of AI agents with real-world data sources and systems, facilitating complex, multi-step workflows. | Multi-Agent | \u2605 5.0k | THE | 2026-07-21 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Multi-Agent (2026)",
    "Multi-agent frameworks for orchestrating collaborative AI agents and distributed task execution. Compare CrewAI, AutoGen, and more.",
    "| ![solace-agent-mesh logo](/icons/solacelabs-solace-agent-mesh.png) | | An event-driven framework designed to build and orchestrate multi-agent AI systems. It enables seamless integration of AI agents with real-world data sources and systems, facilitating complex, multi-step workflows. | Multi-Agent | \u2605 5.0k | THE | 2026-07-21 |"
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   "description_evidence": null,
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  {
   "url": "https://agentindex.app/category/multi-agent",
   "title": "Top 99 Multi-Agent (2026) - Open Source & Free | AgentIndex",
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   "repository": null,
   "stars": "4800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Agent (2026)",
    "Multi-agent frameworks for orchestrating collaborative AI agents and distributed task execution. Compare CrewAI, AutoGen, and more.",
    "| ![ag2 logo](/icons/ag2.png) | | AG2 (formerly AutoGen): The Open-Source AgentOS. Join us at: https://discord.gg/sNGSwQME3x | Multi-Agent | \u2605 4.8k | THE | 2026-07-21 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Multi-Agent (2026)",
    "Multi-agent frameworks for orchestrating collaborative AI agents and distributed task execution. Compare CrewAI, AutoGen, and more.",
    "| ![ag2 logo](/icons/ag2.png) | | AG2 (formerly AutoGen): The Open-Source AgentOS. Join us at: https://discord.gg/sNGSwQME3x | Multi-Agent | \u2605 4.8k | THE | 2026-07-21 |"
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   "description_evidence": null,
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  {
   "url": "https://agentindex.app/category/multi-agent",
   "title": "Top 99 Multi-Agent (2026) - Open Source & Free | AgentIndex",
   "project": "CodeMachine-CLI",
   "repository": null,
   "stars": "2500",
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   "license": null,
   "project_evidence": [
    "# Multi-Agent (2026)",
    "Multi-agent frameworks for orchestrating collaborative AI agents and distributed task execution. Compare CrewAI, AutoGen, and more.",
    "| ![CodeMachine-CLI logo](/icons/moazbuilds-codemachine-terminal.png) | | CLI-native orchestration engine for autonomous workflows and production-ready code. \u26a1\ufe0f | Multi-Agent | \u2605 2.5k | \u2014 | 2026-02-25 |"
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   "repository_evidence": null,
   "stars_evidence": [
    "# Multi-Agent (2026)",
    "Multi-agent frameworks for orchestrating collaborative AI agents and distributed task execution. Compare CrewAI, AutoGen, and more.",
    "| ![CodeMachine-CLI logo](/icons/moazbuilds-codemachine-terminal.png) | | CLI-native orchestration engine for autonomous workflows and production-ready code. \u26a1\ufe0f | Multi-Agent | \u2605 2.5k | \u2014 | 2026-02-25 |"
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   "description_evidence": null,
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   "title": "Top 99 Multi-Agent (2026) - Open Source & Free | AgentIndex",
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   "stars": "3100",
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   "project_evidence": [
    "# Multi-Agent (2026)",
    "Multi-agent frameworks for orchestrating collaborative AI agents and distributed task execution. Compare CrewAI, AutoGen, and more.",
    "| ![MiroFlow logo](/icons/miromindai-miroflow.png) | | MiroFlow is an agent framework that enables tool-use agent tasks, featuring a reproducible GAIA score of 82.4%. | Multi-Agent | \u2605 3.1k | \u2014 | 2026-07-06 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Multi-Agent (2026)",
    "Multi-agent frameworks for orchestrating collaborative AI agents and distributed task execution. Compare CrewAI, AutoGen, and more.",
    "| ![MiroFlow logo](/icons/miromindai-miroflow.png) | | MiroFlow is an agent framework that enables tool-use agent tasks, featuring a reproducible GAIA score of 82.4%. | Multi-Agent | \u2605 3.1k | \u2014 | 2026-07-06 |"
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   "title": "GitHub - bettyguo/awesome-research-agents: An opinionated, curated list of agents, skills, MCP servers, and tools ML researchers actually use.",
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   "project_evidence": [
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    "Code & Build",
    "- **[LangGraph](https://github.com/langchain-ai/langgraph)** \u2014 *State-machine agent orchestration for Python.*`open-source` \u00b7 `free` \u00b7 `checked-2026-05`"
   ],
   "repository_evidence": [
    "Awesome Research Agents 2026",
    "Code & Build",
    "- **[LangGraph](https://github.com/langchain-ai/langgraph)** \u2014 *State-machine agent orchestration for Python.*`open-source` \u00b7 `free` \u00b7 `checked-2026-05`"
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "title": "GitHub - bettyguo/awesome-research-agents: An opinionated, curated list of agents, skills, MCP servers, and tools ML researchers actually use.",
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    "Code & Build",
    "- **[DSPy](https://github.com/stanfordnlp/dspy)** \u2014 *Programming, not prompting, LM pipelines.*`open-source` \u00b7 `free` \u00b7 `checked-2026-05`"
   ],
   "repository_evidence": [
    "Awesome Research Agents 2026",
    "Code & Build",
    "- **[DSPy](https://github.com/stanfordnlp/dspy)** \u2014 *Programming, not prompting, LM pipelines.*`open-source` \u00b7 `free` \u00b7 `checked-2026-05`"
   ],
   "stars_evidence": null,
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   "license_evidence": null
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  {
   "url": "https://github.com/bettyguo/awesome-research-agents",
   "title": "GitHub - bettyguo/awesome-research-agents: An opinionated, curated list of agents, skills, MCP servers, and tools ML researchers actually use.",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "Awesome Research Agents 2026",
    "Code & Build",
    "- **[smolagents](https://github.com/huggingface/smolagents)** \u2014 *Tiny, hackable agent framework from Hugging Face.*`open-source` \u00b7 `free` \u00b7 `checked-2026-05`"
   ],
   "repository_evidence": [
    "Awesome Research Agents 2026",
    "Code & Build",
    "- **[smolagents](https://github.com/huggingface/smolagents)** \u2014 *Tiny, hackable agent framework from Hugging Face.*`open-source` \u00b7 `free` \u00b7 `checked-2026-05`"
   ],
   "stars_evidence": null,
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  {
   "url": "https://taskifylabs.com/blog/ai-agent-frameworks",
   "title": "AI Agent Frameworks: The Best Compared (2026)",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agents",
    "The best AI agent frameworks in 2026 are LangGraph for stateful control, the OpenAI Agents SDK for fast managed deployment, CrewAI for multi-agent teams, AutoGen for conversational orchestration, LlamaIndex for retrieval-heavy work, and Pydantic AI for type-safe production code.",
    "- **LangGraph** \u2014 maximum control, graph-based state machines, best for complex branching logic.",
    "### LangGraph",
    "LangGraph models an agent as a graph of nodes and edges, where state flows explicitly between steps."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  {
   "url": "https://taskifylabs.com/blog/ai-agent-frameworks",
   "title": "AI Agent Frameworks: The Best Compared (2026)",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "AI Agents",
    "The best AI agent frameworks in 2026 are LangGraph for stateful control, the OpenAI Agents SDK for fast managed deployment, CrewAI for multi-agent teams, AutoGen for conversational orchestration, LlamaIndex for retrieval-heavy work, and Pydantic AI for type-safe production code.",
    "- **CrewAI** \u2014 role-based multi-agent teams with a gentle learning curve.",
    "### CrewAI",
    "CrewAI organizes work around \"crews\" of agents with defined roles, goals, and tasks."
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   "repository_evidence": null,
   "stars_evidence": null,
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  {
   "url": "https://taskifylabs.com/blog/ai-agent-frameworks",
   "title": "AI Agent Frameworks: The Best Compared (2026)",
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   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "AI Agents",
    "The best AI agent frameworks in 2026 are LangGraph for stateful control, the OpenAI Agents SDK for fast managed deployment, CrewAI for multi-agent teams, AutoGen for conversational orchestration, LlamaIndex for retrieval-heavy work, and Pydantic AI for type-safe production code.",
    "- **AutoGen** \u2014 research-grade conversational multi-agent orchestration from Microsoft.",
    "### Microsoft AutoGen",
    "AutoGen treats agents as conversational participants that message each other to solve a problem."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://taskifylabs.com/blog/ai-agent-frameworks",
   "title": "AI Agent Frameworks: The Best Compared (2026)",
   "project": "LlamaIndex",
   "repository": null,
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   "project_evidence": [
    "AI Agents",
    "The best AI agent frameworks in 2026 are LangGraph for stateful control, the OpenAI Agents SDK for fast managed deployment, CrewAI for multi-agent teams, AutoGen for conversational orchestration, LlamaIndex for retrieval-heavy work, and Pydantic AI for type-safe production code.",
    "- **LlamaIndex Agents** \u2014 the pick when your agent is mostly retrieval over your own documents.",
    "### LlamaIndex Agents",
    "LlamaIndex started as a retrieval-augmented generation framework, and its agent layer is built around querying your own data."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
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   "title": "AI Agent Frameworks: The Best Compared (2026)",
   "project": "Pydantic AI",
   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "AI Agents",
    "The best AI agent frameworks in 2026 are LangGraph for stateful control, the OpenAI Agents SDK for fast managed deployment, CrewAI for multi-agent teams, AutoGen for conversational orchestration, LlamaIndex for retrieval-heavy work, and Pydantic AI for type-safe production code.",
    "- **Pydantic AI** \u2014 type-safe, Pythonic, and pleasant to ship to production.",
    "### Pydantic AI",
    "Pydantic AI brings the ergonomics of the Pydantic data-validation library to agents: typed inputs, typed outputs, and dependency injection."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  },
  {
   "url": "https://productrocket.ch/articles/multi-agent-frameworks-comparison",
   "title": "Multi-Agent Frameworks Compared (2026)",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Comparison at a Glance",
    "| Framework | Strength | Watch out | Startup fit |",
    "| LangGraph | Explicit graphs, checkpoints | Steeper learning curve | High for production agents |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  },
  {
   "url": "https://productrocket.ch/articles/multi-agent-frameworks-comparison",
   "title": "Multi-Agent Frameworks Compared (2026)",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## Comparison at a Glance",
    "| Framework | Strength | Watch out | Startup fit |",
    "| CrewAI | Role-based crews fast to prototype | Hidden prompt magic | Medium\u2014validate early |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://productrocket.ch/articles/multi-agent-frameworks-comparison",
   "title": "Multi-Agent Frameworks Compared (2026)",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Comparison at a Glance",
    "| Framework | Strength | Watch out | Startup fit |",
    "| AutoGen | Dev pair-programming loops | Ops overhead at scale | Medium for internal tools |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jeffallan/awesome-claude-code",
   "title": "GitHub - Jeffallan/awesome-claude-code: A curated list of awesome tools, IDE integrations, frameworks, and other resources for developers working with Anthropic's Claude Code.",
   "project": "Claude-Flow",
   "repository": "https://github.com/ruvnet/claude-flow",
   "stars": "11400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Claude Code",
    "## \ud83e\udd16 Agents & Orchestration",
    "- \ud83d\udd25 [**Claude-Flow**](https://github.com/ruvnet/claude-flow) (11.4k \u2b50) - An enterprise-grade AI orchestration platform that revolutionizes how developers build with AI."
   ],
   "repository_evidence": [
    "# Awesome Claude Code",
    "## \ud83e\udd16 Agents & Orchestration",
    "- \ud83d\udd25 [**Claude-Flow**](https://github.com/ruvnet/claude-flow) (11.4k \u2b50) - An enterprise-grade AI orchestration platform that revolutionizes how developers build with AI."
   ],
   "stars_evidence": [
    "# Awesome Claude Code",
    "## \ud83e\udd16 Agents & Orchestration",
    "- \ud83d\udd25 [**Claude-Flow**](https://github.com/ruvnet/claude-flow) (11.4k \u2b50) - An enterprise-grade AI orchestration platform that revolutionizes how developers build with AI."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/langflow/alternatives",
   "title": "10 Best Langflow Alternatives in 2026 (Free & Paid)",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Langflow Alternatives in 2026",
    "Dify is an Apache 2.0 open-source platform for building production-ready LLM applications."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/langflow/alternatives",
   "title": "10 Best Langflow Alternatives in 2026 (Free & Paid)",
   "project": "Flowise",
   "repository": null,
   "stars": "52000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Langflow Alternatives in 2026",
    "Flowise is an open-source, drag-and-drop builder for LLM workflows and AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Langflow Alternatives in 2026",
    "Flowise is an open-source, drag-and-drop builder for LLM workflows and AI agents. Self-host it free under Apache 2.0 or use the managed cloud. 52,000+ GitHub stars, acquired by Workday in August 2025."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/langflow/alternatives",
   "title": "10 Best Langflow Alternatives in 2026 (Free & Paid)",
   "project": "Genkit",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Langflow Alternatives in 2026",
    "Genkit is Google's open-source AI framework for TypeScript, Go, and Python developers."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/langflow/alternatives",
   "title": "10 Best Langflow Alternatives in 2026 (Free & Paid)",
   "project": "Mastra",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Langflow 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/langflow/alternatives",
   "title": "10 Best Langflow Alternatives in 2026 (Free & Paid)",
   "project": "Haystack",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Langflow Alternatives in 2026",
    "Haystack is deepset's open-source Python framework for building production-ready RAG pipelines and AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/langflow/alternatives",
   "title": "10 Best Langflow Alternatives in 2026 (Free & Paid)",
   "project": "RAGFlow",
   "repository": null,
   "stars": "79000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Langflow Alternatives in 2026",
    "RAGFlow is InfiniFlow's open-source enterprise RAG engine, built around a neural document parser (DeepDoc) that handles complex PDFs, tables, and mixed-layout documents."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Langflow Alternatives in 2026",
    "RAGFlow is InfiniFlow's open-source enterprise RAG engine, built around a neural document parser (DeepDoc) that handles complex PDFs, tables, and mixed-layout documents. Self-hostable, Apache 2.0, with 79k+ GitHub stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/langflow/alternatives",
   "title": "10 Best Langflow Alternatives in 2026 (Free & Paid)",
   "project": "PydanticAI",
   "repository": null,
   "stars": "16000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Langflow Alternatives in 2026",
    "PydanticAI is an open-source Python framework for building production-grade AI agents."
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   "repository_evidence": null,
   "stars_evidence": [
    "# Best Langflow Alternatives in 2026",
    "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."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/langflow/alternatives",
   "title": "10 Best Langflow Alternatives in 2026 (Free & Paid)",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Langflow 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/langflow/alternatives",
   "title": "10 Best Langflow Alternatives in 2026 (Free & Paid)",
   "project": "LangChain",
   "repository": null,
   "stars": "135000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Langflow Alternatives in 2026",
    "LangChain is the most widely adopted open-source framework for building LLM agents and RAG systems, with 135,000+ GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Langflow Alternatives in 2026",
    "LangChain is the most widely adopted open-source framework for building LLM agents and RAG systems, with 135,000+ GitHub stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/langflow/alternatives",
   "title": "10 Best Langflow Alternatives in 2026 (Free & Paid)",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Langflow Alternatives in 2026",
    "LangGraph is an open-source Python framework by LangChain for building production-grade AI agents as stateful directed graphs."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "title": "Agent Tools: Beyond Claude Code",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "52300",
   "description": null,
   "license": null,
   "project_evidence": [
    "Section titled \u201c3.1 CrewAI\u201d",
    "Role-based multi-agent orchestration. The dominant choice for teams that want to define agents by job function (Researcher, Writer, Editor) and let them collaborate on structured tasks.",
    "## Section 3: Multi-Agent Frameworks",
    "# Agent Tools: Beyond Claude Code"
   ],
   "repository_evidence": [
    "| **GitHub** | [crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) |",
    "Section titled \u201c3.1 CrewAI\u201d",
    "## Section 3: Multi-Agent Frameworks",
    "# Agent Tools: Beyond Claude Code"
   ],
   "stars_evidence": [
    "| **Stars** | 52,300+ (May 2026) |",
    "Section titled \u201c3.1 CrewAI\u201d",
    "## Section 3: Multi-Agent Frameworks",
    "# Agent Tools: Beyond Claude Code"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "title": "Agent Tools: Beyond Claude Code",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "33100",
   "description": null,
   "license": null,
   "project_evidence": [
    "Section titled \u201c3.2 LangGraph\u201d",
    "Graph-based agent orchestration from LangChain. Lower-level than CrewAI, more flexible, better for complex stateful workflows.",
    "## Section 3: Multi-Agent Frameworks",
    "# Agent Tools: Beyond Claude Code"
   ],
   "repository_evidence": [
    "| **GitHub** | [langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) |",
    "Section titled \u201c3.2 LangGraph\u201d",
    "## Section 3: Multi-Agent Frameworks",
    "# Agent Tools: Beyond Claude Code"
   ],
   "stars_evidence": [
    "| **Stars** | 33,100+ (May 2026) |",
    "Section titled \u201c3.2 LangGraph\u201d",
    "## Section 3: Multi-Agent Frameworks",
    "# Agent Tools: Beyond Claude Code"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "title": "Agent Tools: Beyond Claude Code",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "60033",
   "description": null,
   "license": null,
   "project_evidence": [
    "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.",
    "## Section 3: Multi-Agent Frameworks",
    "# Agent Tools: Beyond Claude Code"
   ],
   "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",
    "## Section 3: Multi-Agent Frameworks",
    "# Agent Tools: Beyond Claude Code"
   ],
   "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",
    "## Section 3: Multi-Agent Frameworks",
    "# Agent Tools: Beyond Claude Code"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "title": "Agent Tools: Beyond Claude Code",
   "project": "MetaGPT",
   "repository": "https://github.com/FoundationAgents/MetaGPT",
   "stars": "69384",
   "description": null,
   "license": null,
   "project_evidence": [
    "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. Historically important, currently dormant.",
    "## Section 3: Multi-Agent Frameworks",
    "# Agent Tools: Beyond Claude Code"
   ],
   "repository_evidence": [
    "| **GitHub** | [FoundationAgents/MetaGPT](https://github.com/FoundationAgents/MetaGPT) |",
    "Section titled \u201c3.5 MetaGPT\u201d",
    "## Section 3: Multi-Agent Frameworks",
    "# Agent Tools: Beyond Claude Code"
   ],
   "stars_evidence": [
    "| **Stars** | 69,384 (July 2026) |",
    "Section titled \u201c3.5 MetaGPT\u201d",
    "## Section 3: Multi-Agent Frameworks",
    "# Agent Tools: Beyond Claude Code"
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fevalstate%2Ffast-agent",
   "title": "Ecosyste.ms: Awesome",
   "project": "fast-agent",
   "repository": "https://github.com/evalstate/fast-agent",
   "stars": "3837",
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/evalstate/fast-agent",
    "Code, Build and Evaluate agents - excellent Model and Skills/MCP/ACP Support",
    "- [awesome-github-projects](/lists/viktorbezdek%2Fawesome-github-projects) - fast-agent - Code, Build and Evaluate agents - excellent Model and Skills/MCP/ACP/A2A Support \u2b503,871 `Python` \ud83d\udd25 (\ud83c\udf10 Web Development - Frontend)",
    "`fast-agent` builds on the [`mcp-agent`](https://github.com/lastmile-ai/mcp-agent) project by Sarmad Qadri."
   ],
   "repository_evidence": [
    "# https://github.com/evalstate/fast-agent",
    "[https://github.com/evalstate/fast-agent](https://github.com/evalstate/fast-agent)",
    "- URL: [https://github.com/evalstate/fast-agent](https://github.com/evalstate/fast-agent)"
   ],
   "stars_evidence": [
    "# https://github.com/evalstate/fast-agent",
    "- Stars: 3,837"
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fevalstate%2Ffast-agent",
   "title": "Ecosyste.ms: Awesome",
   "project": "mcp-agent",
   "repository": "https://github.com/lastmile-ai/mcp-agent",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/evalstate/fast-agent",
    "`fast-agent` builds on the [`mcp-agent`](https://github.com/lastmile-ai/mcp-agent) project by Sarmad Qadri."
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   "repository_evidence": [
    "# https://github.com/evalstate/fast-agent",
    "`fast-agent` builds on the [`mcp-agent`](https://github.com/lastmile-ai/mcp-agent) project by Sarmad Qadri."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ralphworkflow.com/blog/ai-agent-orchestration-landscape-gap-2026",
   "title": "The AI Agent Orchestration Category Most Comparison Articles Miss",
   "project": "Ralph Workflow",
   "repository": "https://github.com/Ralph-Workflow/Ralph-Workflow",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Ralph Workflow Blog",
    "The AI Agent Orchestration Category Most Comparison Articles Miss",
    "Ralph Workflow fills that gap.",
    "Ralph Workflow",
    "Ralph Workflow sits in this second category."
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   "repository_evidence": [
    "Ralph Workflow Blog",
    "- **Primary repo:** [GitHub](https://github.com/Ralph-Workflow/Ralph-Workflow)"
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   "stars_evidence": null,
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   "license_evidence": null
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  {
   "url": "https://dupple.com/learn/best-ai-agent-frameworks",
   "title": "The 8 Best AI Agent Frameworks in 2026",
   "project": "LangGraph",
   "repository": "https://www.langchain.com/langgraph",
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   "license": null,
   "project_evidence": [
    "The 8 Best AI Agent Frameworks in 2026",
    "LangGraph",
    "[LangGraph](https://www.langchain.com/langgraph) models your agent as a directed graph: nodes are steps, edges are transitions, and a shared state object travels through the whole thing."
   ],
   "repository_evidence": [
    "The 8 Best AI Agent Frameworks in 2026",
    "LangGraph",
    "[LangGraph](https://www.langchain.com/langgraph) models your agent as a directed graph: nodes are steps, edges are transitions, and a shared state object travels through the whole thing."
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dupple.com/learn/best-ai-agent-frameworks",
   "title": "The 8 Best AI Agent Frameworks in 2026",
   "project": "OpenAI Agents SDK",
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   "project_evidence": [
    "The 8 Best AI Agent Frameworks in 2026",
    "OpenAI Agents SDK",
    "The [OpenAI Agents SDK](https://openai.github.io/openai-agents-python/) is the production successor to OpenAI's old Swarm experiment, and it's deliberately thin."
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   "repository_evidence": [
    "The 8 Best AI Agent Frameworks in 2026",
    "OpenAI Agents SDK",
    "The [OpenAI Agents SDK](https://openai.github.io/openai-agents-python/) is the production successor to OpenAI's old Swarm experiment, and it's deliberately thin."
   ],
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   "license_evidence": null
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  {
   "url": "https://dupple.com/learn/best-ai-agent-frameworks",
   "title": "The 8 Best AI Agent Frameworks in 2026",
   "project": "CrewAI",
   "repository": "https://www.crewai.com",
   "stars": "47000",
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   "license": null,
   "project_evidence": [
    "The 8 Best AI Agent Frameworks in 2026",
    "CrewAI",
    "[CrewAI](https://www.crewai.com) is the fastest way I know to get a team of agents collaborating."
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   "repository_evidence": [
    "The 8 Best AI Agent Frameworks in 2026",
    "CrewAI",
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    "The 8 Best AI Agent Frameworks in 2026",
    "CrewAI",
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  {
   "url": "https://dupple.com/learn/best-ai-agent-frameworks",
   "title": "The 8 Best AI Agent Frameworks in 2026",
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   "project_evidence": [
    "The 8 Best AI Agent Frameworks in 2026",
    "Pydantic AI",
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    "The 8 Best AI Agent Frameworks in 2026",
    "Pydantic AI",
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  {
   "url": "https://dupple.com/learn/best-ai-agent-frameworks",
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    "The 8 Best AI Agent Frameworks in 2026",
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   "repository_evidence": [
    "The 8 Best AI Agent Frameworks in 2026",
    "Google ADK",
    "[Google's Agent Development Kit](https://google.github.io/adk-docs/) (ADK) landed in 2026 with native multimodal support through Gemini and SDKs for Python, TypeScript, Java, and Go."
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  {
   "url": "https://dupple.com/learn/best-ai-agent-frameworks",
   "title": "The 8 Best AI Agent Frameworks in 2026",
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   "project_evidence": [
    "The 8 Best AI Agent Frameworks in 2026",
    "Microsoft Agent Framework",
    "[Microsoft Agent Framework](https://github.com/microsoft/agent-framework) went GA in 2026 and is the merger of two older Microsoft projects: AutoGen (the conversational multi-agent system) and Semantic Kernel (the enterprise SDK)."
   ],
   "repository_evidence": [
    "The 8 Best AI Agent Frameworks in 2026",
    "Microsoft Agent Framework",
    "[Microsoft Agent Framework](https://github.com/microsoft/agent-framework) went GA in 2026 and is the merger of two older Microsoft projects: AutoGen (the conversational multi-agent system) and Semantic Kernel (the enterprise SDK)."
   ],
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   "license_evidence": null
  },
  {
   "url": "https://dupple.com/learn/best-ai-agent-frameworks",
   "title": "The 8 Best AI Agent Frameworks in 2026",
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   "project_evidence": [
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    "Claude Agent SDK",
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   ],
   "repository_evidence": [
    "The 8 Best AI Agent Frameworks in 2026",
    "Claude Agent SDK",
    "The [Claude Agent SDK](https://docs.claude.com/en/api/agent-sdk/overview) (renamed from the Claude Code SDK in late 2025) is Anthropic's toolkit built on the same harness that runs Claude Code."
   ],
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  },
  {
   "url": "https://dupple.com/learn/best-ai-agent-frameworks",
   "title": "The 8 Best AI Agent Frameworks in 2026",
   "project": "LlamaIndex",
   "repository": "https://www.llamaindex.ai",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "The 8 Best AI Agent Frameworks in 2026",
    "LlamaIndex",
    "[LlamaIndex](https://www.llamaindex.ai) started as a retrieval library and grew agent capabilities on top, which makes it the natural choice when your agent's main job is reasoning over your own documents and data."
   ],
   "repository_evidence": [
    "The 8 Best AI Agent Frameworks in 2026",
    "LlamaIndex",
    "[LlamaIndex](https://www.llamaindex.ai) started as a retrieval library and grew agent capabilities on top, which makes it the natural choice when your agent's main job is reasoning over your own documents and data."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://morphllm.com/ai-coding-assistant-open-source",
   "title": "Open Source AI Coding Assistants (2026): 8 Ranked by Stars, License, and Local-Model Support",
   "project": "OpenCode",
   "repository": "anomalyco/opencode",
   "stars": "172198",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Open Source AI Coding Assistants Ranked (June 2026)",
    "| Tool | Stars | License | Type | Local-Model Support |",
    "| OpenCode | 172,198 | MIT | Terminal / VS Code ext | Ollama, LM Studio, llama.cpp, 75+ providers |"
   ],
   "repository_evidence": [
    "## OpenCode: The Most-Starred Open Source Coding Agent",
    "**Stars:** 172,198. **License:** MIT. **Repo:** anomalyco/opencode (redirected from sst/opencode)."
   ],
   "stars_evidence": [
    "## Open Source AI Coding Assistants Ranked (June 2026)",
    "| Tool | Stars | License | Type | Local-Model Support |",
    "| OpenCode | 172,198 | MIT | Terminal / VS Code ext | Ollama, LM Studio, llama.cpp, 75+ providers |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://morphllm.com/ai-coding-assistant-open-source",
   "title": "Open Source AI Coding Assistants (2026): 8 Ranked by Stars, License, and Local-Model Support",
   "project": "Gemini CLI",
   "repository": "google-gemini/gemini-cli",
   "stars": "105104",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Open Source AI Coding Assistants Ranked (June 2026)",
    "| Tool | Stars | License | Type | Local-Model Support |",
    "| Gemini CLI | 105,104 | Apache-2.0 | Terminal | API key or OAuth; local via providers |"
   ],
   "repository_evidence": [
    "## Gemini CLI: The Free-Tier Terminal Agent",
    "**Stars:** 105,104. **License:** Apache-2.0. **Repo:** google-gemini/gemini-cli."
   ],
   "stars_evidence": [
    "## Open Source AI Coding Assistants Ranked (June 2026)",
    "| Tool | Stars | License | Type | Local-Model Support |",
    "| Gemini CLI | 105,104 | Apache-2.0 | Terminal | API key or OAuth; local via providers |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://morphllm.com/ai-coding-assistant-open-source",
   "title": "Open Source AI Coding Assistants (2026): 8 Ranked by Stars, License, and Local-Model Support",
   "project": "OpenAI Codex",
   "repository": "openai/codex",
   "stars": "89991",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Open Source AI Coding Assistants Ranked (June 2026)",
    "| Tool | Stars | License | Type | Local-Model Support |",
    "| OpenAI Codex | 89,991 | Apache-2.0 | CLI / IDE / cloud | API key mode; ChatGPT login |"
   ],
   "repository_evidence": [
    "## OpenAI Codex CLI",
    "**Stars:** 89,991. **License:** Apache-2.0. **Repo:** openai/codex."
   ],
   "stars_evidence": [
    "## Open Source AI Coding Assistants Ranked (June 2026)",
    "| Tool | Stars | License | Type | Local-Model Support |",
    "| OpenAI Codex | 89,991 | Apache-2.0 | CLI / IDE / cloud | API key mode; ChatGPT login |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://morphllm.com/ai-coding-assistant-open-source",
   "title": "Open Source AI Coding Assistants (2026): 8 Ranked by Stars, License, and Local-Model Support",
   "project": "Cline",
   "repository": null,
   "stars": "62996",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Open Source AI Coding Assistants Ranked (June 2026)",
    "| Tool | Stars | License | Type | Local-Model Support |",
    "| Cline | 62,996 | Apache-2.0 | IDE extension + CLI | Ollama, LM Studio, any OpenAI-compatible |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Open Source AI Coding Assistants Ranked (June 2026)",
    "| Tool | Stars | License | Type | Local-Model Support |",
    "| Cline | 62,996 | Apache-2.0 | IDE extension + CLI | Ollama, LM Studio, any OpenAI-compatible |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://morphllm.com/ai-coding-assistant-open-source",
   "title": "Open Source AI Coding Assistants (2026): 8 Ranked by Stars, License, and Local-Model Support",
   "project": "Goose",
   "repository": "aaif-goose/goose",
   "stars": "48542",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Open Source AI Coding Assistants Ranked (June 2026)",
    "| Tool | Stars | License | Type | Local-Model Support |",
    "| Goose | 48,542 | Apache-2.0 | CLI + desktop | Ollama, 15+ providers, ACP |"
   ],
   "repository_evidence": [
    "## Goose: Rust, MCP-First, Linux Foundation Governed",
    "**Stars:** 48,542. **License:** Apache-2.0. **Repo:** aaif-goose/goose (moved from block/goose to the Agentic AI Foundation at the Linux Foundation)."
   ],
   "stars_evidence": [
    "## Open Source AI Coding Assistants Ranked (June 2026)",
    "| Tool | Stars | License | Type | Local-Model Support |",
    "| Goose | 48,542 | Apache-2.0 | CLI + desktop | Ollama, 15+ providers, ACP |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://morphllm.com/ai-coding-assistant-open-source",
   "title": "Open Source AI Coding Assistants (2026): 8 Ranked by Stars, License, and Local-Model Support",
   "project": "Aider",
   "repository": null,
   "stars": "45945",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Open Source AI Coding Assistants Ranked (June 2026)",
    "| Tool | Stars | License | Type | Local-Model Support |",
    "| Aider | 45,945 | Apache-2.0 | Terminal | Ollama, any OpenAI-compatible API |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Open Source AI Coding Assistants Ranked (June 2026)",
    "| Tool | Stars | License | Type | Local-Model Support |",
    "| Aider | 45,945 | Apache-2.0 | Terminal | Ollama, any OpenAI-compatible API |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://morphllm.com/ai-coding-assistant-open-source",
   "title": "Open Source AI Coding Assistants (2026): 8 Ranked by Stars, License, and Local-Model Support",
   "project": "Kilo Code",
   "repository": "Kilo-Org/kilocode",
   "stars": "19968",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Open Source AI Coding Assistants Ranked (June 2026)",
    "| Tool | Stars | License | Type | Local-Model Support |",
    "| Kilo Code | 19,968 | MIT | IDE extension + CLI | BYOK, 500+ models, Ollama |"
   ],
   "repository_evidence": [
    "## Kilo Code: The Most Model Choices",
    "**Stars:** 19,968. **License:** MIT. **Repo:** Kilo-Org/kilocode (domain kilocode.ai now redirects to kilo.ai)."
   ],
   "stars_evidence": [
    "## Open Source AI Coding Assistants Ranked (June 2026)",
    "| Tool | Stars | License | Type | Local-Model Support |",
    "| Kilo Code | 19,968 | MIT | IDE extension + CLI | BYOK, 500+ models, Ollama |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-langflow-vs-Flowise",
   "title": "langflow vs Flowise - compare differences and reviews? | LibHunt",
   "project": "langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": "121000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Posts with mentions or **reviews of langflow**. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2026-03-19.",
    "## langflow"
   ],
   "repository_evidence": [
    "Langflow GitHub: https://github.com/langflow-ai/langflow (121k stars\u2026 that counts for something \ud83d\ude09)",
    "## langflow"
   ],
   "stars_evidence": [
    "Langflow GitHub: https://github.com/langflow-ai/langflow (121k stars\u2026 that counts for something \ud83d\ude09)",
    "## langflow"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-langflow-vs-Flowise",
   "title": "langflow vs Flowise - compare differences and reviews? | LibHunt",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": "51000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Posts with mentions or **reviews of Flowise**. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2026-04-07.",
    "## Flowise"
   ],
   "repository_evidence": [
    "GitHub Link: https://github.com/FlowiseAI/Flowise",
    "## Flowise"
   ],
   "stars_evidence": [
    "Citation Capsule: n8n's GitHub community reached 182,000+ stars across a 7-year development history, with 70+ AI-specific nodes added in 2024 to 2025. Source: n8n GitHub. Dify crossed 106,000 stars on GitHub with an Apache 2.0 license. Source: Dify GitHub. Flowise reached 51,000+ stars with MIT license. Source: Flowise GitHub. Dify's minimum recommended RAM is 4 GB versus Flowise's 1 GB and n8n's 300 MB. Source: Dify Docs.",
    "## Flowise"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-langflow-vs-Flowise",
   "title": "langflow vs Flowise - compare differences and reviews? | LibHunt",
   "project": "n8n",
   "repository": null,
   "stars": "182000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow automation: n8n, Langflow",
    "## langflow"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Citation Capsule: n8n's GitHub community reached 182,000+ stars across a 7-year development history, with 70+ AI-specific nodes added in 2024 to 2025. Source: n8n GitHub. Dify crossed 106,000 stars on GitHub with an Apache 2.0 license. Source: Dify GitHub. Flowise reached 51,000+ stars with MIT license. Source: Flowise GitHub. Dify's minimum recommended RAM is 4 GB versus Flowise's 1 GB and n8n's 300 MB. Source: Dify Docs.",
    "## langflow"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-langflow-vs-Flowise",
   "title": "langflow vs Flowise - compare differences and reviews? | LibHunt",
   "project": "Dify",
   "repository": null,
   "stars": "106000",
   "description": null,
   "license": null,
   "project_evidence": [
    "I Tested Flowise, Dify, and n8n Across 30+ Client Deployments. Here Is My Verdict.",
    "## Flowise"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Citation Capsule: n8n's GitHub community reached 182,000+ stars across a 7-year development history, with 70+ AI-specific nodes added in 2024 to 2025. Source: n8n GitHub. Dify crossed 106,000 stars on GitHub with an Apache 2.0 license. Source: Dify GitHub. Flowise reached 51,000+ stars with MIT license. Source: Flowise GitHub. Dify's minimum recommended RAM is 4 GB versus Flowise's 1 GB and n8n's 300 MB. Source: Dify Docs.",
    "## Flowise"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-langflow-vs-Flowise",
   "title": "langflow vs Flowise - compare differences and reviews? | LibHunt",
   "project": "SillyTavern",
   "repository": "https://github.com/SillyTavern/SillyTavern",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**SillyTavern** - LLM Frontend for Power Users. [Moved to: https://github.com/SillyTavern/SillyTavern]",
    "When comparing langflow and Flowise you can also consider the following projects:"
   ],
   "repository_evidence": [
    "**SillyTavern** - LLM Frontend for Power Users. [Moved to: https://github.com/SillyTavern/SillyTavern]",
    "When comparing langflow and Flowise you can also consider the following projects:"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-langflow-vs-Flowise",
   "title": "langflow vs Flowise - compare differences and reviews? | LibHunt",
   "project": "FastGPT",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**FastGPT** - FastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing, RAG retrieval, and visual AI workflow orchestration, letting you easily develop and deploy complex question-answering systems without the need for extensive setup or configuration.",
    "When comparing langflow and Flowise you can also consider the following projects:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-langflow-vs-Flowise",
   "title": "langflow vs Flowise - compare differences and reviews? | LibHunt",
   "project": "Local-LLM-Comparison-Colab-UI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Local-LLM-Comparison-Colab-UI** - Compare the performance of different LLM that can be deployed locally on consumer hardware. Run yourself with Colab WebUI.",
    "When comparing langflow and Flowise you can also consider the following projects:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-langflow-vs-Flowise",
   "title": "langflow vs Flowise - compare differences and reviews? | LibHunt",
   "project": "chatbot-ui",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**chatbot-ui** - AI chat for any model.",
    "When comparing langflow and Flowise you can also consider the following projects:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-langflow-vs-Flowise",
   "title": "langflow vs Flowise - compare differences and reviews? | LibHunt",
   "project": "langchain-visualizer",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**langchain-visualizer** - Visualization and debugging tool for LangChain workflows",
    "When comparing langflow and Flowise you can also consider the following projects:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-langflow-vs-Flowise",
   "title": "langflow vs Flowise - compare differences and reviews? | LibHunt",
   "project": "coze-studio",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**coze-studio** - An AI agent development platform with all-in-one visual tools, simplifying agent creation, debugging, and deployment like never before. Coze your way to AI Agent creation.",
    "When comparing langflow and Flowise you can also consider the following projects:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ghtrending.com/best-ai-agent-frameworks",
   "title": "GHTrending",
   "project": "mukul975/Anthropic-Cybersecurity-Skills",
   "repository": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
   "stars": "6500",
   "description": null,
   "license": null,
   "project_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "### mukul975/Anthropic-Cybersecurity-Skills"
   ],
   "repository_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "](/project/mukul975/Anthropic-Cybersecurity-Skills)["
   ],
   "stars_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "Stars\n\n6.5K"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ghtrending.com/best-ai-agent-frameworks",
   "title": "GHTrending",
   "project": "AgentOps-AI/agentops",
   "repository": "https://github.com/AgentOps-AI/agentops",
   "stars": "5600",
   "description": null,
   "license": null,
   "project_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "### AgentOps-AI/agentops"
   ],
   "repository_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "](/project/AgentOps-AI/agentops)["
   ],
   "stars_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "Stars\n\n5.6K"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ghtrending.com/best-ai-agent-frameworks",
   "title": "GHTrending",
   "project": "Meirtz/Awesome-Context-Engineering",
   "repository": "https://github.com/Meirtz/Awesome-Context-Engineering",
   "stars": "3100",
   "description": null,
   "license": null,
   "project_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "### Meirtz/Awesome-Context-Engineering"
   ],
   "repository_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "](/project/Meirtz/Awesome-Context-Engineering)["
   ],
   "stars_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "Stars\n\n3.1K"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ghtrending.com/best-ai-agent-frameworks",
   "title": "GHTrending",
   "project": "openlit/openlit",
   "repository": "https://github.com/openlit/openlit",
   "stars": "2500",
   "description": null,
   "license": null,
   "project_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "### openlit/openlit"
   ],
   "repository_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "](/project/openlit/openlit)["
   ],
   "stars_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "Stars\n\n2.5K"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ghtrending.com/best-ai-agent-frameworks",
   "title": "GHTrending",
   "project": "aaron-he-zhu/seo-geo-claude-skills",
   "repository": "https://github.com/aaron-he-zhu/seo-geo-claude-skills",
   "stars": "1700",
   "description": null,
   "license": null,
   "project_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "### aaron-he-zhu/seo-geo-claude-skills"
   ],
   "repository_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "](/project/aaron-he-zhu/seo-geo-claude-skills)["
   ],
   "stars_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "Stars\n\n1.7K"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ghtrending.com/best-ai-agent-frameworks",
   "title": "GHTrending",
   "project": "steel-dev/awesome-web-agents",
   "repository": "https://github.com/steel-dev/awesome-web-agents",
   "stars": "1400",
   "description": null,
   "license": null,
   "project_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "### steel-dev/awesome-web-agents"
   ],
   "repository_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "](/project/steel-dev/awesome-web-agents)["
   ],
   "stars_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "Stars\n\n1.4K"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ghtrending.com/best-ai-agent-frameworks",
   "title": "GHTrending",
   "project": "caramaschiHG/awesome-ai-agents-2026",
   "repository": "https://github.com/caramaschiHG/awesome-ai-agents-2026",
   "stars": "883",
   "description": null,
   "license": null,
   "project_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "### caramaschiHG/awesome-ai-agents-2026"
   ],
   "repository_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "](/project/caramaschiHG/awesome-ai-agents-2026)["
   ],
   "stars_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "Stars\n\n883"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ghtrending.com/best-ai-agent-frameworks",
   "title": "GHTrending",
   "project": "letta-ai/agent-file",
   "repository": "https://github.com/letta-ai/agent-file",
   "stars": "1100",
   "description": null,
   "license": null,
   "project_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "### letta-ai/agent-file"
   ],
   "repository_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "](/project/letta-ai/agent-file)["
   ],
   "stars_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "Stars\n\n1.1K"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ghtrending.com/best-ai-agent-frameworks",
   "title": "GHTrending",
   "project": "mozilla-ai/any-agent",
   "repository": "https://github.com/mozilla-ai/any-agent",
   "stars": "1200",
   "description": null,
   "license": null,
   "project_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "### mozilla-ai/any-agent"
   ],
   "repository_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "](/project/mozilla-ai/any-agent)["
   ],
   "stars_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "Stars\n\n1.2K"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ghtrending.com/best-ai-agent-frameworks",
   "title": "GHTrending",
   "project": "rohitg00/awesome-ai-apps",
   "repository": "https://github.com/rohitg00/awesome-ai-apps",
   "stars": "772",
   "description": null,
   "license": null,
   "project_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "### rohitg00/awesome-ai-apps"
   ],
   "repository_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "](/project/rohitg00/awesome-ai-apps)["
   ],
   "stars_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "Stars\n\n772"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ghtrending.com/best-ai-agent-frameworks",
   "title": "GHTrending",
   "project": "pguso/agents-from-scratch",
   "repository": "https://github.com/pguso/agents-from-scratch",
   "stars": "708",
   "description": null,
   "license": null,
   "project_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "### pguso/agents-from-scratch"
   ],
   "repository_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "](/project/pguso/agents-from-scratch)["
   ],
   "stars_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "Stars\n\n708"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ghtrending.com/best-ai-agent-frameworks",
   "title": "GHTrending",
   "project": "HoangNguyen0403/agent-skills-standard",
   "repository": "https://github.com/HoangNguyen0403/agent-skills-standard",
   "stars": "498",
   "description": null,
   "license": null,
   "project_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "### HoangNguyen0403/agent-skills-standard"
   ],
   "repository_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "](/project/HoangNguyen0403/agent-skills-standard)"
   ],
   "stars_evidence": [
    "A practical shortlist of frameworks and runtimes currently standing out in agent workflows and orchestration.",
    "Stars\n\n498"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techtose.com/latest-insights/top-10-ai-agent-frameworks-compared-langchain-vs-crewai-vs-autogen-and-more-(2026)",
   "title": "Top 10 AI Agent Frameworks Compared: LangChain vs CrewAI vs AutoGen (2026)",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 1. LangChain",
    "The Top 10 AI Agent Frameworks Compared",
    "**What It Is:** LangChain is the original and most widely adopted AI agent and LLM application framework."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techtose.com/latest-insights/top-10-ai-agent-frameworks-compared-langchain-vs-crewai-vs-autogen-and-more-(2026)",
   "title": "Top 10 AI Agent Frameworks Compared: LangChain vs CrewAI vs AutoGen (2026)",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 2. LangGraph",
    "The Top 10 AI Agent Frameworks Compared",
    "**What It Is:** LangGraph is LangChain's answer to the stateful multi-agent orchestration problem."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techtose.com/latest-insights/top-10-ai-agent-frameworks-compared-langchain-vs-crewai-vs-autogen-and-more-(2026)",
   "title": "Top 10 AI Agent Frameworks Compared: LangChain vs CrewAI vs AutoGen (2026)",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 3. CrewAI",
    "The Top 10 AI Agent Frameworks Compared",
    "**What It Is:** CrewAI is a purpose-built multi-agent framework that uses role-based agent design."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techtose.com/latest-insights/top-10-ai-agent-frameworks-compared-langchain-vs-crewai-vs-autogen-and-more-(2026)",
   "title": "Top 10 AI Agent Frameworks Compared: LangChain vs CrewAI vs AutoGen (2026)",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 4. AutoGen (Microsoft)",
    "The Top 10 AI Agent Frameworks Compared",
    "**What It Is:** AutoGen is Microsoft's framework for building multi-agent conversational systems."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techtose.com/latest-insights/top-10-ai-agent-frameworks-compared-langchain-vs-crewai-vs-autogen-and-more-(2026)",
   "title": "Top 10 AI Agent Frameworks Compared: LangChain vs CrewAI vs AutoGen (2026)",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 5. LlamaIndex",
    "The Top 10 AI Agent Frameworks Compared",
    "**What It Is:** LlamaIndex began as a data framework for connecting LLMs to external data and has evolved into a comprehensive agentic framework."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techtose.com/latest-insights/top-10-ai-agent-frameworks-compared-langchain-vs-crewai-vs-autogen-and-more-(2026)",
   "title": "Top 10 AI Agent Frameworks Compared: LangChain vs CrewAI vs AutoGen (2026)",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 6. Semantic Kernel (Microsoft)",
    "The Top 10 AI Agent Frameworks Compared",
    "**What It Is:** Semantic Kernel is Microsoft's production-grade AI orchestration SDK, designed for enterprise software developers integrating AI into existing applications."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techtose.com/latest-insights/top-10-ai-agent-frameworks-compared-langchain-vs-crewai-vs-autogen-and-more-(2026)",
   "title": "Top 10 AI Agent Frameworks Compared: LangChain vs CrewAI vs AutoGen (2026)",
   "project": "Haystack",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 7. Haystack (deepset)",
    "The Top 10 AI Agent Frameworks Compared",
    "**What It Is:** Haystack is a production-focused NLP and AI framework from German AI company deepset."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techtose.com/latest-insights/top-10-ai-agent-frameworks-compared-langchain-vs-crewai-vs-autogen-and-more-(2026)",
   "title": "Top 10 AI Agent Frameworks Compared: LangChain vs CrewAI vs AutoGen (2026)",
   "project": "Pydantic AI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 8. Pydantic AI",
    "The Top 10 AI Agent Frameworks Compared",
    "**What It Is:** Pydantic AI is a newer framework from the creators of Pydantic, designed to bring type safety, validation, and testability to AI agent development."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techtose.com/latest-insights/top-10-ai-agent-frameworks-compared-langchain-vs-crewai-vs-autogen-and-more-(2026)",
   "title": "Top 10 AI Agent Frameworks Compared: LangChain vs CrewAI vs AutoGen (2026)",
   "project": "Agno",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 9. Agno (formerly Phidata)",
    "The Top 10 AI Agent Frameworks Compared",
    "**What It Is:** Agno is a lightweight, fast agent framework focused on building production-ready agents with minimal abstraction overhead."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techtose.com/latest-insights/top-10-ai-agent-frameworks-compared-langchain-vs-crewai-vs-autogen-and-more-(2026)",
   "title": "Top 10 AI Agent Frameworks Compared: LangChain vs CrewAI vs AutoGen (2026)",
   "project": "Smolagents",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 10. Smolagents (Hugging Face)",
    "The Top 10 AI Agent Frameworks Compared",
    "**What It Is:** Smolagents is Hugging Face's minimalist agent framework, designed around the philosophy that the best agent framework is the smallest one that accomplishes the task."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  },
  {
   "url": "https://ossinsight.io/blog/coding-agent-wars-2026",
   "title": "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
   "project": "OpenCode",
   "repository": "https://ossinsight.io/analyze/anomalyco/opencode",
   "stars": "128277",
   "description": null,
   "license": null,
   "project_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 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)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 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)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 1 | [OpenCode](https://ossinsight.io/analyze/anomalyco/opencode) | 128,277 | 13,569 | 828 | TypeScript | Apr 2025 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/coding-agent-wars-2026",
   "title": "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
   "project": "Gemini CLI",
   "repository": "https://ossinsight.io/analyze/google-gemini/gemini-cli",
   "stars": "98735",
   "description": null,
   "license": null,
   "project_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 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)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 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)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 2 | [Gemini CLI](https://ossinsight.io/analyze/google-gemini/gemini-cli) | 98,735 | 12,538 | 590 | TypeScript | Apr 2025 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/coding-agent-wars-2026",
   "title": "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
   "project": "Claude Code",
   "repository": "https://ossinsight.io/analyze/anthropics/claude-code",
   "stars": "81437",
   "description": null,
   "license": null,
   "project_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 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)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 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)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 3 | [Claude Code](https://ossinsight.io/analyze/anthropics/claude-code) | 81,437 | 6,777 | 49 | Shell | Feb 2025 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/coding-agent-wars-2026",
   "title": "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
   "project": "OpenHands",
   "repository": "https://ossinsight.io/analyze/All-Hands-AI/OpenHands",
   "stars": "69576",
   "description": null,
   "license": null,
   "project_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 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)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 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)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 4 | [OpenHands](https://ossinsight.io/analyze/All-Hands-AI/OpenHands) | 69,576 | 8,730 | 460 | Python | Mar 2024 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/coding-agent-wars-2026",
   "title": "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
   "project": "Codex",
   "repository": "https://ossinsight.io/analyze/openai/codex",
   "stars": "66969",
   "description": null,
   "license": null,
   "project_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 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)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 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)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 5 | [Codex](https://ossinsight.io/analyze/openai/codex) | 66,969 | 8,953 | 383 | Rust | Apr 2025 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/coding-agent-wars-2026",
   "title": "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
   "project": "Cline",
   "repository": "https://ossinsight.io/analyze/cline/cline",
   "stars": "59252",
   "description": null,
   "license": null,
   "project_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 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)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 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)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 6 | [Cline](https://ossinsight.io/analyze/cline/cline) | 59,252 | 6,014 | 283 | TypeScript | Jul 2024 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/coding-agent-wars-2026",
   "title": "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
   "project": "Aider",
   "repository": "https://ossinsight.io/analyze/Aider-AI/aider",
   "stars": "42264",
   "description": null,
   "license": null,
   "project_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 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)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 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)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 7 | [Aider](https://ossinsight.io/analyze/Aider-AI/aider) | 42,264 | 4,063 | 180 | Python | May 2023 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/coding-agent-wars-2026",
   "title": "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
   "project": "Goose",
   "repository": "https://ossinsight.io/analyze/block/goose",
   "stars": "33453",
   "description": null,
   "license": null,
   "project_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 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)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 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)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 8 | [Goose](https://ossinsight.io/analyze/block/goose) | 33,453 | 3,109 | 402 | Rust | Aug 2024 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/coding-agent-wars-2026",
   "title": "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
   "project": "Cursor",
   "repository": "https://ossinsight.io/analyze/cursor/cursor",
   "stars": "32494",
   "description": null,
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   "project_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 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)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 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)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 9 | [Cursor](https://ossinsight.io/analyze/cursor/cursor)* | 32,494 | 2,215 | 32 | \u2014 | Mar 2023 |"
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   "description_evidence": null,
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  {
   "url": "https://ossinsight.io/blog/coding-agent-wars-2026",
   "title": "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
   "project": "Continue",
   "repository": "https://ossinsight.io/analyze/continuedev/continue",
   "stars": "31997",
   "description": null,
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   "project_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 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)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 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)",
    "Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| 10 | [Continue](https://ossinsight.io/analyze/continuedev/continue) | 31,997 | 4,288 | 501 | TypeScript | May 2023 |"
   ],
   "description_evidence": null,
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  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2FAgentWrapper%2Fagent-orchestrator",
   "title": "Ecosyste.ms: Awesome",
   "project": "Agent Orchestrator",
   "repository": "https://github.com/AgentWrapper/agent-orchestrator",
   "stars": "7671",
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   "license": null,
   "project_evidence": [
    "# https://github.com/AgentWrapper/agent-orchestrator",
    "Agentic orchestrator for parallel coding agents \u2014 plans tasks, spawns agents, and autonomously handles CI fixes, merge conflicts, and code reviews.",
    "# Agent Orchestrator **The orchestration layer for parallel AI coding agents** [![Stars](https://img.shields.io/github/stars/AgentWrapper/agent-orchestrator)](https://github.com/AgentWrapper/agent-orchestrator/stargazers) [![Contributors](https://img.shields.io/github/contributors/AgentWrapper/agent-orchestrator)](https://github.com/AgentWrapper/agent-orchestrator/graphs/contributors) [![Twitter](https://img.shields.io/badge/Twitter-1DA1F2?logo=twitter&logoColor=white)](https://x.com/aoagents) [![Discord](https://img.shields.io/badge/Discord-join%20the%20community-5865F2?logo=discord&logoColor=white)](https://discord.com/invite/UZv7JjxbwG) [![License: Apache-2.0](https://img.shields.io/badge/License-Apache--2.0-blue.svg)](https://www.apache.org/licenses/LICENSE-2.0) An Agentic IDE that supervises parallel AI coding agents in isolated workspaces, with complete control and automatic feedback loops from CI failures, review comments, and merge conflicts."
   ],
   "repository_evidence": [
    "# https://github.com/AgentWrapper/agent-orchestrator",
    "[https://github.com/AgentWrapper/agent-orchestrator](https://github.com/AgentWrapper/agent-orchestrator)",
    "- URL: [https://github.com/AgentWrapper/agent-orchestrator](https://github.com/AgentWrapper/agent-orchestrator)",
    "# Agent Orchestrator **The orchestration layer for parallel AI coding agents** [![Stars](https://img.shields.io/github/stars/AgentWrapper/agent-orchestrator)](https://github.com/AgentWrapper/agent-orchestrator/stargazers) [![Contributors](https://img.shields.io/github/contributors/AgentWrapper/agent-orchestrator)](https://github.com/AgentWrapper/agent-orchestrator/graphs/contributors) [![Twitter](https://img.shields.io/badge/Twitter-1DA1F2?logo=twitter&logoColor=white)](https://x.com/aoagents) [![Discord](https://img.shields.io/badge/Discord-join%20the%20community-5865F2?logo=discord&logoColor=white)](https://discord.com/invite/UZv7JjxbwG) [![License: Apache-2.0](https://img.shields.io/badge/License-Apache--2.0-blue.svg)](https://www.apache.org/licenses/LICENSE-2.0) An Agentic IDE that supervises parallel AI coding agents in isolated workspaces, with complete control and automatic feedback loops from CI failures, review comments, and merge conflicts."
   ],
   "stars_evidence": [
    "# https://github.com/AgentWrapper/agent-orchestrator",
    "- Stars: 7,671",
    "# Agent Orchestrator **The orchestration layer for parallel AI coding agents** [![Stars](https://img.shields.io/github/stars/AgentWrapper/agent-orchestrator)](https://github.com/AgentWrapper/agent-orchestrator/stargazers) [![Contributors](https://img.shields.io/github/contributors/AgentWrapper/agent-orchestrator)](https://github.com/AgentWrapper/agent-orchestrator/graphs/contributors) [![Twitter](https://img.shields.io/badge/Twitter-1DA1F2?logo=twitter&logoColor=white)](https://x.com/aoagents) [![Discord](https://img.shields.io/badge/Discord-join%20the%20community-5865F2?logo=discord&logoColor=white)](https://discord.com/invite/UZv7JjxbwG) [![License: Apache-2.0](https://img.shields.io/badge/License-Apache--2.0-blue.svg)](https://www.apache.org/licenses/LICENSE-2.0) An Agentic IDE that supervises parallel AI coding agents in isolated workspaces, with complete control and automatic feedback loops from CI failures, review comments, and merge conflicts."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mainbranch.dev/articles/github-stars-analysis",
   "title": "OpenClaw Just Passed React. Here's What the GitHub Star Leaderboard Actually Looks Like.",
   "project": "OpenClaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": "247191",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw Just Passed React. Here's What the GitHub Star Leaderboard Actually Looks Like.",
    "Sure enough. [OpenClaw](https://github.com/openclaw/openclaw), an open-source AI agent that launched in November 2025, had more stars than React. 247,191 vs 243,438."
   ],
   "repository_evidence": [
    "# OpenClaw Just Passed React. Here's What the GitHub Star Leaderboard Actually Looks Like.",
    "Sure enough. [OpenClaw](https://github.com/openclaw/openclaw), an open-source AI agent that launched in November 2025, had more stars than React. 247,191 vs 243,438."
   ],
   "stars_evidence": [
    "# OpenClaw Just Passed React. Here's What the GitHub Star Leaderboard Actually Looks Like.",
    "Sure enough. [OpenClaw](https://github.com/openclaw/openclaw), an open-source AI agent that launched in November 2025, had more stars than React. 247,191 vs 243,438."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mainbranch.dev/articles/github-stars-analysis",
   "title": "OpenClaw Just Passed React. Here's What the GitHub Star Leaderboard Actually Looks Like.",
   "project": "AutoGPT",
   "repository": null,
   "stars": null,
   "description": "AutoGPT (2023) was the AI-era predecessor.",
   "license": null,
   "project_evidence": [
    "# OpenClaw Just Passed React. Here's What the GitHub Star Leaderboard Actually Looks Like.",
    "AutoGPT (2023) was the AI-era predecessor."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": [
    "# OpenClaw Just Passed React. Here's What the GitHub Star Leaderboard Actually Looks Like.",
    "AutoGPT (2023) was the AI-era predecessor."
   ],
   "license_evidence": null
  },
  {
   "url": "https://mainbranch.dev/articles/github-stars-analysis",
   "title": "OpenClaw Just Passed React. Here's What the GitHub Star Leaderboard Actually Looks Like.",
   "project": "llama.cpp",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw Just Passed React. Here's What the GitHub Star Leaderboard Actually Looks Like.",
    "AutoGPT (2023), llama.cpp (2023), LangChain (2022), and now OpenClaw (2025) all came from the AI wave."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mainbranch.dev/articles/github-stars-analysis",
   "title": "OpenClaw Just Passed React. Here's What the GitHub Star Leaderboard Actually Looks Like.",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenClaw Just Passed React. Here's What the GitHub Star Leaderboard Actually Looks Like.",
    "AutoGPT (2023), llama.cpp (2023), LangChain (2022), and now OpenClaw (2025) all came from the AI wave."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/07/ai-agent-frameworks-benchmark-2026-autogen-crewai-langgraph-hermes",
   "title": "AI Agent Frameworks Benchmark 2026: AutoGen vs CrewAI vs LangGraph vs Hermes Agent \u2014 Production Reality Check",
   "project": "LangGraph",
   "repository": null,
   "stars": "110000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks Benchmark 2026: AutoGen vs CrewAI vs LangGraph vs Hermes Agent \u2014 Production Reality Check",
    "| Framework | Cost/Task | Memory | Token Overhead | p95 Latency | Fault Tolerance | GH Stars |",
    "| LangGraph | **$0.08** | **45 MB** | **Low (<5%)** | **1.2s** | Manual recovery | 110K+ |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Frameworks Benchmark 2026: AutoGen vs CrewAI vs LangGraph vs Hermes Agent \u2014 Production Reality Check",
    "| Framework | Cost/Task | Memory | Token Overhead | p95 Latency | Fault Tolerance | GH Stars |",
    "| LangGraph | **$0.08** | **45 MB** | **Low (<5%)** | **1.2s** | Manual recovery | 110K+ |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/07/ai-agent-frameworks-benchmark-2026-autogen-crewai-langgraph-hermes",
   "title": "AI Agent Frameworks Benchmark 2026: AutoGen vs CrewAI vs LangGraph vs Hermes Agent \u2014 Production Reality Check",
   "project": "CrewAI",
   "repository": null,
   "stars": "75000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks Benchmark 2026: AutoGen vs CrewAI vs LangGraph vs Hermes Agent \u2014 Production Reality Check",
    "| Framework | Cost/Task | Memory | Token Overhead | p95 Latency | Fault Tolerance | GH Stars |",
    "| CrewAI | $0.09 | 120 MB | +18% | 2.1s | Retry mechanism | 75K+ |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Frameworks Benchmark 2026: AutoGen vs CrewAI vs LangGraph vs Hermes Agent \u2014 Production Reality Check",
    "| Framework | Cost/Task | Memory | Token Overhead | p95 Latency | Fault Tolerance | GH Stars |",
    "| CrewAI | $0.09 | 120 MB | +18% | 2.1s | Retry mechanism | 75K+ |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/07/ai-agent-frameworks-benchmark-2026-autogen-crewai-langgraph-hermes",
   "title": "AI Agent Frameworks Benchmark 2026: AutoGen vs CrewAI vs LangGraph vs Hermes Agent \u2014 Production Reality Check",
   "project": "AutoGen",
   "repository": null,
   "stars": "90000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks Benchmark 2026: AutoGen vs CrewAI vs LangGraph vs Hermes Agent \u2014 Production Reality Check",
    "| Framework | Cost/Task | Memory | Token Overhead | p95 Latency | Fault Tolerance | GH Stars |",
    "| AutoGen | $0.12 | 95 MB | +12% | 1.8s | Task-level retry | 90K+ |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Frameworks Benchmark 2026: AutoGen vs CrewAI vs LangGraph vs Hermes Agent \u2014 Production Reality Check",
    "| Framework | Cost/Task | Memory | Token Overhead | p95 Latency | Fault Tolerance | GH Stars |",
    "| AutoGen | $0.12 | 95 MB | +12% | 1.8s | Task-level retry | 90K+ |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/07/ai-agent-frameworks-benchmark-2026-autogen-crewai-langgraph-hermes",
   "title": "AI Agent Frameworks Benchmark 2026: AutoGen vs CrewAI vs LangGraph vs Hermes Agent \u2014 Production Reality Check",
   "project": "Hermes Agent",
   "repository": null,
   "stars": "188000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks Benchmark 2026: AutoGen vs CrewAI vs LangGraph vs Hermes Agent \u2014 Production Reality Check",
    "| Framework | Cost/Task | Memory | Token Overhead | p95 Latency | Fault Tolerance | GH Stars |",
    "| **Hermes Agent** | $0.07 | 55 MB | +3% | **1.1s** | **Auto-recovery** | **188K+** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Frameworks Benchmark 2026: AutoGen vs CrewAI vs LangGraph vs Hermes Agent \u2014 Production Reality Check",
    "| Framework | Cost/Task | Memory | Token Overhead | p95 Latency | Fault Tolerance | GH Stars |",
    "| **Hermes Agent** | $0.07 | 55 MB | +3% | **1.1s** | **Auto-recovery** | **188K+** |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://appstackbuilder.com/blog/langgraph-vs-crewai-vs-autogen-2026",
   "title": "LangGraph vs CrewAI vs AutoGen 2026: Best AI Agent Framework to Build With",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Framework Overview",
    "### LangGraph",
    "Stateful agent graphs for production"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://appstackbuilder.com/blog/langgraph-vs-crewai-vs-autogen-2026",
   "title": "LangGraph vs CrewAI vs AutoGen 2026: Best AI Agent Framework to Build With",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Framework Overview",
    "### CrewAI",
    "Role-based multi-agent crews"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://appstackbuilder.com/blog/langgraph-vs-crewai-vs-autogen-2026",
   "title": "LangGraph vs CrewAI vs AutoGen 2026: Best AI Agent Framework to Build With",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Framework Overview",
    "### AutoGen",
    "Conversation-driven multi-agent (Microsoft)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudemarket.ai/blog/ai-agent-frameworks-compared-2026",
   "title": "Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "141000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
    "## Framework Comparison Table",
    "| Name | Best for | Pricing / Free | Standout feature |",
    "| 1. [LangChain](https://github.com/langchain-ai/langchain) | Custom agent architectures with fine-grained control | Free / open source | Largest integration ecosystem plus LangGraph orchestration |"
   ],
   "repository_evidence": [
    "# Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
    "## Framework Comparison Table",
    "| Name | Best for | Pricing / Free | Standout feature |",
    "| 1. [LangChain](https://github.com/langchain-ai/langchain) | Custom agent architectures with fine-grained control | Free / open source | Largest integration ecosystem plus LangGraph orchestration |"
   ],
   "stars_evidence": [
    "# Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
    "## 1. LangChain (Best Overall)",
    "As of July 2026, the main LangChain repository has roughly 141,000 GitHub stars and remains under very active development."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudemarket.ai/blog/ai-agent-frameworks-compared-2026",
   "title": "Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "55000",
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   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
    "## Framework Comparison Table",
    "| Name | Best for | Pricing / Free | Standout feature |",
    "| 2. [CrewAI](https://github.com/crewAIInc/crewAI) | Role-based multi-agent team workflows | Free / open source; paid Enterprise tier available | Agents defined by role, goal, and backstory |"
   ],
   "repository_evidence": [
    "# Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
    "## Framework Comparison Table",
    "| Name | Best for | Pricing / Free | Standout feature |",
    "| 2. [CrewAI](https://github.com/crewAIInc/crewAI) | Role-based multi-agent team workflows | Free / open source; paid Enterprise tier available | Agents defined by role, goal, and backstory |"
   ],
   "stars_evidence": [
    "# Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
    "## 2. CrewAI (Best for Multi-Agent Teams)",
    "As of July 2026, the CrewAI repository has roughly 55,000 GitHub stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudemarket.ai/blog/ai-agent-frameworks-compared-2026",
   "title": "Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
   "project": "OpenClaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": "380000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
    "## Framework Comparison Table",
    "| Name | Best for | Pricing / Free | Standout feature |",
    "| 3. [OpenClaw](/blog/complete-guide-to-openclaw/) | Operators who want a working agent without writing code | Free / open source | Self-hosted runtime configured via YAML and Markdown skills |"
   ],
   "repository_evidence": [
    "# Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
    "## 3. OpenClaw (Best for Operators, Not Developers)",
    "Skills (tools) are installed as Markdown files from the [Claude Market marketplace](/marketplace), and as of July 2026 the [OpenClaw repository](https://github.com/openclaw/openclaw) has more than 380,000 GitHub stars, the largest community of any project in this comparison."
   ],
   "stars_evidence": [
    "# Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
    "## 3. OpenClaw (Best for Operators, Not Developers)",
    "Skills (tools) are installed as Markdown files from the [Claude Market marketplace](/marketplace), and as of July 2026 the [OpenClaw repository](https://github.com/openclaw/openclaw) has more than 380,000 GitHub stars, the largest community of any project in this comparison."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudemarket.ai/blog/ai-agent-frameworks-compared-2026",
   "title": "Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "185000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
    "## Framework Comparison Table",
    "| Name | Best for | Pricing / Free | Standout feature |",
    "| 4. [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) | Autonomous agent experiments with a visual builder | Free / open source | Autonomous goal-driven agent loop |"
   ],
   "repository_evidence": [
    "# Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
    "## Framework Comparison Table",
    "| Name | Best for | Pricing / Free | Standout feature |",
    "| 4. [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) | Autonomous agent experiments with a visual builder | Free / open source | Autonomous goal-driven agent loop |"
   ],
   "stars_evidence": [
    "# Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
    "## 4. AutoGPT (Best for Autonomous Experiments)",
    "It introduced the concept of a fully autonomous AI agent that could set its own goals, break them into subtasks, and execute them without human intervention, and it still holds roughly 185,000 GitHub stars as of July 2026."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudemarket.ai/blog/ai-agent-frameworks-compared-2026",
   "title": "Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
    "## Framework Comparison Table",
    "| Name | Best for | Pricing / Free | Standout feature |",
    "| 5. [Semantic Kernel](https://github.com/microsoft/semantic-kernel) | Enterprise teams on Azure and Microsoft 365 | Free / open source | Deep Microsoft ecosystem integration in C# and Python |"
   ],
   "repository_evidence": [
    "# Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
    "## Framework Comparison Table",
    "| Name | Best for | Pricing / Free | Standout feature |",
    "| 5. [Semantic Kernel](https://github.com/microsoft/semantic-kernel) | Enterprise teams on Azure and Microsoft 365 | Free / open source | Deep Microsoft ecosystem integration in C# and Python |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudemarket.ai/blog/ai-agent-frameworks-compared-2026",
   "title": "Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
    "## Framework Comparison Table",
    "| Name | Best for | Pricing / Free | Standout feature |",
    "| 6. [Haystack](https://github.com/deepset-ai/haystack) | RAG and search-powered agents | Free / open source | Purpose-built retrieval and pipeline architecture |"
   ],
   "repository_evidence": [
    "# Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
    "## Framework Comparison Table",
    "| Name | Best for | Pricing / Free | Standout feature |",
    "| 6. [Haystack](https://github.com/deepset-ai/haystack) | RAG and search-powered agents | Free / open source | Purpose-built retrieval and pipeline architecture |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudemarket.ai/blog/ai-agent-frameworks-compared-2026",
   "title": "Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
    "## Framework Comparison Table",
    "| Name | Best for | Pricing / Free | Standout feature |",
    "| 7. [DSPy](https://github.com/stanfordnlp/dspy) | Programmatic prompt optimization | Free / open source | Treats LLM calls as optimizable programs |"
   ],
   "repository_evidence": [
    "# Best AI Agent Frameworks 2026: LangChain, CrewAI, AutoGPT",
    "## Framework Comparison Table",
    "| Name | Best for | Pricing / Free | Standout feature |",
    "| 7. [DSPy](https://github.com/stanfordnlp/dspy) | Programmatic prompt optimization | Free / open source | Treats LLM calls as optimizable programs |"
   ],
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://truefoundry.com/de/blog/agentic-ai-frameworks",
   "title": "Best Agentic AI Frameworks Compared",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agentic AI Frameworks for 2026: Compared for Enterprise AI Teams",
    "This guide compares the top agentic AI frameworks in 2026, including LangGraph, CrewAI, AutoGen, Google ADK, OpenAI Agents SDK, LlamaIndex, and Semantic Kernel.",
    "### 1. LangGraph",
    "LangGraph is built for stateful, graph-based agent workflows that need predictable execution paths."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://truefoundry.com/de/blog/agentic-ai-frameworks",
   "title": "Best Agentic AI Frameworks Compared",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agentic AI Frameworks for 2026: Compared for Enterprise AI Teams",
    "This guide compares the top agentic AI frameworks in 2026, including LangGraph, CrewAI, AutoGen, Google ADK, OpenAI Agents SDK, LlamaIndex, and Semantic Kernel.",
    "### 2. CrewAI",
    "CrewAI uses a role-based model where agents act like specialist team members with defined goals."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://truefoundry.com/de/blog/agentic-ai-frameworks",
   "title": "Best Agentic AI Frameworks Compared",
   "project": "Microsoft AutoGen and AG2",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agentic AI Frameworks for 2026: Compared for Enterprise AI Teams",
    "This guide compares the top agentic AI frameworks in 2026, including LangGraph, CrewAI, AutoGen, Google ADK, OpenAI Agents SDK, LlamaIndex, and Semantic Kernel.",
    "### 3. Microsoft AutoGen and AG2",
    "AutoGen uses conversation-led coordination where agents collaborate through structured multi-turn exchanges."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://truefoundry.com/de/blog/agentic-ai-frameworks",
   "title": "Best Agentic AI Frameworks Compared",
   "project": "Google Agent Development Kit",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agentic AI Frameworks for 2026: Compared for Enterprise AI Teams",
    "This guide compares the top agentic AI frameworks in 2026, including LangGraph, CrewAI, AutoGen, Google ADK, OpenAI Agents SDK, LlamaIndex, and Semantic Kernel.",
    "### 4. Google Agent Development Kit",
    "Google Agent Development Kit helps teams build multi-agent systems with hierarchy, tools, orchestration controls, and evaluation support."
   ],
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   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://truefoundry.com/de/blog/agentic-ai-frameworks",
   "title": "Best Agentic AI Frameworks Compared",
   "project": "OpenAI Agents SDK",
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   "license": null,
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    "| 10 | Strands + AgentCore | Python | AWS-native (IAM/VPC/secrets) | (AWS) | Yes | Yes | Not on AWS |",
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    "| 11 | Smolagents | Python | Minimal, code-first execution | (HuggingFace) | Shim | No | Production / multi-agent |",
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    "| Feature | LangChain/LangGraph | CrewAI | AutoGen | Semantic Kernel | Vercel AI SDK |"
   ],
   "repository_evidence": [
    "*Author: TokenMix Research Lab | Last Updated: April 2026 | Data Source: [LangChain Documentation](https://python.langchain.com/docs/), [AutoGen GitHub](https://github.com/microsoft/autogen), [Vercel AI SDK Documentation](https://sdk.vercel.ai/docs) + TokenMix.ai*"
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   "stars_evidence": [
    "Best AI Agent Frameworks in 2026: LangChain vs CrewAI vs AutoGen vs Semantic Kernel vs Vercel AI SDK",
    "AutoGen (Microsoft Research grade, steepest curve).",
    "| GitHub Stars (Apr 2026) | 98k+ | 25k+ | 38k+ | 22k+ | 12k+ |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
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   "project": "Semantic Kernel",
   "repository": null,
   "stars": "22000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Best AI Agent Frameworks in 2026: LangChain vs CrewAI vs AutoGen vs Semantic Kernel vs Vercel AI SDK",
    "Semantic Kernel: Enterprise .NET and Python Integration",
    "| Feature | LangChain/LangGraph | CrewAI | AutoGen | Semantic Kernel | Vercel AI SDK |"
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   "repository_evidence": null,
   "stars_evidence": [
    "Best AI Agent Frameworks in 2026: LangChain vs CrewAI vs AutoGen vs Semantic Kernel vs Vercel AI SDK",
    "Semantic Kernel (enterprise .NET).",
    "| GitHub Stars (Apr 2026) | 98k+ | 25k+ | 38k+ | 22k+ | 12k+ |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokenmix.ai/blog/ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks 2026: LangChain vs CrewAI vs AutoGen",
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   "repository": null,
   "stars": "12000",
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   "license": null,
   "project_evidence": [
    "Best AI Agent Frameworks in 2026: LangChain vs CrewAI vs AutoGen vs Semantic Kernel vs Vercel AI SDK",
    "Vercel AI SDK: The Web-Native Option",
    "| Feature | LangChain/LangGraph | CrewAI | AutoGen | Semantic Kernel | Vercel AI SDK |"
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   "repository_evidence": null,
   "stars_evidence": [
    "Best AI Agent Frameworks in 2026: LangChain vs CrewAI vs AutoGen vs Semantic Kernel vs Vercel AI SDK",
    "Vercel AI SDK (lowest overhead, web-first).",
    "| GitHub Stars (Apr 2026) | 98k+ | 25k+ | 38k+ | 22k+ | 12k+ |"
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  {
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   "license": null,
   "project_evidence": [
    "Jenqyang/Awesome-AI-Agents",
    "# Mapping the LLM agent gold rush",
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   "repository_evidence": null,
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  {
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  {
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    "Jenqyang/Awesome-AI-Agents",
    "# Mapping the LLM agent gold rush",
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  {
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    "Jenqyang/Awesome-AI-Agents",
    "# Mapping the LLM agent gold rush",
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    "Dify is an open-source platform for developing agentic workflows, supporting various AI models and integrations.",
    "Alternatives & relatedmatched by topic overlap"
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   "repository_evidence": null,
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    "Alternatives & relatedmatched by topic overlap"
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  {
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   "project_evidence": [
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    "Alternatives & relatedmatched by topic overlap"
   ],
   "repository_evidence": [
    "201k60kTypeScript](/repos/n8n-io--n8n)",
    "Alternatives & relatedmatched by topic overlap"
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   "stars_evidence": [
    "201k60kTypeScript](/repos/n8n-io--n8n)",
    "Alternatives & relatedmatched by topic overlap"
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  {
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   "project_evidence": [
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    "Alternatives & relatedmatched by topic overlap"
   ],
   "repository_evidence": [
    "80k11kPython](/repos/bytedance--deer-flow)",
    "Alternatives & relatedmatched by topic overlap"
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   "stars_evidence": [
    "80k11kPython](/repos/bytedance--deer-flow)",
    "Alternatives & relatedmatched by topic overlap"
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  {
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   "stars": "68000",
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   "project_evidence": [
    "ruvnet/\nruflo",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "repository_evidence": [
    "68k8.1kTypeScript](/repos/ruvnet--ruflo)",
    "Alternatives & relatedmatched by topic overlap"
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   "stars_evidence": [
    "68k8.1kTypeScript](/repos/ruvnet--ruflo)",
    "Alternatives & relatedmatched by topic overlap"
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  {
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   "project_evidence": [
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    "Alternatives & relatedmatched by topic overlap"
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   "repository_evidence": [
    "55k25kTypeScript](/repos/flowiseai--flowise)",
    "Alternatives & relatedmatched by topic overlap"
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   "stars_evidence": [
    "55k25kTypeScript](/repos/flowiseai--flowise)",
    "Alternatives & relatedmatched by topic overlap"
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  {
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   "project_evidence": [
    "lobehub/\nlobehub",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "repository_evidence": [
    "82k16kTypeScript](/repos/lobehub--lobehub)",
    "Alternatives & relatedmatched by topic overlap"
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   "stars_evidence": [
    "82k16kTypeScript](/repos/lobehub--lobehub)",
    "Alternatives & relatedmatched by topic overlap"
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  {
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   "title": "langgenius/dify \u2014 stars, velocity & facts",
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   "project_evidence": [
    "koala73/\nworldmonitor",
    "Alternatives & relatedmatched by topic overlap"
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   "repository_evidence": [
    "82k12kTypeScript](/repos/koala73--worldmonitor)",
    "Alternatives & relatedmatched by topic overlap"
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   "stars_evidence": [
    "82k12kTypeScript](/repos/koala73--worldmonitor)",
    "Alternatives & relatedmatched by topic overlap"
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  {
   "url": "https://betterclaw.io/blog/ai-agent-frameworks",
   "title": "AI Agent Frameworks in 2026: CrewAI, AutoGen, LangGraph, and the No-Code Alternative",
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   "repository": null,
   "stars": "47000",
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   "license": null,
   "project_evidence": [
    "AI Agent Frameworks in 2026: CrewAI, AutoGen, LangGraph, and the No-Code Alternative",
    "## CrewAI: the one that thinks in roles",
    "**Architecture:** Role-based agents with crew coordination. **Language:** Python. **GitHub:** 47K+ stars. **Used by:** IBM, PepsiCo, DocuSign. 100K+ certified developers."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Frameworks in 2026: CrewAI, AutoGen, LangGraph, and the No-Code Alternative",
    "## CrewAI: the one that thinks in roles",
    "**Architecture:** Role-based agents with crew coordination. **Language:** Python. **GitHub:** 47K+ stars. **Used by:** IBM, PepsiCo, DocuSign. 100K+ certified developers."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://betterclaw.io/blog/ai-agent-frameworks",
   "title": "AI Agent Frameworks in 2026: CrewAI, AutoGen, LangGraph, and the No-Code Alternative",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks in 2026: CrewAI, AutoGen, LangGraph, and the No-Code Alternative",
    "## AutoGen: the one backed by Microsoft",
    "**Architecture:** Multi-agent conversation framework. **Language:** Python. **Backed by:** Microsoft Research."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://betterclaw.io/blog/ai-agent-frameworks",
   "title": "AI Agent Frameworks in 2026: CrewAI, AutoGen, LangGraph, and the No-Code Alternative",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks in 2026: CrewAI, AutoGen, LangGraph, and the No-Code Alternative",
    "## LangGraph: the one for control freaks (compliment intended)",
    "**Architecture:** Graph-based state machines. **Language:** Python, JavaScript. **Part of:** LangChain ecosystem."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://betterclaw.io/blog/ai-agent-frameworks",
   "title": "AI Agent Frameworks in 2026: CrewAI, AutoGen, LangGraph, and the No-Code Alternative",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks in 2026: CrewAI, AutoGen, LangGraph, and the No-Code Alternative",
    "## LangChain: the one everyone starts with (and some outgrow)",
    "**Architecture:** Chain composition (sequential, parallel). **Language:** Python, JavaScript."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://betterclaw.io/blog/ai-agent-frameworks",
   "title": "AI Agent Frameworks in 2026: CrewAI, AutoGen, LangGraph, and the No-Code Alternative",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks in 2026: CrewAI, AutoGen, LangGraph, and the No-Code Alternative",
    "## Semantic Kernel: the one for .NET teams",
    "**Architecture:** Plugin-based. **Language:** C#, Python. **Backed by:** Microsoft."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://totalum.app/blog/ai-agent-orchestrator-totalum-2026",
   "title": "AI Agent Orchestrator in 2026: 9 Frameworks, 5 Patterns, and the Production Stack to Ship Them",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The category went from a niche LangChain side feature in 2024 to a 480 a month US search term in 2026 with a +175% year-over-year trend (DataForSEO, May 2026), and almost every serious team building agentic software now picks one.",
    "| Framework | Camp | Language | Stateful by default | Best for | License |",
    "| LangChain | Code-first | Python and TypeScript | No | Single-agent prototypes, RAG | MIT |",
    "Here is the comparison."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://totalum.app/blog/ai-agent-orchestrator-totalum-2026",
   "title": "AI Agent Orchestrator in 2026: 9 Frameworks, 5 Patterns, and the Production Stack to Ship Them",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Camp | Language | Stateful by default | Best for | License |",
    "| LangGraph | Code-first | Python and TypeScript | Yes | Stateful production multi-agent graphs | MIT |",
    "Here is the comparison."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://totalum.app/blog/ai-agent-orchestrator-totalum-2026",
   "title": "AI Agent Orchestrator in 2026: 9 Frameworks, 5 Patterns, and the Production Stack to Ship Them",
   "project": "Microsoft AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Camp | Language | Stateful by default | Best for | License |",
    "| Microsoft AutoGen | Code-first | Python | Yes | Research, group chat, multi-agent debate | MIT |",
    "Here is the comparison."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://totalum.app/blog/ai-agent-orchestrator-totalum-2026",
   "title": "AI Agent Orchestrator in 2026: 9 Frameworks, 5 Patterns, and the Production Stack to Ship Them",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Camp | Language | Stateful by default | Best for | License |",
    "| CrewAI | Code-first | Python | Yes | Role-based crews, sequential and parallel | MIT |",
    "Here is the comparison."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://totalum.app/blog/ai-agent-orchestrator-totalum-2026",
   "title": "AI Agent Orchestrator in 2026: 9 Frameworks, 5 Patterns, and the Production Stack to Ship Them",
   "project": "AWS Multi-Agent Orchestrator",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Camp | Language | Stateful by default | Best for | License |",
    "| AWS Multi-Agent Orchestrator | Cloud SDK | TypeScript and Python | Yes | Bedrock-native customer support routing | Apache 2.0 |",
    "Here is the comparison."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://totalum.app/blog/ai-agent-orchestrator-totalum-2026",
   "title": "AI Agent Orchestrator in 2026: 9 Frameworks, 5 Patterns, and the Production Stack to Ship Them",
   "project": "n8n",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Camp | Language | Stateful by default | Best for | License |",
    "| n8n | No-code | JSON workflow | Yes | Business automation with AI nodes | Fair-code |",
    "Here is the comparison."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/openai-agents-sdk",
   "title": "OpenAI Agents SDK | Ry Walker Research",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "27000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Executive Summary",
    "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]"
   ],
   "repository_evidence": [
    "Sources",
    "- [6] [OpenAI Agents SDK GitHub Repository (Python)](https://github.com/openai/openai-agents-python)"
   ],
   "stars_evidence": [
    "## Executive Summary",
    "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]"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/skills-layer-takes-over-2026",
   "title": "From Runtimes to Recipes: Why Skill Repositories Are Outgrowing Agent Frameworks",
   "project": "nanobot",
   "repository": "https://ossinsight.io/analyze/HKUDS/nanobot",
   "stars": "37130",
   "description": null,
   "license": null,
   "project_evidence": [
    "From Runtimes to Recipes: Why Skill Repositories Are Outgrowing Agent Frameworks",
    "- **Runtime Layer** (execution engines/frameworks):",
    "- [HKUDS/nanobot](https://ossinsight.io/analyze/HKUDS/nanobot)",
    "| Repository | Category | Stars | Forks | Contributors | Open Issues | Created | Stars/Day | Fork Ratio | Issue Ratio |",
    "| [HKUDS/nanobot](https://ossinsight.io/analyze/HKUDS/nanobot) | Runtime Layer | 37,130 | 6,390 | 203 | 895 | 2026-02-01 | 638.4 | 0.172 | 0.024 |"
   ],
   "repository_evidence": [
    "From Runtimes to Recipes: Why Skill Repositories Are Outgrowing Agent Frameworks",
    "- **Runtime Layer** (execution engines/frameworks):",
    "- [HKUDS/nanobot](https://ossinsight.io/analyze/HKUDS/nanobot)",
    "| Repository | Category | Stars | Forks | Contributors | Open Issues | Created | Stars/Day | Fork Ratio | Issue Ratio |",
    "| [HKUDS/nanobot](https://ossinsight.io/analyze/HKUDS/nanobot) | Runtime Layer | 37,130 | 6,390 | 203 | 895 | 2026-02-01 | 638.4 | 0.172 | 0.024 |"
   ],
   "stars_evidence": [
    "From Runtimes to Recipes: Why Skill Repositories Are Outgrowing Agent Frameworks",
    "## Snapshot Table (Verified via GitHub API)",
    "| Repository | Category | Stars | Forks | Contributors | Open Issues | Created | Stars/Day | Fork Ratio | Issue Ratio |",
    "| [HKUDS/nanobot](https://ossinsight.io/analyze/HKUDS/nanobot) | Runtime Layer | 37,130 | 6,390 | 203 | 895 | 2026-02-01 | 638.4 | 0.172 | 0.024 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/skills-layer-takes-over-2026",
   "title": "From Runtimes to Recipes: Why Skill Repositories Are Outgrowing Agent Frameworks",
   "project": "picoclaw",
   "repository": "https://ossinsight.io/analyze/sipeed/picoclaw",
   "stars": "26801",
   "description": null,
   "license": null,
   "project_evidence": [
    "From Runtimes to Recipes: Why Skill Repositories Are Outgrowing Agent Frameworks",
    "- **Runtime Layer** (execution engines/frameworks):",
    "- [sipeed/picoclaw](https://ossinsight.io/analyze/sipeed/picoclaw)",
    "| Repository | Category | Stars | Forks | Contributors | Open Issues | Created | Stars/Day | Fork Ratio | Issue Ratio |",
    "| [sipeed/picoclaw](https://ossinsight.io/analyze/sipeed/picoclaw) | Runtime Layer | 26,801 | 3,748 | 194 | 318 | 2026-02-04 | 490.8 | 0.140 | 0.012 |"
   ],
   "repository_evidence": [
    "From Runtimes to Recipes: Why Skill Repositories Are Outgrowing Agent Frameworks",
    "- **Runtime Layer** (execution engines/frameworks):",
    "- [sipeed/picoclaw](https://ossinsight.io/analyze/sipeed/picoclaw)",
    "| Repository | Category | Stars | Forks | Contributors | Open Issues | Created | Stars/Day | Fork Ratio | Issue Ratio |",
    "| [sipeed/picoclaw](https://ossinsight.io/analyze/sipeed/picoclaw) | Runtime Layer | 26,801 | 3,748 | 194 | 318 | 2026-02-04 | 490.8 | 0.140 | 0.012 |"
   ],
   "stars_evidence": [
    "From Runtimes to Recipes: Why Skill Repositories Are Outgrowing Agent Frameworks",
    "## Snapshot Table (Verified via GitHub API)",
    "| Repository | Category | Stars | Forks | Contributors | Open Issues | Created | Stars/Day | Fork Ratio | Issue Ratio |",
    "| [sipeed/picoclaw](https://ossinsight.io/analyze/sipeed/picoclaw) | Runtime Layer | 26,801 | 3,748 | 194 | 318 | 2026-02-04 | 490.8 | 0.140 | 0.012 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/skills-layer-takes-over-2026",
   "title": "From Runtimes to Recipes: Why Skill Repositories Are Outgrowing Agent Frameworks",
   "project": "nanoclaw",
   "repository": "https://ossinsight.io/analyze/qwibitai/nanoclaw",
   "stars": "26007",
   "description": null,
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    "From Runtimes to Recipes: Why Skill Repositories Are Outgrowing Agent Frameworks",
    "- **Runtime Layer** (execution engines/frameworks):",
    "- [qwibitai/nanoclaw](https://ossinsight.io/analyze/qwibitai/nanoclaw)",
    "| Repository | Category | Stars | Forks | Contributors | Open Issues | Created | Stars/Day | Fork Ratio | Issue Ratio |",
    "| [qwibitai/nanoclaw](https://ossinsight.io/analyze/qwibitai/nanoclaw) | Runtime Layer | 26,007 | 9,779 | 63 | 573 | 2026-01-31 | 440.8 | 0.376 | 0.022 |"
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   "repository_evidence": [
    "From Runtimes to Recipes: Why Skill Repositories Are Outgrowing Agent Frameworks",
    "- **Runtime Layer** (execution engines/frameworks):",
    "- [qwibitai/nanoclaw](https://ossinsight.io/analyze/qwibitai/nanoclaw)",
    "| Repository | Category | Stars | Forks | Contributors | Open Issues | Created | Stars/Day | Fork Ratio | Issue Ratio |",
    "| [qwibitai/nanoclaw](https://ossinsight.io/analyze/qwibitai/nanoclaw) | Runtime Layer | 26,007 | 9,779 | 63 | 573 | 2026-01-31 | 440.8 | 0.376 | 0.022 |"
   ],
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    "## Snapshot Table (Verified via GitHub API)",
    "| Repository | Category | Stars | Forks | Contributors | Open Issues | Created | Stars/Day | Fork Ratio | Issue Ratio |",
    "| [qwibitai/nanoclaw](https://ossinsight.io/analyze/qwibitai/nanoclaw) | Runtime Layer | 26,007 | 9,779 | 63 | 573 | 2026-01-31 | 440.8 | 0.376 | 0.022 |"
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    "- **Runtime Layer** (execution engines/frameworks):",
    "- [vercel-labs/agent-browser](https://ossinsight.io/analyze/vercel-labs/agent-browser)",
    "| Repository | Category | Stars | Forks | Contributors | Open Issues | Created | Stars/Day | Fork Ratio | Issue Ratio |",
    "| [vercel-labs/agent-browser](https://ossinsight.io/analyze/vercel-labs/agent-browser) | Runtime Layer | 25,812 | 1,564 | 96 | 336 | 2026-01-11 | 326.7 | 0.061 | 0.013 |"
   ],
   "repository_evidence": [
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    "- **Runtime Layer** (execution engines/frameworks):",
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    "| Repository | Category | Stars | Forks | Contributors | Open Issues | Created | Stars/Day | Fork Ratio | Issue Ratio |",
    "| [vercel-labs/agent-browser](https://ossinsight.io/analyze/vercel-labs/agent-browser) | Runtime Layer | 25,812 | 1,564 | 96 | 336 | 2026-01-11 | 326.7 | 0.061 | 0.013 |"
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    "| [vercel-labs/agent-browser](https://ossinsight.io/analyze/vercel-labs/agent-browser) | Runtime Layer | 25,812 | 1,564 | 96 | 336 | 2026-01-11 | 326.7 | 0.061 | 0.013 |"
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    "- ## Agent Frameworks",
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   "repository_evidence": [
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   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
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    "- ## Agent Frameworks",
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    "- [Rig](/projects/github.com%2F0xPlaygrounds%2Frig) - Rust framework for building LLM-powered applications."
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    "- ## Agent Frameworks",
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   "title": "awesome-agent-cortex | Ecosyste.ms: Awesome",
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    "- ## Agent Frameworks",
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    "- ## Agent Frameworks",
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    "- ## Agent Frameworks",
    "- [Smolagents](/projects/github.com%2Fhuggingface%2Fsmolagents) - Lightweight agent framework from Hugging Face."
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    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
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    "- ## Agent Frameworks",
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    "- ## Agent Frameworks",
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   "title": "Agentic AI Frameworks: Architectures, Protocols, and Design Challenges",
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    "## I Introduction"
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    "For lightweight and transparent agent composition, SmolAgents and PydanticAI^5^^5^5[https://ai.pydantic.dev/](https://ai.pydantic.dev/), accessed 10-05-2025 provide minimal yet effective solutions.",
    "## IV Agentic AI Frameworks",
    "### IV-A Comparative overview"
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    "For lightweight and transparent agent composition, SmolAgents and PydanticAI^5^^5^5[https://ai.pydantic.dev/](https://ai.pydantic.dev/), accessed 10-05-2025 provide minimal yet effective solutions.",
    "## IV Agentic AI Frameworks",
    "### IV-A Comparative overview"
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    "## IV Agentic AI Frameworks",
    "### IV-A Comparative overview"
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    "## IV Agentic AI Frameworks",
    "### IV-A Comparative overview"
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    "## IV Agentic AI Frameworks",
    "### IV-A Comparative overview"
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   "stars_evidence": null,
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    "Finally, frameworks like LlamaIndex and Google ADK push the boundaries of data-centric and distributed agent ecosystems.",
    "## IV Agentic AI Frameworks",
    "### IV-A Comparative overview"
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   "repository_evidence": null,
   "stars_evidence": null,
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   "url": "https://buildmvpfast.com/blog/swarms-mcp-multi-agent-orchestration-2026",
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   "stars": "5800",
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   "repository_evidence": null,
   "stars_evidence": [
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    "## The Business Model",
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  {
   "url": "https://gurustacks.com/tools/alternatives/zep",
   "title": "Zep Alternatives & Similar Tools",
   "project": "Langflow",
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    "Compare tools related to Zep.",
    "## Langflow"
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   "url": "https://gurustacks.com/tools/alternatives/zep",
   "title": "Zep Alternatives & Similar Tools",
   "project": "Flowise",
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   "stars": null,
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    "Compare tools related to Zep.",
    "## Flowise"
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   "url": "https://gurustacks.com/tools/alternatives/zep",
   "title": "Zep Alternatives & Similar Tools",
   "project": "LangGraph",
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   "description": null,
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    "Compare tools related to Zep.",
    "## LangGraph"
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    "Compare tools related to Zep.",
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   "url": "https://gurustacks.com/tools/alternatives/zep",
   "title": "Zep Alternatives & Similar Tools",
   "project": "LangChain",
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   "stars": null,
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    "Compare tools related to Zep.",
    "## LangChain"
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   "url": "https://gurustacks.com/tools/alternatives/zep",
   "title": "Zep Alternatives & Similar Tools",
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    "Compare tools related to Zep.",
    "## CrewAI"
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   "url": "https://gurustacks.com/tools/alternatives/zep",
   "title": "Zep Alternatives & Similar Tools",
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    "## AutoGen"
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    "### LangGraph & AutoGen: The Legacy Maintainers",
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    "### LangGraph & AutoGen: The Legacy Maintainers",
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    "## Automation and Low-Code Orchestration",
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    "| 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 |"
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    "| 3 | [langchain](https://github.com/langchain-ai/langchain) | 145121 | 24209 | Python | 343 | The agent engineering platform. | 2026-08-27T14:04:50Z |"
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    "| 3 | [langchain](https://github.com/langchain-ai/langchain) | 145121 | 24209 | Python | 343 | The agent engineering platform. | 2026-08-27T14:04:50Z |"
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    "| 3 | [langchain](https://github.com/langchain-ai/langchain) | 145121 | 24209 | Python | 343 | The agent engineering platform. | 2026-08-27T14:04:50Z |"
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    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 18 | [Flowise](https://github.com/FlowiseAI/Flowise) | 55399 | 24963 | TypeScript | 699 | Build AI Agents, Visually | 2026-08-13T12:38:19Z |"
   ],
   "stars_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 18 | [Flowise](https://github.com/FlowiseAI/Flowise) | 55399 | 24963 | TypeScript | 699 | Build AI Agents, Visually | 2026-08-13T12:38:19Z |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yuxiaopeng.com/Github-Ranking-AI/Top100/RAG.html",
   "title": "Github Ranking",
   "project": "langgraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "40550",
   "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 |",
    "| 24 | [langgraph](https://github.com/langchain-ai/langgraph) | 40550 | 6833 | Python | 478 | Build resilient agents. | 2026-08-27T02:59:56Z |"
   ],
   "repository_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 24 | [langgraph](https://github.com/langchain-ai/langgraph) | 40550 | 6833 | Python | 478 | Build resilient agents. | 2026-08-27T02:59:56Z |"
   ],
   "stars_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 24 | [langgraph](https://github.com/langchain-ai/langgraph) | 40550 | 6833 | Python | 478 | Build resilient agents. | 2026-08-27T02:59:56Z |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yuxiaopeng.com/Github-Ranking-AI/Top100/RAG.html",
   "title": "Github Ranking",
   "project": "haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "26332",
   "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 |",
    "| 43 | [haystack](https://github.com/deepset-ai/haystack) | 26332 | 3044 | Python | 70 | Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems. | 2026-08-27T14:04:09Z |"
   ],
   "repository_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 43 | [haystack](https://github.com/deepset-ai/haystack) | 26332 | 3044 | Python | 70 | Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems. | 2026-08-27T14:04:09Z |"
   ],
   "stars_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 43 | [haystack](https://github.com/deepset-ai/haystack) | 26332 | 3044 | Python | 70 | Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems. | 2026-08-27T14:04:09Z |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yuxiaopeng.com/Github-Ranking-AI/Top100/RAG.html",
   "title": "Github Ranking",
   "project": "coze-studio",
   "repository": "https://github.com/coze-dev/coze-studio",
   "stars": "21511",
   "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 |",
    "| 57 | [coze-studio](https://github.com/coze-dev/coze-studio) | 21511 | 3126 | TypeScript | 491 | An AI agent development platform with all-in-one visual tools, simplifying agent creation, debugging, and deployment like never before. Coze your way to AI Agent creation. | 2026-07-29T03:18:43Z |"
   ],
   "repository_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 57 | [coze-studio](https://github.com/coze-dev/coze-studio) | 21511 | 3126 | TypeScript | 491 | An AI agent development platform with all-in-one visual tools, simplifying agent creation, debugging, and deployment like never before. Coze your way to AI Agent creation. | 2026-07-29T03:18:43Z |"
   ],
   "stars_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 57 | [coze-studio](https://github.com/coze-dev/coze-studio) | 21511 | 3126 | TypeScript | 491 | An AI agent development platform with all-in-one visual tools, simplifying agent creation, debugging, and deployment like never before. Coze your way to AI Agent creation. | 2026-07-29T03:18:43Z |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yuxiaopeng.com/Github-Ranking-AI/Top100/RAG.html",
   "title": "Github Ranking",
   "project": "eliza",
   "repository": "https://github.com/elizaOS/eliza",
   "stars": "19186",
   "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 |",
    "| 62 | [eliza](https://github.com/elizaOS/eliza) | 19186 | 5699 | TypeScript | 727 | Open source agentic operating system | 2026-08-27T14:01:07Z |"
   ],
   "repository_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 62 | [eliza](https://github.com/elizaOS/eliza) | 19186 | 5699 | TypeScript | 727 | Open source agentic operating system | 2026-08-27T14:01:07Z |"
   ],
   "stars_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 62 | [eliza](https://github.com/elizaOS/eliza) | 19186 | 5699 | TypeScript | 727 | Open source agentic operating system | 2026-08-27T14:01:07Z |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yuxiaopeng.com/Github-Ranking-AI/Top100/RAG.html",
   "title": "Github Ranking",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": "17026",
   "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 |",
    "| 67 | [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) | 17026 | 1704 | Python | 423 | Agent framework and applications built upon Qwen>=3.0, featuring Function Calling, MCP, Code Interpreter, RAG, Chrome extension, etc. | 2026-03-04T08:15:07Z |"
   ],
   "repository_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 67 | [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) | 17026 | 1704 | Python | 423 | Agent framework and applications built upon Qwen>=3.0, featuring Function Calling, MCP, Code Interpreter, RAG, Chrome extension, etc. | 2026-03-04T08:15:07Z |"
   ],
   "stars_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 67 | [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) | 17026 | 1704 | Python | 423 | Agent framework and applications built upon Qwen>=3.0, featuring Function Calling, MCP, Code Interpreter, RAG, Chrome extension, etc. | 2026-03-04T08:15:07Z |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yuxiaopeng.com/Github-Ranking-AI/Top100/RAG.html",
   "title": "Github Ranking",
   "project": "langchain4j",
   "repository": "https://github.com/langchain4j/langchain4j",
   "stars": "12967",
   "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 |",
    "| 80 | [langchain4j](https://github.com/langchain4j/langchain4j) | 12967 | 2503 | Java | 601 | LangChain4j is an idiomatic, open-source Java library for building LLM-powered applications on the JVM. It offers a unified API over popular LLM providers and vector stores, and makes implementing tool calling (including MCP support), agents and RAG easy. It integrates seamlessly with enterprise Java frameworks like Quarkus and Spring Boot. | 2026-08-27T08:31:52Z |"
   ],
   "repository_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 80 | [langchain4j](https://github.com/langchain4j/langchain4j) | 12967 | 2503 | Java | 601 | LangChain4j is an idiomatic, open-source Java library for building LLM-powered applications on the JVM. It offers a unified API over popular LLM providers and vector stores, and makes implementing tool calling (including MCP support), agents and RAG easy. It integrates seamlessly with enterprise Java frameworks like Quarkus and Spring Boot. | 2026-08-27T08:31:52Z |"
   ],
   "stars_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 80 | [langchain4j](https://github.com/langchain4j/langchain4j) | 12967 | 2503 | Java | 601 | LangChain4j is an idiomatic, open-source Java library for building LLM-powered applications on the JVM. It offers a unified API over popular LLM providers and vector stores, and makes implementing tool calling (including MCP support), agents and RAG easy. It integrates seamlessly with enterprise Java frameworks like Quarkus and Spring Boot. | 2026-08-27T08:31:52Z |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yuxiaopeng.com/Github-Ranking-AI/Top100/RAG.html",
   "title": "Github Ranking",
   "project": "txtai",
   "repository": "https://github.com/neuml/txtai",
   "stars": "12910",
   "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 |",
    "| 81 | [txtai](https://github.com/neuml/txtai) | 12910 | 883 | Python | 6 | \ud83d\udca1 All-in-one AI framework for semantic search, LLM orchestration and language model workflows | 2026-08-27T13:16:07Z |"
   ],
   "repository_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 81 | [txtai](https://github.com/neuml/txtai) | 12910 | 883 | Python | 6 | \ud83d\udca1 All-in-one AI framework for semantic search, LLM orchestration and language model workflows | 2026-08-27T13:16:07Z |"
   ],
   "stars_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 81 | [txtai](https://github.com/neuml/txtai) | 12910 | 883 | Python | 6 | \ud83d\udca1 All-in-one AI framework for semantic search, LLM orchestration and language model workflows | 2026-08-27T13:16:07Z |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yuxiaopeng.com/Github-Ranking-AI/Top100/RAG.html",
   "title": "Github Ranking",
   "project": "voltagent",
   "repository": "https://github.com/VoltAgent/voltagent",
   "stars": "10430",
   "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 |",
    "| 92 | [voltagent](https://github.com/VoltAgent/voltagent) | 10430 | 1104 | TypeScript | 35 | AI Agent Engineering Platform built on an Open Source TypeScript AI Agent Framework | 2026-08-10T14:24:53Z |"
   ],
   "repository_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 92 | [voltagent](https://github.com/VoltAgent/voltagent) | 10430 | 1104 | TypeScript | 35 | AI Agent Engineering Platform built on an Open Source TypeScript AI Agent Framework | 2026-08-10T14:24:53Z |"
   ],
   "stars_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 92 | [voltagent](https://github.com/VoltAgent/voltagent) | 10430 | 1104 | TypeScript | 35 | AI Agent Engineering Platform built on an Open Source TypeScript AI Agent Framework | 2026-08-10T14:24:53Z |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yuxiaopeng.com/Github-Ranking-AI/Top100/RAG.html",
   "title": "Github Ranking",
   "project": "xberg",
   "repository": "https://github.com/xberg-io/xberg",
   "stars": "9226",
   "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 |",
    "| 97 | [xberg](https://github.com/xberg-io/xberg) | 9226 | 577 | Rust | 8 | A polyglot document intelligence framework with a Rust core. Extract text, metadata, images, and structured data from 101 formats (115 file extensions) plus code intelligence for 371 code languages. 15 language bindings \u2014 Rust, Python, Ruby, Java, Go, PHP, Elixir, C#, TypeScript \u2014 plus CLI, REST API, and MCP server. | 2026-08-27T07:06:37Z |"
   ],
   "repository_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 97 | [xberg](https://github.com/xberg-io/xberg) | 9226 | 577 | Rust | 8 | A polyglot document intelligence framework with a Rust core. Extract text, metadata, images, and structured data from 101 formats (115 file extensions) plus code intelligence for 371 code languages. 15 language bindings \u2014 Rust, Python, Ruby, Java, Go, PHP, Elixir, C#, TypeScript \u2014 plus CLI, REST API, and MCP server. | 2026-08-27T07:06:37Z |"
   ],
   "stars_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 97 | [xberg](https://github.com/xberg-io/xberg) | 9226 | 577 | Rust | 8 | A polyglot document intelligence framework with a Rust core. Extract text, metadata, images, and structured data from 101 formats (115 file extensions) plus code intelligence for 371 code languages. 15 language bindings \u2014 Rust, Python, Ruby, Java, Go, PHP, Elixir, C#, TypeScript \u2014 plus CLI, REST API, and MCP server. | 2026-08-27T07:06:37Z |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://singularity.kiwi/github-fastest-growing-ai-agent-repos-june-2026",
   "title": "GitHub's 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
   "project": "Odysseus",
   "repository": "https://github.com/pewdiepie-archdaemon/odysseus",
   "stars": "77375",
   "description": null,
   "license": null,
   "project_evidence": [
    "GitHub\u2019s 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
    "## 1. PewDiePie\u2019s Odysseus \u2014 77k Stars in Three Weeks",
    "The biggest YouTuber on Earth built a [self-hosted AI workspace](https://github.com/pewdiepie-archdaemon/odysseus) and published it for free."
   ],
   "repository_evidence": [
    "GitHub\u2019s 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
    "## 1. PewDiePie\u2019s Odysseus \u2014 77k Stars in Three Weeks",
    "The biggest YouTuber on Earth built a [self-hosted AI workspace](https://github.com/pewdiepie-archdaemon/odysseus) and published it for free."
   ],
   "stars_evidence": [
    "GitHub\u2019s 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
    "## 1. PewDiePie\u2019s Odysseus \u2014 77k Stars in Three Weeks",
    "77,375 stars and climbing."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://singularity.kiwi/github-fastest-growing-ai-agent-repos-june-2026",
   "title": "GitHub's 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
   "project": "Skills",
   "repository": "https://github.com/mattpocock/skills",
   "stars": "144749",
   "description": null,
   "license": null,
   "project_evidence": [
    "GitHub\u2019s 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
    "## 2. Matt Pocock\u2019s Skills \u2014 144k Stars",
    "[Matt Pocock](https://github.com/mattpocock/skills), the TypeScript authority, published his personal Claude Code skills \u2014 straight from his `.claude` directory."
   ],
   "repository_evidence": [
    "GitHub\u2019s 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
    "## 2. Matt Pocock\u2019s Skills \u2014 144k Stars",
    "[Matt Pocock](https://github.com/mattpocock/skills), the TypeScript authority, published his personal Claude Code skills \u2014 straight from his `.claude` directory."
   ],
   "stars_evidence": [
    "GitHub\u2019s 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
    "## 2. Matt Pocock\u2019s Skills \u2014 144k Stars",
    "144,749 stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://singularity.kiwi/github-fastest-growing-ai-agent-repos-june-2026",
   "title": "GitHub's 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
   "project": "Headroom",
   "repository": "https://github.com/headroomlabs-ai/headroom",
   "stars": "49785",
   "description": null,
   "license": null,
   "project_evidence": [
    "GitHub\u2019s 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
    "## 3. Headroom \u2014 Context Compression for Agents",
    "Built by a Netflix engineer, [Headroom](https://github.com/headroomlabs-ai/headroom) compresses everything your AI agent reads before it reaches the model \u2014 tool outputs, logs, files, RAG chunks."
   ],
   "repository_evidence": [
    "GitHub\u2019s 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
    "## 3. Headroom \u2014 Context Compression for Agents",
    "Built by a Netflix engineer, [Headroom](https://github.com/headroomlabs-ai/headroom) compresses everything your AI agent reads before it reaches the model \u2014 tool outputs, logs, files, RAG chunks."
   ],
   "stars_evidence": [
    "GitHub\u2019s 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
    "## 3. Headroom \u2014 Context Compression for Agents",
    "49,785 stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://singularity.kiwi/github-fastest-growing-ai-agent-repos-june-2026",
   "title": "GitHub's 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
   "project": "Ponytail",
   "repository": "https://github.com/DietrichGebert/ponytail",
   "stars": "54907",
   "description": null,
   "license": null,
   "project_evidence": [
    "GitHub\u2019s 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
    "## 4. Ponytail \u2014 The Lazy Senior Dev Agent",
    "[Ponytail](https://github.com/DietrichGebert/ponytail) makes your AI agent think like the laziest senior developer in the room."
   ],
   "repository_evidence": [
    "GitHub\u2019s 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
    "## 4. Ponytail \u2014 The Lazy Senior Dev Agent",
    "[Ponytail](https://github.com/DietrichGebert/ponytail) makes your AI agent think like the laziest senior developer in the room."
   ],
   "stars_evidence": [
    "GitHub\u2019s 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
    "## 4. Ponytail \u2014 The Lazy Senior Dev Agent",
    "54,907 stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://singularity.kiwi/github-fastest-growing-ai-agent-repos-june-2026",
   "title": "GitHub's 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
   "project": "OpenMontage",
   "repository": "https://github.com/calesthio/OpenMontage",
   "stars": "19026",
   "description": null,
   "license": null,
   "project_evidence": [
    "GitHub\u2019s 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
    "## 5. OpenMontage \u2014 Agentic Video Production",
    "[OpenMontage](https://github.com/calesthio/OpenMontage) calls itself the world\u2019s first open-source agentic video production system."
   ],
   "repository_evidence": [
    "GitHub\u2019s 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
    "## 5. OpenMontage \u2014 Agentic Video Production",
    "[OpenMontage](https://github.com/calesthio/OpenMontage) calls itself the world\u2019s first open-source agentic video production system."
   ],
   "stars_evidence": [
    "GitHub\u2019s 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
    "## 5. OpenMontage \u2014 Agentic Video Production",
    "19,026 stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://singularity.kiwi/github-fastest-growing-ai-agent-repos-june-2026",
   "title": "GitHub's 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
   "project": "Voicebox",
   "repository": "https://github.com/jamiepine/voicebox",
   "stars": "33811",
   "description": null,
   "license": null,
   "project_evidence": [
    "GitHub\u2019s 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
    "## 6. Voicebox \u2014 Open-Source Voice Studio",
    "[Voicebox](https://github.com/jamiepine/voicebox) is an open-source, self-hosted AI voice studio."
   ],
   "repository_evidence": [
    "GitHub\u2019s 10 Fastest-Growing Repos This Month Are All AI Agents \u2014 The Open-Source Ecosystem Is Exploding",
    "## 6. Voicebox \u2014 Open-Source Voice Studio",
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    "## 9 best LLM agent frameworks for 2026",
    "### 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)."
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   "license_evidence": null
  },
  {
   "url": "https://kingy.ai/uncategorized/astron-agent-review-iflyteks-open-source-enterprise-ai-workflow-platform-is-the-real-deal",
   "title": "Astron Agent Review: iFlyTek&#8217;s Open-Source Enterprise AI Workflow Platform Is the Real Deal",
   "project": "Astron Agent",
   "repository": "https://github.com/iflytek/astron-agent",
   "stars": "10500",
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   "license": null,
   "project_evidence": [
    "[Astron Agent](https://astron.ai) is the rare exception.",
    "There\u2019s a moment every developer has experienced when evaluating a new [AI agent](https://kingy.ai/blog/best-ai-agents-of-2025-how-ai-agents-are-shaping-the-next-tech-frontier/) framework: that queasy realization that the tool they\u2019ve been demoing in a sandbox environment has absolutely no prayer of surviving contact with a real enterprise."
   ],
   "repository_evidence": [
    "It has over [10,500 GitHub stars and more than 1,100 forks](https://github.com/iflytek/astron-agent) as of March 2026, it just released v1.0.3, and it appeared at MWC Barcelona 2026 \u2014 clear signals that this isn\u2019t an experimental side project.",
    "There\u2019s a moment every developer has experienced when evaluating a new [AI agent](https://kingy.ai/blog/best-ai-agents-of-2025-how-ai-agents-are-shaping-the-next-tech-frontier/) framework: that queasy realization that the tool they\u2019ve been demoing in a sandbox environment has absolutely no prayer of surviving contact with a real enterprise."
   ],
   "stars_evidence": [
    "It has over [10,500 GitHub stars and more than 1,100 forks](https://github.com/iflytek/astron-agent) as of March 2026, it just released v1.0.3, and it appeared at MWC Barcelona 2026 \u2014 clear signals that this isn\u2019t an experimental side project.",
    "There\u2019s a moment every developer has experienced when evaluating a new [AI agent](https://kingy.ai/blog/best-ai-agents-of-2025-how-ai-agents-are-shaping-the-next-tech-frontier/) framework: that queasy realization that the tool they\u2019ve been demoing in a sandbox environment has absolutely no prayer of surviving contact with a real enterprise."
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   "url": "https://aiagentsquare.com/agents/dify",
   "title": "Dify Review 2026",
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   "license": null,
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    "Dify is an open-source LLM application development platform built by [LangGenius, Inc.](https://dify.ai)"
   ],
   "repository_evidence": [
    "Two things separate Dify from the crowd of AI app builders.",
    "First, its scale as an open-source project: the [GitHub repository](https://github.com/langgenius/dify) shows roughly 142,000 stars and 22,000 forks as of July 2026, with over 160 releases and continuous commit activity \u2014 the most-starred project in its category and one of the largest open-source projects in AI, period."
   ],
   "stars_evidence": [
    "Two things separate Dify from the crowd of AI app builders.",
    "First, its scale as an open-source project: the [GitHub repository](https://github.com/langgenius/dify) shows roughly 142,000 stars and 22,000 forks as of July 2026, with over 160 releases and continuous commit activity \u2014 the most-starred project in its category and one of the largest open-source projects in AI, period."
   ],
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   "license_evidence": null
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   "url": "https://arxiv.org/abs/2607.02453",
   "title": "Adoption and Ecosystem Health: A Longitudinal Analysis of Open-Source Multi-Agent Frameworks",
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   "description": null,
   "license": null,
   "project_evidence": [
    "Title:Adoption and Ecosystem Health: A Longitudinal Analysis of Open-Source Multi-Agent Frameworks",
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   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Title:Adoption and Ecosystem Health: A Longitudinal Analysis of Open-Source Multi-Agent Frameworks",
    "AutoGPT gained 111,967 stars in one month but converted fewer than 9 contributors per 1,000 stars, defined as contributor density in this research, compared with LangChain's 41."
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   "license_evidence": null
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  {
   "url": "https://arxiv.org/abs/2607.02453",
   "title": "Adoption and Ecosystem Health: A Longitudinal Analysis of Open-Source Multi-Agent Frameworks",
   "project": "LangChain",
   "repository": null,
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   "description": null,
   "license": null,
   "project_evidence": [
    "Title:Adoption and Ecosystem Health: A Longitudinal Analysis of Open-Source Multi-Agent Frameworks",
    "AutoGPT gained 111,967 stars in one month but converted fewer than 9 contributors per 1,000 stars, defined as contributor density in this research, compared with LangChain's 41.",
    "By analyzing cross-framework contribution, we discover that LangChain functions as a shared infrastructure, attracting 82.5% of cross-ecosystem contributors."
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   "repository_evidence": null,
   "stars_evidence": null,
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   "url": "https://arxiv.org/abs/2607.02453",
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   "stars": null,
   "description": null,
   "license": null,
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   "stars_evidence": null,
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   "url": "https://arxiv.org/abs/2607.02453",
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   "stars_evidence": null,
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  {
   "url": "https://arxiv.org/abs/2607.02453",
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   "project": "LangFlow",
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   "stars": null,
   "description": null,
   "license": null,
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    "Title:Adoption and Ecosystem Health: A Longitudinal Analysis of Open-Source Multi-Agent Frameworks",
    "MetaGPT and LangFlow have contributor density ratios below 5 even with their high visibility."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://arxiv.org/abs/2607.02453",
   "title": "Adoption and Ecosystem Health: A Longitudinal Analysis of Open-Source Multi-Agent Frameworks",
   "project": "openai-agents-python",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Title:Adoption and Ecosystem Health: A Longitudinal Analysis of Open-Source Multi-Agent Frameworks",
    "Openai-agents-python's limited contributor base suggests institutional backing alone does not ensure community depth."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
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  {
   "url": "https://agentdevpro.com/frameworks/comparison",
   "title": "Agent Framework Comparison: A Practical Selection Guide for 2026 | Agent DevPro",
   "project": "LangGraph",
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   "description": null,
   "license": null,
   "project_evidence": [
    "This guide provides a neutral, implementation-focused comparison of the five most important frameworks in 2026:",
    "- **LangGraph** \u2013 State graph execution engine",
    "LangGraph (LangChain Inc., Apache 2.0) models agent workflows as cyclic directed graphs with persistent TypedDict state."
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   "repository_evidence": null,
   "stars_evidence": [
    "This guide provides a neutral, implementation-focused comparison of the five most important frameworks in 2026:",
    "LangGraph (LangChain Inc., Apache 2.0) models agent workflows as cyclic directed graphs with persistent TypedDict state.",
    "Released in 2024 and now in v1.0+ (GA October 2025), it has become the most active agent orchestration framework with 32,000+ GitHub stars and production deployments at Klarna, Uber, LinkedIn, and AppFolio."
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   "url": "https://agentdevpro.com/frameworks/comparison",
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    "- **CrewAI** \u2013 Role-based multi-agent orchestration",
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   "url": "https://agentdevpro.com/frameworks/comparison",
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   "stars": null,
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   "license": null,
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    "- **AutoGen** \u2013 Conversational agent framework (maintenance mode)",
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   "url": "https://agentdevpro.com/frameworks/comparison",
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   "stars": "22000",
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   "license": null,
   "project_evidence": [
    "This guide provides a neutral, implementation-focused comparison of the five most important frameworks in 2026:",
    "- **OpenAI Agents SDK** \u2013 Lightweight, OpenAI-native agent loops",
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   ],
   "repository_evidence": null,
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    "OpenAI Agents SDK (Apache 2.0) is OpenAI's official framework for building production agent applications.",
    "Available in Python and TypeScript (approximately 22,000 stars for Python, plus a TypeScript port), it provides minimal, opinionated abstractions for single-agent loops with handoffs, guardrails, and tracing."
   ],
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   "license_evidence": null
  },
  {
   "url": "https://agentdevpro.com/frameworks/comparison",
   "title": "Agent Framework Comparison: A Practical Selection Guide for 2026 | Agent DevPro",
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   "license": null,
   "project_evidence": [
    "This guide provides a neutral, implementation-focused comparison of the five most important frameworks in 2026:",
    "- **Semantic Kernel** \u2013 Enterprise plugin-oriented AI platform",
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   ],
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   "stars_evidence": null,
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   "url": "https://autolearningagents.com/ai-agent-alternatives",
   "title": "AI Agent Framework Alternatives: The Complete Comparison Guide",
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   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Framework Alternatives: The Complete Comparison Guide",
    "Whether you are outgrowing CrewAI, frustrated by LangChain abstractions, or evaluating self-hosted options against managed cloud platforms, this guide maps every major alternative by architecture, maturity, and use case so you can pick the right fit without months of prototyping.",
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   "license_evidence": null
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   "url": "https://autolearningagents.com/ai-agent-alternatives",
   "title": "AI Agent Framework Alternatives: The Complete Comparison Guide",
   "project": "LangChain",
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   "license": null,
   "project_evidence": [
    "# AI Agent Framework Alternatives: The Complete Comparison Guide",
    "Whether you are outgrowing CrewAI, frustrated by LangChain abstractions, or evaluating self-hosted options against managed cloud platforms, this guide maps every major alternative by architecture, maturity, and use case so you can pick the right fit without months of prototyping.",
    "Two years ago the choice was simple: LangChain for general LLM orchestration, maybe AutoGen if you wanted multi-agent chat."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "url": "https://autolearningagents.com/ai-agent-alternatives",
   "title": "AI Agent Framework Alternatives: The Complete Comparison Guide",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Framework Alternatives: The Complete Comparison Guide",
    "Two years ago the choice was simple: LangChain for general LLM orchestration, maybe AutoGen if you wanted multi-agent chat.",
    "AutoGen went through a complete architectural restructuring, splitting into AG2 and a redesigned core."
   ],
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  },
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   "url": "https://autolearningagents.com/ai-agent-alternatives",
   "title": "AI Agent Framework Alternatives: The Complete Comparison Guide",
   "project": "LangGraph",
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   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Framework Alternatives: The Complete Comparison Guide",
    "Multi-agent orchestration frameworks like CrewAI and LangGraph handle complex task delegation.",
    "LangChain responded to criticism by separating LangGraph into its own first-class product."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://autolearningagents.com/ai-agent-alternatives",
   "title": "AI Agent Framework Alternatives: The Complete Comparison Guide",
   "project": "n8n",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Framework Alternatives: The Complete Comparison Guide",
    "Workflow platforms like n8n and Zapier bring AI capabilities to visual automation builders.",
    "n8n occupies a unique position as an open-source workflow automation platform with strong AI agent capabilities."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://autolearningagents.com/ai-agent-alternatives",
   "title": "AI Agent Framework Alternatives: The Complete Comparison Guide",
   "project": "AG2",
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   "license": null,
   "project_evidence": [
    "# AI Agent Framework Alternatives: The Complete Comparison Guide",
    "AutoGen went through a complete architectural restructuring, splitting into AG2 and a redesigned core.",
    "The 2025 restructuring (AG2) cleaned up the API surface significantly, but the migration disrupted many teams and created confusion about which version to adopt."
   ],
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  },
  {
   "url": "https://autolearningagents.com/ai-agent-alternatives",
   "title": "AI Agent Framework Alternatives: The Complete Comparison Guide",
   "project": "Rasa",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Framework Alternatives: The Complete Comparison Guide",
    "Conversational AI platforms like Rasa serve teams building production chatbots and voice agents.",
    "Rasa has long been the primary open-source option for production conversational AI."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fopenai%2Fopenai-agents-python",
   "title": "Ecosyste.ms: Awesome",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "25576",
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/openai/openai-agents-python",
    "## [README](https://github.com/openai/openai-agents-python/blob/main/README.md)",
    "# OpenAI Agents SDK [![PyPI](https://img.shields.io/pypi/v/openai-agents?label=pypi%20package)](https://pypi.org/project/openai-agents/) The OpenAI Agents SDK is a lightweight yet powerful framework for building multi-agent workflows."
   ],
   "repository_evidence": [
    "# https://github.com/openai/openai-agents-python",
    "[https://github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python)"
   ],
   "stars_evidence": [
    "# https://github.com/openai/openai-agents-python",
    "- Stars: 25,576"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fopenai%2Fopenai-agents-python",
   "title": "Ecosyste.ms: Awesome",
   "project": "Agents SDK JS/TS",
   "repository": "https://github.com/openai/openai-agents-js",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/openai/openai-agents-python",
    "## [README](https://github.com/openai/openai-agents-python/blob/main/README.md)",
    "> [!NOTE] > Looking for the JavaScript/TypeScript version? Check out [Agents SDK JS/TS](https://github.com/openai/openai-agents-js)."
   ],
   "repository_evidence": [
    "# https://github.com/openai/openai-agents-python",
    "## [README](https://github.com/openai/openai-agents-python/blob/main/README.md)",
    "> [!NOTE] > Looking for the JavaScript/TypeScript version? Check out [Agents SDK JS/TS](https://github.com/openai/openai-agents-js)."
   ],
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  },
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   "url": "https://github.com/nMaroulis/awesome-a2a-libraries",
   "title": "GitHub - nMaroulis/awesome-a2a-libraries: A curated list of Agent-to-Agent (A2A) libraries and SDKs, organized by programming language.",
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    "### Python",
    "- **[Python A2A](https://github.com/a2aproject/a2a-python)**"
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    "### Python",
    "- **[Python A2A](https://github.com/a2aproject/a2a-python)**"
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    "A curated list of **Agent-to-Agent (A2A) libraries and SDKs**, organized by **programming language**.",
    "### Python",
    "- **[Pydantic AI](https://github.com/pydantic/pydantic-ai)**"
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   "repository_evidence": [
    "# Awesome Agent-to-Agent (A2A) Libraries",
    "A curated list of **Agent-to-Agent (A2A) libraries and SDKs**, organized by **programming language**.",
    "### Python",
    "- **[Pydantic AI](https://github.com/pydantic/pydantic-ai)**"
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   "url": "https://github.com/nMaroulis/awesome-a2a-libraries",
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   "repository": "https://github.com/pydantic/fasta2a",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent-to-Agent (A2A) Libraries",
    "A curated list of **Agent-to-Agent (A2A) libraries and SDKs**, organized by **programming language**.",
    "### Python",
    "- **[FastA2A](https://github.com/pydantic/fasta2a)**"
   ],
   "repository_evidence": [
    "# Awesome Agent-to-Agent (A2A) Libraries",
    "A curated list of **Agent-to-Agent (A2A) libraries and SDKs**, organized by **programming language**.",
    "### Python",
    "- **[FastA2A](https://github.com/pydantic/fasta2a)**"
   ],
   "stars_evidence": null,
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  },
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   "url": "https://github.com/nMaroulis/awesome-a2a-libraries",
   "title": "GitHub - nMaroulis/awesome-a2a-libraries: A curated list of Agent-to-Agent (A2A) libraries and SDKs, organized by programming language.",
   "project": "cA2A",
   "repository": "https://github.com/a2aproject/a2a-samples",
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    "# Awesome Agent-to-Agent (A2A) Libraries",
    "A curated list of **Agent-to-Agent (A2A) libraries and SDKs**, organized by **programming language**.",
    "### Python",
    "- **[cA2A](https://github.com/a2aproject/a2a-samples)** *(CLI utility)*"
   ],
   "repository_evidence": [
    "# Awesome Agent-to-Agent (A2A) Libraries",
    "A curated list of **Agent-to-Agent (A2A) libraries and SDKs**, organized by **programming language**.",
    "### Python",
    "- **[cA2A](https://github.com/a2aproject/a2a-samples)** *(CLI utility)*"
   ],
   "stars_evidence": null,
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   "title": "GitHub - nMaroulis/awesome-a2a-libraries: A curated list of Agent-to-Agent (A2A) libraries and SDKs, organized by programming language.",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI/",
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   "project_evidence": [
    "# Awesome Agent-to-Agent (A2A) Libraries",
    "A curated list of **Agent-to-Agent (A2A) libraries and SDKs**, organized by **programming language**.",
    "### Python",
    "- **[CrewAI](https://github.com/crewAIInc/crewAI/)**"
   ],
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    "    - [SmolAgents (Hugging Face)](/projects/github.com%2Fhuggingface%2Fsmolagents)"
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    "  - ### Multi-Agent Orchestration",
    "    - [SuperAGI](/projects/github.com%2FTransformerOptimus%2FSuperAGI) - source autonomous AI agent framework with GUI, performance telemetry, and a tools marketplace."
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    "  - ### Multi-Agent Orchestration",
    "    - [SuperAGI](/projects/github.com%2FTransformerOptimus%2FSuperAGI) - source autonomous AI agent framework with GUI, performance telemetry, and a tools marketplace."
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    "    - [Mem0](/projects/github.com%2Fmem0ai%2Fmem0)"
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    "    - [Agno (Phidata)](/projects/github.com%2Fagno-agi%2Fagno)"
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   "repository_evidence": [
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    "- ## \ud83e\udde9 Agent Frameworks & Dev Libraries",
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    "    - [Agno (Phidata)](/projects/github.com%2Fagno-agi%2Fagno)"
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    "- ## \ud83e\udde9 Agent Frameworks & Dev Libraries",
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    "- ## \ud83e\udd16 AI Agent Platforms",
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    "  - ### Browser Infrastructure",
    "    - [Cline](/projects/github.com%2Fclinebot%2Fcline) - source agentic coding assistant for VS Code. BYOK (bring your own key), full shell access, and MCP support."
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    "### LangChain",
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    "## Sources",
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    "## Sources",
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    "## The Python General-Purpose Frameworks",
    "[Agno](https://agno.com) (renamed from Phidata on January 31, 2025 - do not go looking for \"Phidata,\" it is the same project) focuses on performance and pairs a lightweight SDK with AgentOS, a FastAPI-based runtime for actually deploying what you build."
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   "url": "https://devtoollab.com/blog/best-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks in 2026: Python & TypeScript Compared",
   "project": "smolagents",
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    "# Best AI Agent Frameworks in 2026: Python & TypeScript Compared",
    "## The Python General-Purpose Frameworks",
    "Hugging Face's [smolagents](https://github.com/huggingface/smolagents) is a deliberately tiny library (its core is around a thousand lines) built on one strong idea: let the LLM write executable Python code instead of emitting JSON tool calls."
   ],
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    "# Best AI Agent Frameworks in 2026: Python & TypeScript Compared",
    "## The Python General-Purpose Frameworks",
    "Hugging Face's [smolagents](https://github.com/huggingface/smolagents) is a deliberately tiny library (its core is around a thousand lines) built on one strong idea: let the LLM write executable Python code instead of emitting JSON tool calls."
   ],
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  {
   "url": "https://devtoollab.com/blog/best-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks in 2026: Python & TypeScript Compared",
   "project": "LlamaIndex",
   "repository": "https://www.llamaindex.ai",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026: Python & TypeScript Compared",
    "## The Python General-Purpose Frameworks",
    "[LlamaIndex](https://www.llamaindex.ai) started as the leading RAG framework and has repositioned as a data-plus-agent framework, with AgentWorkflow as its multi-agent layer and a Workflows 1.0 release for event-driven agentic systems."
   ],
   "repository_evidence": [
    "# Best AI Agent Frameworks in 2026: Python & TypeScript Compared",
    "## The Python General-Purpose Frameworks",
    "[LlamaIndex](https://www.llamaindex.ai) started as the leading RAG framework and has repositioned as a data-plus-agent framework, with AgentWorkflow as its multi-agent layer and a Workflows 1.0 release for event-driven agentic systems."
   ],
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  {
   "url": "https://devtoollab.com/blog/best-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks in 2026: Python & TypeScript Compared",
   "project": "OpenAI Agents SDK",
   "repository": "https://openai.github.io/openai-agents-python/",
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   "project_evidence": [
    "# Best AI Agent Frameworks in 2026: Python & TypeScript Compared",
    "## The Vendor SDKs",
    "The [OpenAI Agents SDK](https://openai.github.io/openai-agents-python/) is the production successor to the experimental Swarm library (which is deprecated - don't start there)."
   ],
   "repository_evidence": [
    "# Best AI Agent Frameworks in 2026: Python & TypeScript Compared",
    "## The Vendor SDKs",
    "The [OpenAI Agents SDK](https://openai.github.io/openai-agents-python/) is the production successor to the experimental Swarm library (which is deprecated - don't start there)."
   ],
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  {
   "url": "https://devtoollab.com/blog/best-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks in 2026: Python & TypeScript Compared",
   "project": "Google Agent Development Kit",
   "repository": "https://google.github.io/adk-docs/",
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   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026: Python & TypeScript Compared",
    "## The Vendor SDKs",
    "Google's [ADK](https://google.github.io/adk-docs/) went 1.0 and GA across Python, Go, Java, and TypeScript around Google Cloud Next in April 2026, and it is A2A-native out of the box."
   ],
   "repository_evidence": [
    "# Best AI Agent Frameworks in 2026: Python & TypeScript Compared",
    "## The Vendor SDKs",
    "Google's [ADK](https://google.github.io/adk-docs/) went 1.0 and GA across Python, Go, Java, and TypeScript around Google Cloud Next in April 2026, and it is A2A-native out of the box."
   ],
   "stars_evidence": null,
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   "license_evidence": null
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  {
   "url": "https://devtoollab.com/blog/best-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks in 2026: Python & TypeScript Compared",
   "project": "AWS Strands Agents",
   "repository": "https://strandsagents.com",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026: Python & TypeScript Compared",
    "## The Vendor SDKs",
    "[Strands](https://strandsagents.com) is AWS's open-source, model-driven agent SDK, now at 1.0 with multi-agent primitives and A2A support."
   ],
   "repository_evidence": [
    "# Best AI Agent Frameworks in 2026: Python & TypeScript Compared",
    "## The Vendor SDKs",
    "[Strands](https://strandsagents.com) is AWS's open-source, model-driven agent SDK, now at 1.0 with multi-agent primitives and A2A support."
   ],
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
   "url": "https://devtoollab.com/blog/best-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks in 2026: Python & TypeScript Compared",
   "project": "Microsoft Agent Framework",
   "repository": "https://learn.microsoft.com/en-us/agent-framework/overview/",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026: Python & TypeScript Compared",
    "## The Vendor SDKs",
    "The [Microsoft Agent Framework](https://learn.microsoft.com/en-us/agent-framework/overview/) is the new unified SDK and the direct successor to both AutoGen and Semantic Kernel, merging AutoGen's multi-agent abstractions with Semantic Kernel's enterprise features (sessions, telemetry, type safety)."
   ],
   "repository_evidence": [
    "# Best AI Agent Frameworks in 2026: Python & TypeScript Compared",
    "## The Vendor SDKs",
    "The [Microsoft Agent Framework](https://learn.microsoft.com/en-us/agent-framework/overview/) is the new unified SDK and the direct successor to both AutoGen and Semantic Kernel, merging AutoGen's multi-agent abstractions with Semantic Kernel's enterprise features (sessions, telemetry, type safety)."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devtoollab.com/blog/best-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks in 2026: Python & TypeScript Compared",
   "project": "Mastra",
   "repository": "https://mastra.ai",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026: Python & TypeScript Compared",
    "## The TypeScript Wave",
    "[Mastra](https://mastra.ai) is the leading standalone TypeScript agent framework (agents, workflows, RAG, and evals in one toolkit), built by the team behind Gatsby."
   ],
   "repository_evidence": [
    "# Best AI Agent Frameworks in 2026: Python & TypeScript Compared",
    "## The TypeScript Wave",
    "[Mastra](https://mastra.ai) is the leading standalone TypeScript agent framework (agents, workflows, RAG, and evals in one toolkit), built by the team behind Gatsby."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiprofitboardroom.com/blog/hermes-ai-agent-framework-2026",
   "title": "Build Anything With Hermes (106K GitHub Stars)",
   "project": "Hermes",
   "repository": null,
   "stars": "106000",
   "description": null,
   "license": null,
   "project_evidence": [
    "The Hermes AI agent framework hit 106,000 GitHub stars this month, and that number isn't a vanity metric \u2014 it's a real signal of what's quietly become the most reliable open-source AI agent in 2026.",
    "The Hermes AI agent framework hitting 106K GitHub stars isn't accidental \u2014 for builders serious about AI in 2026, it's the foundation everything else builds on."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The Hermes AI agent framework hit 106,000 GitHub stars this month, and that number isn't a vanity metric \u2014 it's a real signal of what's quietly become the most reliable open-source AI agent in 2026.",
    "The Hermes AI agent framework hitting 106K GitHub stars isn't accidental \u2014 for builders serious about AI in 2026, it's the foundation everything else builds on."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-agent-brief.com/compare/agents/frameworks",
   "title": "LangChain vs CrewAI vs AutoGen vs Semantic Kernel: AI Agent Frameworks for Developers",
   "project": "LangChain",
   "repository": null,
   "stars": "126000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Four frameworks dominate AI agent development in 2026.",
    "LangChain is the foundational library \u2014 126K+ GitHub stars, the most widely used AI development framework in the world."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Four frameworks dominate AI agent development in 2026.",
    "LangChain is the foundational library \u2014 126K+ GitHub stars, the most widely used AI development framework in the world."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-agent-brief.com/compare/agents/frameworks",
   "title": "LangChain vs CrewAI vs AutoGen vs Semantic Kernel: AI Agent Frameworks for Developers",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Four frameworks dominate AI agent development in 2026.",
    "LangChain (with LangGraph) gives you maximum control over stateful workflows.",
    "LangGraph, built on top of it, is where the real agent orchestration happens."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-agent-brief.com/compare/agents/frameworks",
   "title": "LangChain vs CrewAI vs AutoGen vs Semantic Kernel: AI Agent Frameworks for Developers",
   "project": "CrewAI",
   "repository": null,
   "stars": "44000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Four frameworks dominate AI agent development in 2026.",
    "CrewAI lets you assemble role-based agent teams fast."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Four frameworks dominate AI agent development in 2026.",
    "| Feature | LangChain / LangGraph | CrewAI | AutoGen | Semantic Kernel |",
    "| **Community size** | 126K+ GitHub stars (LangChain) | 44K+ GitHub stars | 54K+ GitHub stars | 27K+ GitHub stars |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-agent-brief.com/compare/agents/frameworks",
   "title": "LangChain vs CrewAI vs AutoGen vs Semantic Kernel: AI Agent Frameworks for Developers",
   "project": "AutoGen",
   "repository": null,
   "stars": "54000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Four frameworks dominate AI agent development in 2026.",
    "AutoGen enables conversational multi-agent collaboration."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Four frameworks dominate AI agent development in 2026.",
    "| Feature | LangChain / LangGraph | CrewAI | AutoGen | Semantic Kernel |",
    "| **Community size** | 126K+ GitHub stars (LangChain) | 44K+ GitHub stars | 54K+ GitHub stars | 27K+ GitHub stars |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-agent-brief.com/compare/agents/frameworks",
   "title": "LangChain vs CrewAI vs AutoGen vs Semantic Kernel: AI Agent Frameworks for Developers",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "27000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Four frameworks dominate AI agent development in 2026.",
    "Semantic Kernel provides the enterprise on-ramp for Microsoft/.NET teams."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Four frameworks dominate AI agent development in 2026.",
    "| Feature | LangChain / LangGraph | CrewAI | AutoGen | Semantic Kernel |",
    "| **Community size** | 126K+ GitHub stars (LangChain) | 44K+ GitHub stars | 54K+ GitHub stars | 27K+ GitHub stars |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sandeepkumarchaudhary.com/blog/multi-agent-orchestration-frameworks-interview-questions-to",
   "title": "Multi-Agent Orchestration Frameworks: Interview Questions to Expect in 2027",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Agent Orchestration Frameworks: Interview Questions to Expect in 2027",
    "## LangGraph: durable, stateful orchestration",
    "LangGraph, built by the LangChain team, models an agent as a graph of nodes and edges where nodes are functions or model calls and edges encode control flow, including loops and conditionals."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sandeepkumarchaudhary.com/blog/multi-agent-orchestration-frameworks-interview-questions-to",
   "title": "Multi-Agent Orchestration Frameworks: Interview Questions to Expect in 2027",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Agent Orchestration Frameworks: Interview Questions to Expect in 2027",
    "Key takeaways",
    "- Choose LangGraph when you need durable, stateful, graph-structured control flow; reach for CrewAI or AutoGen when role-based collaboration is the natural framing."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sandeepkumarchaudhary.com/blog/multi-agent-orchestration-frameworks-interview-questions-to",
   "title": "Multi-Agent Orchestration Frameworks: Interview Questions to Expect in 2027",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Agent Orchestration Frameworks: Interview Questions to Expect in 2027",
    "Key takeaways",
    "- Choose LangGraph when you need durable, stateful, graph-structured control flow; reach for CrewAI or AutoGen when role-based collaboration is the natural framing."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claude-updates.com/posts/awesome-ai-agents-1ivxy",
   "title": "Awesome AI Agents",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **LangChain** | Graph-based routing for NLP operations. Executes abstraction wrappers over proprietary REST APIs and local inferences. | Python/TS | Hybrid | Library | [Link](https://github.com/langchain-ai/langchain) |"
   ],
   "repository_evidence": [
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **LangChain** | Graph-based routing for NLP operations. Executes abstraction wrappers over proprietary REST APIs and local inferences. | Python/TS | Hybrid | Library | [Link](https://github.com/langchain-ai/langchain) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claude-updates.com/posts/awesome-ai-agents-1ivxy",
   "title": "Awesome AI Agents",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **LangGraph** | Stateful multi-actor orchestrator mapping iterative nodes via Directed Cyclic Graphs (DCGs) with check-pointing. | Python/TS | Hybrid | Library | [Link](https://github.com/langchain-ai/langgraph) |"
   ],
   "repository_evidence": [
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **LangGraph** | Stateful multi-actor orchestrator mapping iterative nodes via Directed Cyclic Graphs (DCGs) with check-pointing. | Python/TS | Hybrid | Library | [Link](https://github.com/langchain-ai/langgraph) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claude-updates.com/posts/awesome-ai-agents-1ivxy",
   "title": "Awesome AI Agents",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **CrewAI** | Role-delegated DAG executor orchestrating task arrays through inter-agent message passing and memory state sharing. | Python | Hybrid | Library | [Link](https://github.com/crewAIInc/crewAI) |"
   ],
   "repository_evidence": [
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **CrewAI** | Role-delegated DAG executor orchestrating task arrays through inter-agent message passing and memory state sharing. | Python | Hybrid | Library | [Link](https://github.com/crewAIInc/crewAI) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claude-updates.com/posts/awesome-ai-agents-1ivxy",
   "title": "Awesome AI Agents",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **AutoGen** | Multi-agent converse framework utilizing socket-based RPC loops for distributed execution safely sandboxed in Docker. | Python | Hybrid | Web UI | [Link](https://github.com/microsoft/autogen) |"
   ],
   "repository_evidence": [
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **AutoGen** | Multi-agent converse framework utilizing socket-based RPC loops for distributed execution safely sandboxed in Docker. | Python | Hybrid | Web UI | [Link](https://github.com/microsoft/autogen) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claude-updates.com/posts/awesome-ai-agents-1ivxy",
   "title": "Awesome AI Agents",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **MetaGPT** | Waterfall SOP emulator mapping standard operational procedures to agent hierarchies for complex codebase iteration. | Python | Hybrid | CLI | [Link](https://github.com/geekan/MetaGPT) |"
   ],
   "repository_evidence": [
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **MetaGPT** | Waterfall SOP emulator mapping standard operational procedures to agent hierarchies for complex codebase iteration. | Python | Hybrid | CLI | [Link](https://github.com/geekan/MetaGPT) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claude-updates.com/posts/awesome-ai-agents-1ivxy",
   "title": "Awesome AI Agents",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **AutoGPT** | Recursive heuristic loop agent generating execution plans with local filesystem caching and vector embeddings. | Python/Docker | Hybrid | Web UI | [Link](https://github.com/Significant-Gravitas/AutoGPT) |"
   ],
   "repository_evidence": [
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **AutoGPT** | Recursive heuristic loop agent generating execution plans with local filesystem caching and vector embeddings. | Python/Docker | Hybrid | Web UI | [Link](https://github.com/Significant-Gravitas/AutoGPT) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claude-updates.com/posts/awesome-ai-agents-1ivxy",
   "title": "Awesome AI Agents",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **Dify** | Backend-as-a-Service architecture unifying API gateways for LLM requests with embedded vector DB routing. | Docker/Python | Hybrid | Web UI | [Link](https://github.com/langgenius/dify) |"
   ],
   "repository_evidence": [
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **Dify** | Backend-as-a-Service architecture unifying API gateways for LLM requests with embedded vector DB routing. | Docker/Python | Hybrid | Web UI | [Link](https://github.com/langgenius/dify) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claude-updates.com/posts/awesome-ai-agents-1ivxy",
   "title": "Awesome AI Agents",
   "project": "Camel-AI",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **Camel-AI** | Sociodynamic role-playing simulator executing prompt-based adversarial networks through isolated inference channels. | Python | Hybrid | Library | [Link](https://github.com/camel-ai/camel) |"
   ],
   "repository_evidence": [
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **Camel-AI** | Sociodynamic role-playing simulator executing prompt-based adversarial networks through isolated inference channels. | Python | Hybrid | Library | [Link](https://github.com/camel-ai/camel) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claude-updates.com/posts/awesome-ai-agents-1ivxy",
   "title": "Awesome AI Agents",
   "project": "SmolAgents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **SmolAgents** | Minimal dependency wrapper supporting local safetensors parsing and direct execution of inline python tools. | Python | Hybrid | Library | [Link](https://github.com/huggingface/smolagents) |"
   ],
   "repository_evidence": [
    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **SmolAgents** | Minimal dependency wrapper supporting local safetensors parsing and direct execution of inline python tools. | Python | Hybrid | Library | [Link](https://github.com/huggingface/smolagents) |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
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    "## 1. AI Agent Frameworks",
    "Base infrastructure to build autonomous agents.",
    "| Repository | Description | Stack | Engine | Deployment | Link |",
    "| **SuperAGI** | Dockerized scalable infrastructure supporting distributed concurrent agent workers and shared vector store backends. | Docker/Python | Hybrid | Web UI | [Link](https://github.com/TransformerOptimus/SuperAGI) |"
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    "| **SuperAGI** | Dockerized scalable infrastructure supporting distributed concurrent agent workers and shared vector store backends. | Docker/Python | Hybrid | Web UI | [Link](https://github.com/TransformerOptimus/SuperAGI) |"
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    "# Best Flowise Alternatives",
    "[#2 ![AutoGPT](https://www.google.com/s2/favicons?domain=https://agpt.co&sz=32) AutoGPT Autonomous AI agent for task automation AI Agents ](/tools/autogpt/)"
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   "url": "http://bestofai.io/alternatives/flowise",
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    "# Best Flowise Alternatives",
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   "url": "http://bestofai.io/alternatives/flowise",
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   "url": "http://bestofai.io/alternatives/flowise",
   "title": "Flowise Alternatives \u2014 Best of AI",
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    "# Best Flowise Alternatives",
    "[#5 ![Agent GPT](https://www.google.com/s2/favicons?domain=https://agentgpt.reworkd.ai&sz=32) Agent GPT Autonomous AI agent platform AI Agents ](/tools/agentgpt/)"
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   "url": "http://bestofai.io/alternatives/flowise",
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   "project_evidence": [
    "# Best Flowise Alternatives",
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   "url": "http://bestofai.io/alternatives/flowise",
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   "license": null,
   "project_evidence": [
    "# Best Flowise Alternatives",
    "[#7 ![CrewAI](https://www.google.com/s2/favicons?domain=https://crewai.com&sz=32) CrewAI Multi-agent AI system for collaborative tasks AI Agents ](/tools/crewai/)"
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   "url": "http://bestofai.io/alternatives/flowise",
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    "# Best Flowise Alternatives",
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   "title": "AI Agent Orchestration Frameworks: LangGraph, CrewAI, AutoGen Comparison (2026) | Zylos Research",
   "project": "AutoGen",
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    "# AI Agent Orchestration Frameworks: LangGraph, CrewAI, AutoGen Comparison (2026)",
    "- [AutoGen Documentation](https://microsoft.github.io/autogen/stable//index.html)",
    "- [AutoGen GitHub](https://github.com/microsoft/autogen)"
   ],
   "repository_evidence": [
    "- [AutoGen GitHub](https://github.com/microsoft/autogen)"
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   "stars_evidence": null,
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   "url": "https://rasa.com/blog/agent-orchestration-tools",
   "title": "10 Best AI Agent Orchestration Tools in 2026",
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    "### **2. LangGraph + LangSmith**",
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    "Here are the ten AI agent orchestration tools enterprise teams should evaluate in 2026.",
    "### **3. CrewAI**",
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   "url": "https://rasa.com/blog/agent-orchestration-tools",
   "title": "10 Best AI Agent Orchestration Tools in 2026",
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    "Here are the ten AI agent orchestration tools enterprise teams should evaluate in 2026.",
    "### **4. Microsoft Agent Framework + Azure AI Foundry**",
    "Microsoft Agent Framework reached 1.0 GA in April 2026, consolidating Semantic Kernel and AutoGen into a single production-ready SDK and runtime for .NET and Python."
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   "url": "https://rasa.com/blog/agent-orchestration-tools",
   "title": "10 Best AI Agent Orchestration Tools in 2026",
   "project": "OpenAI Agents SDK",
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   "stars": null,
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   "project_evidence": [
    "Here are the ten AI agent orchestration tools enterprise teams should evaluate in 2026.",
    "### **5. OpenAI Agents SDK**",
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   "url": "https://rasa.com/blog/agent-orchestration-tools",
   "title": "10 Best AI Agent Orchestration Tools in 2026",
   "project": "LlamaIndex Agents",
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    "Here are the ten AI agent orchestration tools enterprise teams should evaluate in 2026.",
    "### **6. LlamaIndex Agents**",
    "LlamaIndex Agents are built around AgentWorkflow, a multi-agent orchestration primitive that handles state, tool calling, and handoffs."
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   "repository_evidence": null,
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   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "110000",
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   "license": null,
   "project_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21161: Dify"
   ],
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    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21161: Dify"
   ],
   "stars_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21161: Dify",
    "- GitHub Star: 110k"
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   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Lobe Chat",
   "repository": "https://github.com/lobehub/lobe-chat",
   "stars": "64300",
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   "project_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21162: Lobe Chat"
   ],
   "repository_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21162: Lobe Chat"
   ],
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    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21162: Lobe Chat",
    "- GitHub Star: 64.3k"
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   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "RAGFlow",
   "repository": "https://github.com/infiniflow/ragflow",
   "stars": "62100",
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   "project_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21163: RAGFlow"
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   "repository_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21163: RAGFlow"
   ],
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    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21163: RAGFlow",
    "- GitHub Star: 62.1k"
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   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": "62000",
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    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21164: OpenHands"
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   "repository_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21164: OpenHands"
   ],
   "stars_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21164: OpenHands",
    "- GitHub Star: 62k"
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   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "MetaGPT",
   "repository": "https://github.com/FoundationAgents/MetaGPT",
   "stars": "57800",
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    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21165: MetaGPT"
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   "repository_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21165: MetaGPT"
   ],
   "stars_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21165: MetaGPT",
    "- GitHub Star: 57.8k"
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   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "LLMs-from-scratch",
   "repository": "https://github.com/rasbt/LLMs-from-scratch",
   "stars": "56000",
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   "project_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21166: LLMs-from-scratch"
   ],
   "repository_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21166: LLMs-from-scratch"
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    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21166: LLMs-from-scratch",
    "- GitHub Star: 56k"
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   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Huginn",
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   "stars": "47000",
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    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21167: Huginn"
   ],
   "repository_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21167: Huginn"
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    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21167: Huginn",
    "- GitHub Star: 47k"
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   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Unsloth",
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    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21168: Unsloth"
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   "repository_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21168: Unsloth"
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    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21168: Unsloth",
    "- GitHub Star: 43.8k"
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   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
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    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21169: Mem0"
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   "repository_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21169: Mem0"
   ],
   "stars_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u21169: Mem0",
    "- GitHub Star: 38.1k"
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   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "ChatTTS",
   "repository": "https://github.com/2noise/ChatTTS",
   "stars": "37500",
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   "license": null,
   "project_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211610: ChatTTS"
   ],
   "repository_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211610: ChatTTS"
   ],
   "stars_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211610: ChatTTS",
    "- GitHub Star: 37.5k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-f58c11c2bf6c",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Arthas",
   "repository": "https://github.com/alibaba/arthas",
   "stars": "36600",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211611: Arthas"
   ],
   "repository_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211611: Arthas"
   ],
   "stars_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211611: Arthas",
    "- GitHub Star: 36.6k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-f58c11c2bf6c",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": "34700",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211612: AgentGPT"
   ],
   "repository_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211612: AgentGPT"
   ],
   "stars_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211612: AgentGPT",
    "- GitHub Star: 34.7k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-f58c11c2bf6c",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Cherry Studio",
   "repository": "https://github.com/CherryHQ/cherry-studio",
   "stars": "31300",
   "description": null,
   "license": null,
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    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211613: Cherry Studio"
   ],
   "repository_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211613: Cherry Studio"
   ],
   "stars_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211613: Cherry Studio",
    "- GitHub Star: 31.3k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-f58c11c2bf6c",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "Khoj",
   "repository": "https://github.com/khoj-ai/khoj",
   "stars": "31300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211614: Khoj"
   ],
   "repository_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211614: Khoj"
   ],
   "stars_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211614: Khoj",
    "- GitHub Star: 31.3k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-f58c11c2bf6c",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "AIHawk",
   "repository": "https://github.com/feder-cr/Jobs\\_Applier\\_AI\\_Agent\\_AIHawk",
   "stars": "28600",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211615: AIHawk"
   ],
   "repository_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211615: AIHawk"
   ],
   "stars_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211615: AIHawk",
    "- GitHub Star: 28.6k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-f58c11c2bf6c",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "FastGPT",
   "repository": "https://github.com/labring/FastGPT",
   "stars": "25500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211616: FastGPT"
   ],
   "repository_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211616: FastGPT"
   ],
   "stars_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211616: FastGPT",
    "- GitHub Star: 25.5k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-f58c11c2bf6c",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": "22900",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211617: GPT Researcher"
   ],
   "repository_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211617: GPT Researcher"
   ],
   "stars_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211617: GPT Researcher",
    "- GitHub Star: 22.9k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@nocobase/top-18-open-source-ai-agent-projects-with-the-most-github-stars-f58c11c2bf6c",
   "title": "Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
   "project": "CopilotKit",
   "repository": "https://github.com/CopilotKit/CopilotKit",
   "stars": "22400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211618: CopilotKit"
   ],
   "repository_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211618: CopilotKit"
   ],
   "stars_evidence": [
    "# Top 18 Open Source AI Agent Projects with the Most GitHub Stars",
    "If you\u2019ve read the above and still feel your business scenario is a good fit for building an agent, this article will walk you through the top 18 open source [agent projects](https://github.com/topics/agent) on GitHub by star count.",
    "## \u211618: CopilotKit",
    "- GitHub Star: 22.4k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
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   "url": "https://github.com/mfornos/awesome-agentic-ai",
   "title": "GitHub - mfornos/awesome-agentic-ai: A curated list of principles and technologies related to Agentic AI systems.",
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   "repository": "https://github.com/mozilla-ai/any-agent",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic AI",
    "## Platforms & Frameworks",
    "### Self-hosted Agent Frameworks",
    "- [Any Agent](https://github.com/mozilla-ai/any-agent) - A single interface to use and evaluate different agent frameworks. Language: Python."
   ],
   "repository_evidence": [
    "# Awesome Agentic AI",
    "## Platforms & Frameworks",
    "### Self-hosted Agent Frameworks",
    "- [Any Agent](https://github.com/mozilla-ai/any-agent) - A single interface to use and evaluate different agent frameworks. Language: Python."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mfornos/awesome-agentic-ai",
   "title": "GitHub - mfornos/awesome-agentic-ai: A curated list of principles and technologies related to Agentic AI systems.",
   "project": "Dspy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic AI",
    "## Platforms & Frameworks",
    "### Self-hosted Agent Frameworks",
    "- [Dspy](https://github.com/stanfordnlp/dspy) - Declarative framework for building modular AI software. Language: Python."
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   "repository_evidence": [
    "# Awesome Agentic AI",
    "## Platforms & Frameworks",
    "### Self-hosted Agent Frameworks",
    "- [Dspy](https://github.com/stanfordnlp/dspy) - Declarative framework for building modular AI software. Language: Python."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mfornos/awesome-agentic-ai",
   "title": "GitHub - mfornos/awesome-agentic-ai: A curated list of principles and technologies related to Agentic AI systems.",
   "project": "fractal",
   "repository": "https://github.com/plasma-ai/fractal",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic AI",
    "## Platforms & Frameworks",
    "### Self-hosted Agent Frameworks",
    "- [fractal](https://github.com/plasma-ai/fractal) - Python runtime for hierarchical coding-agent loops with recursive delegation, per-node Git worktrees, persistent SQLite state, and configurable limits. Language: Python."
   ],
   "repository_evidence": [
    "# Awesome Agentic AI",
    "## Platforms & Frameworks",
    "### Self-hosted Agent Frameworks",
    "- [fractal](https://github.com/plasma-ai/fractal) - Python runtime for hierarchical coding-agent loops with recursive delegation, per-node Git worktrees, persistent SQLite state, and configurable limits. Language: Python."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://github.com/mfornos/awesome-agentic-ai",
   "title": "GitHub - mfornos/awesome-agentic-ai: A curated list of principles and technologies related to Agentic AI systems.",
   "project": "Ray",
   "repository": "https://github.com/ray-project/ray",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic AI",
    "## Platforms & Frameworks",
    "### Self-hosted Agent Frameworks",
    "- [Ray](https://github.com/ray-project/ray) - Unified framework for scaling AI and Python applications. Languages: C++, Java, Python."
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   "repository_evidence": [
    "# Awesome Agentic AI",
    "## Platforms & Frameworks",
    "### Self-hosted Agent Frameworks",
    "- [Ray](https://github.com/ray-project/ray) - Unified framework for scaling AI and Python applications. Languages: C++, Java, Python."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mfornos/awesome-agentic-ai",
   "title": "GitHub - mfornos/awesome-agentic-ai: A curated list of principles and technologies related to Agentic AI systems.",
   "project": "Rig",
   "repository": "https://github.com/0xPlaygrounds/rig",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic AI",
    "## Platforms & Frameworks",
    "### Self-hosted Agent Frameworks",
    "- [Rig](https://github.com/0xPlaygrounds/rig) - Rust-first framework for building LLM-powered agents with strong typing, modular tools, and composable workflows. Emphasizes performance, safety, and production-grade systems. Language: Rust."
   ],
   "repository_evidence": [
    "# Awesome Agentic AI",
    "## Platforms & Frameworks",
    "### Self-hosted Agent Frameworks",
    "- [Rig](https://github.com/0xPlaygrounds/rig) - Rust-first framework for building LLM-powered agents with strong typing, modular tools, and composable workflows. Emphasizes performance, safety, and production-grade systems. Language: Rust."
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   "stars_evidence": null,
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  {
   "url": "https://github.com/mfornos/awesome-agentic-ai",
   "title": "GitHub - mfornos/awesome-agentic-ai: A curated list of principles and technologies related to Agentic AI systems.",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic AI",
    "## Platforms & Frameworks",
    "### Self-hosted Agent Frameworks",
    "- [smolagents](https://github.com/huggingface/smolagents) - Minimal, lightweight framework for building simple and transparent LLM agents with a strong emphasis on readability, hackability, and low abstraction overhead. Designed for learning, prototyping, and small production systems. Language: Python."
   ],
   "repository_evidence": [
    "# Awesome Agentic AI",
    "## Platforms & Frameworks",
    "### Self-hosted Agent Frameworks",
    "- [smolagents](https://github.com/huggingface/smolagents) - Minimal, lightweight framework for building simple and transparent LLM agents with a strong emphasis on readability, hackability, and low abstraction overhead. Designed for learning, prototyping, and small production systems. Language: Python."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://github.com/mfornos/awesome-agentic-ai",
   "title": "GitHub - mfornos/awesome-agentic-ai: A curated list of principles and technologies related to Agentic AI systems.",
   "project": "Volt Agent",
   "repository": "https://github.com/VoltAgent/voltagent",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic AI",
    "## Platforms & Frameworks",
    "### Self-hosted Agent Frameworks",
    "- [Volt Agent](https://github.com/VoltAgent/voltagent) - AI agent platform built on an open-source TypeScript agent framework. Language: TypeScript."
   ],
   "repository_evidence": [
    "# Awesome Agentic AI",
    "## Platforms & Frameworks",
    "### Self-hosted Agent Frameworks",
    "- [Volt Agent](https://github.com/VoltAgent/voltagent) - AI agent platform built on an open-source TypeScript agent framework. Language: TypeScript."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
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   "title": "GitHub - mfornos/awesome-agentic-ai: A curated list of principles and technologies related to Agentic AI systems.",
   "project": "Camel",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic AI",
    "## Platforms & Frameworks",
    "### Cloud-native Agent Platforms & Managed Stacks",
    "- [Camel](https://github.com/camel-ai/camel) - LLM-powered multi-agent framework enabling agents to play roles, collaborate, and coordinate tasks in complex workflows. Ideal for experimentation with multi-agent interaction patterns. Language: Python. Deployment: Local / Cloud / Containerizable."
   ],
   "repository_evidence": [
    "# Awesome Agentic AI",
    "## Platforms & Frameworks",
    "### Cloud-native Agent Platforms & Managed Stacks",
    "- [Camel](https://github.com/camel-ai/camel) - LLM-powered multi-agent framework enabling agents to play roles, collaborate, and coordinate tasks in complex workflows. Ideal for experimentation with multi-agent interaction patterns. Language: Python. Deployment: Local / Cloud / Containerizable."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://github.com/mfornos/awesome-agentic-ai",
   "title": "GitHub - mfornos/awesome-agentic-ai: A curated list of principles and technologies related to Agentic AI systems.",
   "project": "Google Agent Development Kit (ADK)",
   "repository": "https://google.github.io/adk-docs/",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic AI",
    "## Platforms & Frameworks",
    "### Cloud-native Agent Platforms & Managed Stacks",
    "- [Google Agent Development Kit (ADK)](https://google.github.io/adk-docs/) - An open-source, code-first toolkit for defining agents, tools, workflows, and multi-agent systems with built-in debugging, execution tracing, and extensibility. Designed to integrate with Vertex AI Agent Engine while remaining model-agnostic. Languages: Python, TypeScript, Go, Java. Deployment: Local / Your infrastructure + Vertex AI Agent Engine."
   ],
   "repository_evidence": [
    "# Awesome Agentic AI",
    "## Platforms & Frameworks",
    "### Cloud-native Agent Platforms & Managed Stacks",
    "- [Google Agent Development Kit (ADK)](https://google.github.io/adk-docs/) - An open-source, code-first toolkit for defining agents, tools, workflows, and multi-agent systems with built-in debugging, execution tracing, and extensibility. Designed to integrate with Vertex AI Agent Engine while remaining model-agnostic. Languages: Python, TypeScript, Go, Java. Deployment: Local / Your infrastructure + Vertex AI Agent Engine."
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   "stars_evidence": null,
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  {
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   "title": "GitHub - mfornos/awesome-agentic-ai: A curated list of principles and technologies related to Agentic AI systems.",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic AI",
    "## Platforms & Frameworks",
    "### Cloud-native Agent Platforms & Managed Stacks",
    "- [Microsoft Agent Framework](https://github.com/microsoft/agent-framework) - A framework for building, orchestrating and deploying AI agents and multi-agent workflows. Languages: Python, C# (.NET). Deployment: Local / Azure-hosted + Azure AI Agent Service."
   ],
   "repository_evidence": [
    "# Awesome Agentic AI",
    "## Platforms & Frameworks",
    "### Cloud-native Agent Platforms & Managed Stacks",
    "- [Microsoft Agent Framework](https://github.com/microsoft/agent-framework) - A framework for building, orchestrating and deploying AI agents and multi-agent workflows. Languages: Python, C# (.NET). Deployment: Local / Azure-hosted + Azure AI Agent Service."
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   "stars_evidence": null,
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  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "browser-use",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [browser-use: agents that browse the web](https://jacar.es/en/browser-use-agents-that-browse/)",
    "browser-use is an open-source Python library that lets an AI agent drive a web browser the way you do: it opens pages, reads the DOM, clicks and fills in forms."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Firecrawl",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [Firecrawl: Web Data for Agents](https://jacar.es/en/firecrawl-web-data-for-agents/)",
    "Firecrawl is an open-source API that turns any web page into clean Markdown, ready for a language model."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Composio",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [Composio: Tools and Integrations for Agents](https://jacar.es/en/composio-tools-for-agents/)",
    "Composio connects your AI agent to more than a thousand applications (GitHub, Slack, Gmail, Notion) through pre-authenticated tools and managed OAuth authentication."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [Dify: a self-hosted LLMOps platform](https://jacar.es/en/dify-self-hosted-llmops-platform/)",
    "Dify is an open-source platform for building AI applications and agents, with a visual workflow canvas, prompt management, a RAG knowledge base and LLMOps layers."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [Flowise: self-hosted low-code agents](https://jacar.es/en/flowise-low-code-self-hosted-agents/)",
    "Flowise is an open-source tool that lets you build AI agents by dragging nodes onto a visual canvas, with barely any code."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Langflow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [Langflow: a visual agent builder](https://jacar.es/en/langflow-visual-agent-builder/)",
    "Langflow is an open-source tool for building AI agents and workflows by dragging blocks onto a visual canvas, with barely any code."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "E2B",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [E2B: a code sandbox for agents](https://jacar.es/en/e2b-code-sandbox-for-agents/)",
    "E2B is open-source infrastructure that runs your agent's generated code inside isolated Firecracker microVMs, each with its own Linux kernel."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "promptfoo",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [promptfoo: testing prompts and agents](https://jacar.es/en/promptfoo-testing-prompts-and-agents/)",
    "promptfoo is an open-source tool to test and evaluate prompts, agents and RAG systems with declarative YAML configs."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "DeepEval",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [DeepEval: evaluating AI agents](https://jacar.es/en/deepeval-evaluating-agents/)",
    "DeepEval is the open-source framework for evaluating AI systems as if you were writing Pytest tests: you define cases, pick research-backed metrics (G-Eval, faithfulness, tool correctness) and get a score from 0 to 1 that passes or fails each response, both on your machine and in continuous integration."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Helicone",
   "repository": null,
   "stars": "6000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [Helicone: LLM observability in one line](https://jacar.es/en/helicone-llm-observability/)",
    "Helicone is an open-source LLM observability platform you integrate by changing a single line: your client's base URL."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Artificial Intelligence",
    "## [Helicone: LLM observability in one line](https://jacar.es/en/helicone-llm-observability/)",
    "It is Apache-2.0 and has nearly 6,000 GitHub stars, though since March 2026 it sits in maintenance mode."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Langfuse",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [Langfuse: self-hosted agent observability](https://jacar.es/en/langfuse-self-hosted-agent-observability/)",
    "Langfuse is an open-source platform to observe, debug and evaluate AI applications and agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "DSPy",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [DSPy: optimizing prompts and LLM programs](https://jacar.es/en/dspy-optimizing-prompts/)",
    "DSPy is a Python framework from Stanford that treats calls to an LLM as code: you define signatures with typed inputs and outputs, pick a module such as chain of thought, and let an optimizer write the prompts for you from examples and a metric."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Outlines",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [Constrained generation with Outlines](https://jacar.es/en/outlines-constrained-generation/)",
    "Outlines is a Python library for constrained generation: it forces the model to produce output that conforms to a JSON schema, a regular expression or a grammar, with a guarantee by construction rather than statistics."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Instructor",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [Instructor: reliable structured outputs](https://jacar.es/en/instructor-structured-outputs/)",
    "Instructor is the most widely used Python library for getting reliable structured outputs from a language model: you define the result you expect as a Pydantic model, Instructor patches the client so the model honours it, and it retries on its own, with the validation error included, until it returns a valid, already-typed object."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Qwen-Agent",
   "repository": null,
   "stars": "16800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [Qwen-Agent: tool use with Qwen models](https://jacar.es/en/qwen-agent-tool-use/)",
    "Qwen-Agent is the Qwen team's official framework for giving their models tools: function calling, a sandboxed code interpreter, RAG and MCP."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Artificial Intelligence",
    "## [Qwen-Agent: tool use with Qwen models](https://jacar.es/en/qwen-agent-tool-use/)",
    "It is on version 0.0.34, released in February 2026, has around 16,800 GitHub stars and holds the canonical implementation of Qwen3 tool calling, both in the cloud and on your own machine."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Haystack",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [Haystack: Pipelines and Agents](https://jacar.es/en/haystack-pipelines-and-agents/)",
    "Haystack is a Python framework by deepset, Apache 2.0 licensed, for building AI applications as pipelines of connected components: retrievers, generators and routers."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Agno",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [Agno: a high-performance agent framework](https://jacar.es/en/agno-agent-framework/)",
    "Agno, the Python framework formerly known as Phidata, builds AI agents with one clear goal: performance."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Mastra",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [Mastra: Agents in TypeScript](https://jacar.es/en/mastra-agents-in-typescript/)",
    "Mastra is an open-source TypeScript framework for building AI agents and applications with a single package: agents, tools, workflows, memory, RAG and evals."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [Microsoft\u2019s Semantic Kernel](https://jacar.es/en/microsoft-semantic-kernel/)",
    "Semantic Kernel is Microsoft's open-source kit for integrating AI models into C#, Python and Java through a kernel that orchestrates plugins and functions."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [Building Agents with LlamaIndex](https://jacar.es/en/building-agents-with-llamaindex/)",
    "LlamaIndex is a Python framework focused on connecting your data to a language model."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Google ADK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [Google ADK: The Agent Development Kit for Building Agents](https://jacar.es/en/google-agent-development-kit/)",
    "Google ADK (Agent Development Kit) is Google's open-source framework for building, evaluating and deploying AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "smolagents",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [Hugging Face smolagents: Agents That Think in Code](https://jacar.es/en/hugging-face-smolagents/)",
    "smolagents is Hugging Face's agent library: in under a thousand lines of code it lets you build an agent that reasons by writing Python instead of filling in JSON."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Pydantic AI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [Pydantic AI: typed agents](https://jacar.es/en/pydantic-ai-typed-agents/)",
    "Pydantic AI is the agent framework from the Pydantic team: you build agents in Python where every model output is validated against a type you define."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "The OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [The OpenAI Agents SDK](https://jacar.es/en/the-openai-agents-sdk/)",
    "The OpenAI Agents SDK is a lightweight Python framework for building agents and multi-agent workflows with few primitives: agents, tools, handoffs, guardrails, sessions and built-in tracing."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [Continue: The Open-Source Coding Assistant](https://jacar.es/en/continue-dev-open-source-assistant/)",
    "Continue is an open-source coding assistant for VS Code and JetBrains that brings chat, autocomplete, inline editing and an agent mode into a single panel."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Goose",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [Goose: Block\u2019s Coding Agent](https://jacar.es/en/goose-block-coding-agent/)",
    "Goose is an open-source AI agent created at Block that runs on your own machine as a desktop app, CLI and API."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [OpenHands: An Autonomous Coding Agent](https://jacar.es/en/openhands-autonomous-coding-agent/)",
    "OpenHands, formerly OpenDevin, is an open-source platform that solves programming tasks end to end: it takes a request, opens a sandbox container and edits files, runs commands and browses the web until it is done."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Codex CLI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [OpenAI\u2019s Codex CLI](https://jacar.es/en/openai-codex-cli-guide/)",
    "The Codex CLI is OpenAI's coding agent that works inside your terminal: you describe a task, it reads your repository, proposes the changes and runs commands inside a sandbox you control."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Roo Code",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [How to Use Roo Code](https://jacar.es/en/how-to-use-roo-code/)",
    "Roo Code is an open-source VS Code extension, born as a fork of Cline, that turns the editor into a team of agents with specialised modes (Code, Architect, Debug, Ask and Orchestrator)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Cline",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [How to Use Cline in VS Code](https://jacar.es/en/how-to-use-cline-in-vs-code/)",
    "Cline is a VS Code extension that turns your editor into an autonomous coding agent: it reads your project, plans changes in Plan mode and carries them out in Act mode, showing every edit as a diff you approve."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Docker Agent",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [What Docker Agent is, the CLI plugin for building AI agents in YAML](https://jacar.es/en/what-is-docker-agent/)",
    "Docker Agent is a Docker CLI plugin for building and running AI agents from a declarative YAML file, no code required: you define one or more agents, give them MCP tools, run them with docker agent run, and share them through any OCI registry, on OpenAI, Anthropic, Gemini or other providers."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?ppp=72",
   "title": "Artificial Intelligence",
   "project": "Open GSD",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "## [What Open GSD is, the Git-Ship-Done loop for coding agents](https://jacar.es/en/what-is-open-gsd/)",
    "Open GSD (Git. Ship. Done.) is an open-source, MIT-licensed toolkit for steering coding agents without losing context: it splits work into five phases (discuss, plan, execute, verify and ship) and delegates the heavy lifting to subagents that each start with a clean context."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ardss/i-built-a-directory-of-61-open-source-ai-dev-tools-ranked-by-github-stars-5dff",
   "title": "I built a directory of 61 open-source AI dev tools, ranked by GitHub stars",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- AI Coding Agents (OpenHands, OpenInterpreter)",
    "# I built a directory of 61 open-source AI dev tools, ranked by GitHub stars"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ardss/i-built-a-directory-of-61-open-source-ai-dev-tools-ranked-by-github-stars-5dff",
   "title": "I built a directory of 61 open-source AI dev tools, ranked by GitHub stars",
   "project": "OpenInterpreter",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- AI Coding Agents (OpenHands, OpenInterpreter)",
    "# I built a directory of 61 open-source AI dev tools, ranked by GitHub stars"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ardss/i-built-a-directory-of-61-open-source-ai-dev-tools-ranked-by-github-stars-5dff",
   "title": "I built a directory of 61 open-source AI dev tools, ranked by GitHub stars",
   "project": "browser-use",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- Browser Automation (browser-use, Skyvern)",
    "# I built a directory of 61 open-source AI dev tools, ranked by GitHub stars"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ardss/i-built-a-directory-of-61-open-source-ai-dev-tools-ranked-by-github-stars-5dff",
   "title": "I built a directory of 61 open-source AI dev tools, ranked by GitHub stars",
   "project": "Skyvern",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- Browser Automation (browser-use, Skyvern)",
    "# I built a directory of 61 open-source AI dev tools, ranked by GitHub stars"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ardss/i-built-a-directory-of-61-open-source-ai-dev-tools-ranked-by-github-stars-5dff",
   "title": "I built a directory of 61 open-source AI dev tools, ranked by GitHub stars",
   "project": "RagFlow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- RAG & Knowledge Base (RagFlow, AnythingLLM)",
    "# I built a directory of 61 open-source AI dev tools, ranked by GitHub stars"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ardss/i-built-a-directory-of-61-open-source-ai-dev-tools-ranked-by-github-stars-5dff",
   "title": "I built a directory of 61 open-source AI dev tools, ranked by GitHub stars",
   "project": "AnythingLLM",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- RAG & Knowledge Base (RagFlow, AnythingLLM)",
    "# I built a directory of 61 open-source AI dev tools, ranked by GitHub stars"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ardss/i-built-a-directory-of-61-open-source-ai-dev-tools-ranked-by-github-stars-5dff",
   "title": "I built a directory of 61 open-source AI dev tools, ranked by GitHub stars",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- Multi-Agent Frameworks (AutoGen, CrewAI, LangGraph)",
    "# I built a directory of 61 open-source AI dev tools, ranked by GitHub stars"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ardss/i-built-a-directory-of-61-open-source-ai-dev-tools-ranked-by-github-stars-5dff",
   "title": "I built a directory of 61 open-source AI dev tools, ranked by GitHub stars",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- Multi-Agent Frameworks (AutoGen, CrewAI, LangGraph)",
    "# I built a directory of 61 open-source AI dev tools, ranked by GitHub stars"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ardss/i-built-a-directory-of-61-open-source-ai-dev-tools-ranked-by-github-stars-5dff",
   "title": "I built a directory of 61 open-source AI dev tools, ranked by GitHub stars",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- Multi-Agent Frameworks (AutoGen, CrewAI, LangGraph)",
    "# I built a directory of 61 open-source AI dev tools, ranked by GitHub stars"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ardss/i-built-a-directory-of-61-open-source-ai-dev-tools-ranked-by-github-stars-5dff",
   "title": "I built a directory of 61 open-source AI dev tools, ranked by GitHub stars",
   "project": "Stable Diffusion WebUI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- Image Generation (Stable Diffusion WebUI, ComfyUI)",
    "# I built a directory of 61 open-source AI dev tools, ranked by GitHub stars"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ardss/i-built-a-directory-of-61-open-source-ai-dev-tools-ranked-by-github-stars-5dff",
   "title": "I built a directory of 61 open-source AI dev tools, ranked by GitHub stars",
   "project": "ComfyUI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- Image Generation (Stable Diffusion WebUI, ComfyUI)",
    "# I built a directory of 61 open-source AI dev tools, ranked by GitHub stars"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ardss/i-built-a-directory-of-61-open-source-ai-dev-tools-ranked-by-github-stars-5dff",
   "title": "I built a directory of 61 open-source AI dev tools, ranked by GitHub stars",
   "project": "Ollama",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- MCP & Skills, LLM Runtime (Ollama, AutoGPT)",
    "# I built a directory of 61 open-source AI dev tools, ranked by GitHub stars"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ardss/i-built-a-directory-of-61-open-source-ai-dev-tools-ranked-by-github-stars-5dff",
   "title": "I built a directory of 61 open-source AI dev tools, ranked by GitHub stars",
   "project": "AutoGPT",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- MCP & Skills, LLM Runtime (Ollama, AutoGPT)",
    "# I built a directory of 61 open-source AI dev tools, ranked by GitHub stars"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ardss/i-built-a-directory-of-61-open-source-ai-dev-tools-ranked-by-github-stars-5dff",
   "title": "I built a directory of 61 open-source AI dev tools, ranked by GitHub stars",
   "project": "MarkItDown",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- Vector DB, Document Processing (MarkItDown), TTS, and more",
    "# I built a directory of 61 open-source AI dev tools, ranked by GitHub stars"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sangampandey.info/blog/agent-framework-explosion-context-orchestration",
   "title": "Six Agent Frameworks in One Week: The Tooling Is Free, the Architecture Bill Comes Later",
   "project": "Hermes Agent",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "NousResearch shipped Hermes Agent.",
    "## Which Agent Frameworks Launched in the Week of April 21, 2026?",
    "| Hermes Agent (NousResearch) | Full-featured with memory and tool-calling | Complex reasoning tasks that need session memory |",
    "**Hermes Agent** by NousResearch offers tool-calling and memory management out of the box."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sangampandey.info/blog/agent-framework-explosion-context-orchestration",
   "title": "Six Agent Frameworks in One Week: The Tooling Is Free, the Architecture Bill Comes Later",
   "project": "DeerFlow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ByteDance open-sourced DeerFlow.",
    "## Which Agent Frameworks Launched in the Week of April 21, 2026?",
    "| DeerFlow (ByteDance) | SuperAgent orchestration harness | Multi-step, multi-tool enterprise workflows |",
    "**DeerFlow** by ByteDance is something different."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sangampandey.info/blog/agent-framework-explosion-context-orchestration",
   "title": "Six Agent Frameworks in One Week: The Tooling Is Free, the Architecture Bill Comes Later",
   "project": "Nanobot",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "HKUDS released Nanobot.",
    "## Which Agent Frameworks Launched in the Week of April 21, 2026?",
    "| Nanobot (HKUDS) | Ultra-lightweight, single-purpose | Personal agents and fast, lightweight workloads |",
    "**Nanobot** from HKUDS targets personal AI agent use cases with ultra-lightweight architecture."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sangampandey.info/blog/agent-framework-explosion-context-orchestration",
   "title": "Six Agent Frameworks in One Week: The Tooling Is Free, the Architecture Bill Comes Later",
   "project": "Browser-use",
   "repository": null,
   "stars": "90000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser-use crossed 90,000 GitHub stars.",
    "## Which Agent Frameworks Launched in the Week of April 21, 2026?",
    "**Browser-use** crossed 90K stars, making websites accessible to AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Browser-use crossed 90,000 GitHub stars.",
    "## Which Agent Frameworks Launched in the Week of April 21, 2026?",
    "**Browser-use** crossed 90K stars, making websites accessible to AI agents."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sangampandey.info/blog/agent-framework-explosion-context-orchestration",
   "title": "Six Agent Frameworks in One Week: The Tooling Is Free, the Architecture Bill Comes Later",
   "project": "LangGraph",
   "repository": "https://langchain-ai.github.io/langgraph/",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The team picks [LangGraph](https://langchain-ai.github.io/langgraph/) because it handles the compliance use case well.",
    "## Why Is Standardizing on One Agent Framework a Trap?"
   ],
   "repository_evidence": [
    "The team picks [LangGraph](https://langchain-ai.github.io/langgraph/) because it handles the compliance use case well.",
    "## Why Is Standardizing on One Agent Framework a Trap?"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fstrands-agents%2Fharness-sdk",
   "title": "Ecosyste.ms: Awesome",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/harness-sdk",
   "stars": "6075",
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/strands-agents/harness-sdk",
    "- [awesome-ai-agents](/lists/korchasa%2Fawesome-ai-agents) - strands-agents/harness-sdk - Strands Agents is a versatile SDK for building and operating AI agents with model-driven approaches, supporting various LLMs, multi-agent systems, and production deployments. (Agent Integration & Deployment Tools / AI Agent Development)",
    " Strands Agents is a simple yet powerful SDK that takes a model-driven approach to building and running AI agents."
   ],
   "repository_evidence": [
    "# https://github.com/strands-agents/harness-sdk",
    "[https://github.com/strands-agents/harness-sdk](https://github.com/strands-agents/harness-sdk)",
    "- URL: [https://github.com/strands-agents/harness-sdk](https://github.com/strands-agents/harness-sdk)"
   ],
   "stars_evidence": [
    "# https://github.com/strands-agents/harness-sdk",
    "- Stars: 6,075"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiweb.ai/glossary/agent-frameworks-comparison",
   "title": "What Is Agent Frameworks Comparison? LangGraph vs CrewAI",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks Comparison",
    "The mainstream contenders are LangGraph (graph-based control), CrewAI (role-based crews), and AutoGen and its successor Microsoft Agent Framework (event-driven async messaging).",
    "LangGraph models your agent as a graph of nodes with explicit edges, giving you fine-grained control over what runs when."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiweb.ai/glossary/agent-frameworks-comparison",
   "title": "What Is Agent Frameworks Comparison? LangGraph vs CrewAI",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks Comparison",
    "The mainstream contenders are LangGraph (graph-based control), CrewAI (role-based crews), and AutoGen and its successor Microsoft Agent Framework (event-driven async messaging).",
    "CrewAI thinks in roles: you define a \u201cresearcher,\u201d a \u201cwriter,\u201d a \u201creviewer,\u201d and let them collaborate as a crew."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiweb.ai/glossary/agent-frameworks-comparison",
   "title": "What Is Agent Frameworks Comparison? LangGraph vs CrewAI",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks Comparison",
    "The mainstream contenders are LangGraph (graph-based control), CrewAI (role-based crews), and AutoGen and its successor Microsoft Agent Framework (event-driven async messaging).",
    "The original AutoGen leaned on async messaging between agents, an approach Microsoft is now consolidating into the Microsoft Agent Framework."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiweb.ai/glossary/agent-frameworks-comparison",
   "title": "What Is Agent Frameworks Comparison? LangGraph vs CrewAI",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks Comparison",
    "The mainstream contenders are LangGraph (graph-based control), CrewAI (role-based crews), and AutoGen and its successor Microsoft Agent Framework (event-driven async messaging).",
    "according to Microsoft DevBlogs, Microsoft Agent Framework 1.0 \u2014 released April 3, 2026 \u2014 is the official path forward."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://orloj.dev/blog/top-5-agent-orchestration-platforms",
   "title": "Top 5 Open-Source Agent Orchestration Platforms in 2026",
   "project": "Orloj",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 5 Open-Source Agent Orchestration Platforms in 2026",
    "## 1. Orloj",
    "Orloj is the infrastructure play.",
    "| Platform | Use Case | Learning Curve | Production Ready | Governance | Multi-Agent | License |",
    "| Orloj | Infrastructure-heavy | High | Yes | Excellent | Yes | Apache 2.0 |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://orloj.dev/blog/top-5-agent-orchestration-platforms",
   "title": "Top 5 Open-Source Agent Orchestration Platforms in 2026",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 5 Open-Source Agent Orchestration Platforms in 2026",
    "## 2. LangGraph",
    "LangGraph owns the single-agent conversation flow space.",
    "| Platform | Use Case | Learning Curve | Production Ready | Governance | Multi-Agent | License |",
    "| LangGraph | Single-agent flows | Low | Yes | Basic | No | MIT |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://orloj.dev/blog/top-5-agent-orchestration-platforms",
   "title": "Top 5 Open-Source Agent Orchestration Platforms in 2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "44000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 5 Open-Source Agent Orchestration Platforms in 2026",
    "## 3. CrewAI",
    "CrewAI is the \"agents as team members\" framework.",
    "| Platform | Use Case | Learning Curve | Production Ready | Governance | Multi-Agent | License |",
    "| CrewAI | Fast prototyping | Low | No | Minimal | Yes (small) | MIT |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 5 Open-Source Agent Orchestration Platforms in 2026",
    "## 3. CrewAI",
    "The GitHub numbers are real\u201444k+ stars means a community that exists."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://orloj.dev/blog/top-5-agent-orchestration-platforms",
   "title": "Top 5 Open-Source Agent Orchestration Platforms in 2026",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 5 Open-Source Agent Orchestration Platforms in 2026",
    "## 4. AutoGen",
    "Microsoft's AutoGen solves a different problem: group chat patterns.",
    "| Platform | Use Case | Learning Curve | Production Ready | Governance | Multi-Agent | License |",
    "| AutoGen | Research & debate | Medium | No | Minimal | Yes | MIT |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://orloj.dev/blog/top-5-agent-orchestration-platforms",
   "title": "Top 5 Open-Source Agent Orchestration Platforms in 2026",
   "project": "Temporal",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 5 Open-Source Agent Orchestration Platforms in 2026",
    "## 5. Temporal",
    "Temporal is not agent-specific.",
    "| Platform | Use Case | Learning Curve | Production Ready | Governance | Multi-Agent | License |",
    "| Temporal | Durable workflows | High | Yes | Good | Yes | Apache 2.0 |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://orloj.dev/blog/top-5-agent-orchestration-platforms",
   "title": "Top 5 Open-Source Agent Orchestration Platforms in 2026",
   "project": "Google ADK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 5 Open-Source Agent Orchestration Platforms in 2026",
    "## Google ADK",
    "Google's Agent Development Kit is the new player with real backing.",
    "| Platform | Use Case | Learning Curve | Production Ready | Governance | Multi-Agent | License |",
    "| Google ADK | GCP-native | Medium | Emerging | Basic | Yes | Apache 2.0 |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://orloj.dev/blog/top-5-agent-orchestration-platforms",
   "title": "Top 5 Open-Source Agent Orchestration Platforms in 2026",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 5 Open-Source Agent Orchestration Platforms in 2026",
    "## OpenAI Agents SDK",
    "OpenAI released their own agents framework with tight GPT-4 integration, native tool use, and simple APIs.",
    "| Platform | Use Case | Learning Curve | Production Ready | Governance | Multi-Agent | License |",
    "| OpenAI SDK | OpenAI-only | Low | Yes | Minimal | Yes | Proprietary |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://orloj.dev/blog/top-5-agent-orchestration-platforms",
   "title": "Top 5 Open-Source Agent Orchestration Platforms in 2026",
   "project": "Kagent",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 5 Open-Source Agent Orchestration Platforms in 2026",
    "## Kagent",
    "Kagent is a CNCF Sandbox project and the Kubernetes-native option.",
    "| Platform | Use Case | Learning Curve | Production Ready | Governance | Multi-Agent | License |",
    "| Kagent | Kubernetes-native | Medium | Emerging | Good | Yes | Apache 2.0 |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://opensourceprojects.dev/post/awesome-ai-agents",
   "title": "200+ AI agent resources curated from real projects and frameworks",
   "project": "awesome-ai-agents",
   "repository": "https://github.com/slavakurilyak/awesome-ai-agents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## What It Does",
    "[awesome-ai-agents](https://github.com/slavakurilyak/awesome-ai-agents) is exactly what the name suggests \u2014 a hand-curated, categorized directory of AI agent resources."
   ],
   "repository_evidence": [
    "## What It Does",
    "[awesome-ai-agents](https://github.com/slavakurilyak/awesome-ai-agents) is exactly what the name suggests \u2014 a hand-curated, categorized directory of AI agent resources."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://thegenios.com/blog/openclaw-vs-hermes-agent",
   "title": "OpenClaw vs Hermes Agent: The Honest 2026 Comparison",
   "project": "OpenClaw",
   "repository": null,
   "stars": "250000",
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenClaw vs Hermes Agent: The Honest 2026 Comparison",
    "TL;DR",
    "OpenClaw and Hermes Agent are the two dominant open-source, self-hosted, MIT-licensed AI agent frameworks of 2026."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OpenClaw vs Hermes Agent: The Honest 2026 Comparison",
    "TL;DR",
    "**OpenClaw** (250,000+ GitHub stars, 5,700+ community-built skills, 50+ messaging integrations) is the incumbent."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://thegenios.com/blog/openclaw-vs-hermes-agent",
   "title": "OpenClaw vs Hermes Agent: The Honest 2026 Comparison",
   "project": "Hermes Agent",
   "repository": null,
   "stars": "95600",
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenClaw vs Hermes Agent: The Honest 2026 Comparison",
    "TL;DR",
    "OpenClaw and Hermes Agent are the two dominant open-source, self-hosted, MIT-licensed AI agent frameworks of 2026."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OpenClaw vs Hermes Agent: The Honest 2026 Comparison",
    "TL;DR",
    "**Hermes Agent** (95,600+ stars by April 2026, released February 2026 by Nous Research) is the insurgent - its built-in \"closed learning loop\" makes it the first mainstream open-source agent that actually self-improves across sessions."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://automationswitch.com/agentic-ai/frameworks",
   "title": "Agent Frameworks Directory | Automation Switch",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Every major agent framework scored and reviewed for production use.",
    "LangGraph"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://automationswitch.com/agentic-ai/frameworks",
   "title": "Agent Frameworks Directory | Automation Switch",
   "project": "Google ADK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Every major agent framework scored and reviewed for production use.",
    "Google ADK"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://automationswitch.com/agentic-ai/frameworks",
   "title": "Agent Frameworks Directory | Automation Switch",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Every major agent framework scored and reviewed for production use.",
    "LangChain"
   ],
   "repository_evidence": null,
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   "stars": null,
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   "project_evidence": [
    "# [Awesome Python](https://awesome-python.com/)",
    "### AI and Agents",
    "- Orchestration",
    "- [crewai](https://github.com/crewAIInc/crewAI) - A framework for orchestrating role-playing autonomous AI agents for collaborative task solving."
   ],
   "repository_evidence": [
    "# [Awesome Python](https://awesome-python.com/)",
    "### AI and Agents",
    "- Orchestration",
    "- [crewai](https://github.com/crewAIInc/crewAI) - A framework for orchestrating role-playing autonomous AI agents for collaborative task solving."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "url": "https://github.com/Goldziher/awesome-python",
   "title": "GitHub - Goldziher/awesome-python: An opinionated list of Python frameworks, libraries, tools, and resources",
   "project": "dspy",
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   "license": null,
   "project_evidence": [
    "# [Awesome Python](https://awesome-python.com/)",
    "### AI and Agents",
    "- Orchestration",
    "- [dspy](https://github.com/stanfordnlp/dspy) - A framework for programming, not prompting, language models."
   ],
   "repository_evidence": [
    "# [Awesome Python](https://awesome-python.com/)",
    "### AI and Agents",
    "- Orchestration",
    "- [dspy](https://github.com/stanfordnlp/dspy) - A framework for programming, not prompting, language models."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
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   "url": "https://github.com/Goldziher/awesome-python",
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   "project": "hermes-agent",
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   "stars": null,
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   "project_evidence": [
    "# [Awesome Python](https://awesome-python.com/)",
    "### AI and Agents",
    "- Orchestration",
    "- [hermes-agent](https://github.com/nousresearch/hermes-agent) - An adaptive AI agent framework that grows with you."
   ],
   "repository_evidence": [
    "# [Awesome Python](https://awesome-python.com/)",
    "### AI and Agents",
    "- Orchestration",
    "- [hermes-agent](https://github.com/nousresearch/hermes-agent) - An adaptive AI agent framework that grows with you."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "url": "https://github.com/Goldziher/awesome-python",
   "title": "GitHub - Goldziher/awesome-python: An opinionated list of Python frameworks, libraries, tools, and resources",
   "project": "langchain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# [Awesome Python](https://awesome-python.com/)",
    "### AI and Agents",
    "- Orchestration",
    "- [langchain](https://github.com/langchain-ai/langchain) - Building applications with LLMs through composability."
   ],
   "repository_evidence": [
    "# [Awesome Python](https://awesome-python.com/)",
    "### AI and Agents",
    "- Orchestration",
    "- [langchain](https://github.com/langchain-ai/langchain) - Building applications with LLMs through composability."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Goldziher/awesome-python",
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   "project": "langgraph",
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   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# [Awesome Python](https://awesome-python.com/)",
    "### AI and Agents",
    "- Orchestration",
    "- [langgraph](https://github.com/langchain-ai/langgraph) - Low-level orchestration framework for building stateful, long-running LLM agents."
   ],
   "repository_evidence": [
    "# [Awesome Python](https://awesome-python.com/)",
    "### AI and Agents",
    "- Orchestration",
    "- [langgraph](https://github.com/langchain-ai/langgraph) - Low-level orchestration framework for building stateful, long-running LLM agents."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "url": "https://github.com/Goldziher/awesome-python",
   "title": "GitHub - Goldziher/awesome-python: An opinionated list of Python frameworks, libraries, tools, and resources",
   "project": "openai-agents",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# [Awesome Python](https://awesome-python.com/)",
    "### AI and Agents",
    "- Orchestration",
    "- [openai-agents](https://github.com/openai/openai-agents-python) - OpenAI's framework for building and managing AI agents."
   ],
   "repository_evidence": [
    "# [Awesome Python](https://awesome-python.com/)",
    "### AI and Agents",
    "- Orchestration",
    "- [openai-agents](https://github.com/openai/openai-agents-python) - OpenAI's framework for building and managing AI agents."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Goldziher/awesome-python",
   "title": "GitHub - Goldziher/awesome-python: An opinionated list of Python frameworks, libraries, tools, and resources",
   "project": "OpenChronicle",
   "repository": "https://github.com/Einsia/OpenChronicle",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# [Awesome Python](https://awesome-python.com/)",
    "### AI and Agents",
    "- Orchestration",
    "- [OpenChronicle](https://github.com/Einsia/OpenChronicle) - Open-source, local-first memory for any tool-capable LLM agent."
   ],
   "repository_evidence": [
    "# [Awesome Python](https://awesome-python.com/)",
    "### AI and Agents",
    "- Orchestration",
    "- [OpenChronicle](https://github.com/Einsia/OpenChronicle) - Open-source, local-first memory for any tool-capable LLM agent."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "url": "https://github.com/Goldziher/awesome-python",
   "title": "GitHub - Goldziher/awesome-python: An opinionated list of Python frameworks, libraries, tools, and resources",
   "project": "promptise",
   "repository": "https://github.com/promptise-com/foundry",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# [Awesome Python](https://awesome-python.com/)",
    "### AI and Agents",
    "- Orchestration",
    "- [promptise](https://github.com/promptise-com/foundry) - A framework for building end-to-end production-ready agentic systems, scalable & secure MCP's and autonomous agents."
   ],
   "repository_evidence": [
    "# [Awesome Python](https://awesome-python.com/)",
    "### AI and Agents",
    "- Orchestration",
    "- [promptise](https://github.com/promptise-com/foundry) - A framework for building end-to-end production-ready agentic systems, scalable & secure MCP's and autonomous agents."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Goldziher/awesome-python",
   "title": "GitHub - Goldziher/awesome-python: An opinionated list of Python frameworks, libraries, tools, and resources",
   "project": "pydantic-ai",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# [Awesome Python](https://awesome-python.com/)",
    "### AI and Agents",
    "- Orchestration",
    "- [pydantic-ai](https://github.com/pydantic/pydantic-ai) - A Python agent framework for building generative AI applications with structured schemas."
   ],
   "repository_evidence": [
    "# [Awesome Python](https://awesome-python.com/)",
    "### AI and Agents",
    "- Orchestration",
    "- [pydantic-ai](https://github.com/pydantic/pydantic-ai) - A Python agent framework for building generative AI applications with structured schemas."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Goldziher/awesome-python",
   "title": "GitHub - Goldziher/awesome-python: An opinionated list of Python frameworks, libraries, tools, and resources",
   "project": "TradingAgents",
   "repository": "https://github.com/TauricResearch/TradingAgents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# [Awesome Python](https://awesome-python.com/)",
    "### AI and Agents",
    "- Orchestration",
    "- [TradingAgents](https://github.com/TauricResearch/TradingAgents) - A multi-agents LLM financial trading framework."
   ],
   "repository_evidence": [
    "# [Awesome Python](https://awesome-python.com/)",
    "### AI and Agents",
    "- Orchestration",
    "- [TradingAgents](https://github.com/TauricResearch/TradingAgents) - A multi-agents LLM financial trading framework."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "browser-use",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [browser-use: agents that browse the web](https://jacar.es/en/browser-use-agents-that-browse/)",
    "browser-use is an open-source Python library that lets an AI agent drive a web browser the way you do: it opens pages, reads the DOM, clicks and fills in forms."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Firecrawl",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Firecrawl: Web Data for Agents](https://jacar.es/en/firecrawl-web-data-for-agents/)",
    "Firecrawl is an open-source API that turns any web page into clean Markdown, ready for a language model."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Composio",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Composio: Tools and Integrations for Agents](https://jacar.es/en/composio-tools-for-agents/)",
    "Composio connects your AI agent to more than a thousand applications (GitHub, Slack, Gmail, Notion) through pre-authenticated tools and managed OAuth authentication."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Dify: a self-hosted LLMOps platform](https://jacar.es/en/dify-self-hosted-llmops-platform/)",
    "Dify is an open-source platform for building AI applications and agents, with a visual workflow canvas, prompt management, a RAG knowledge base and LLMOps layers."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Flowise: self-hosted low-code agents](https://jacar.es/en/flowise-low-code-self-hosted-agents/)",
    "Flowise is an open-source tool that lets you build AI agents by dragging nodes onto a visual canvas, with barely any code."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Langflow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Langflow: a visual agent builder](https://jacar.es/en/langflow-visual-agent-builder/)",
    "Langflow is an open-source tool for building AI agents and workflows by dragging blocks onto a visual canvas, with barely any code."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "E2B",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [E2B: a code sandbox for agents](https://jacar.es/en/e2b-code-sandbox-for-agents/)",
    "E2B is open-source infrastructure that runs your agent's generated code inside isolated Firecracker microVMs, each with its own Linux kernel."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "promptfoo",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [promptfoo: testing prompts and agents](https://jacar.es/en/promptfoo-testing-prompts-and-agents/)",
    "promptfoo is an open-source tool to test and evaluate prompts, agents and RAG systems with declarative YAML configs."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "DeepEval",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [DeepEval: evaluating AI agents](https://jacar.es/en/deepeval-evaluating-agents/)",
    "DeepEval is the open-source framework for evaluating AI systems as if you were writing Pytest tests: you define cases, pick research-backed metrics (G-Eval, faithfulness, tool correctness) and get a score from 0 to 1 that passes or fails each response, both on your machine and in continuous integration."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Helicone",
   "repository": null,
   "stars": "6000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Helicone: LLM observability in one line](https://jacar.es/en/helicone-llm-observability/)",
    "Helicone is an open-source LLM observability platform you integrate by changing a single line: your client's base URL."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Helicone: LLM observability in one line](https://jacar.es/en/helicone-llm-observability/)",
    "It is Apache-2.0 and has nearly 6,000 GitHub stars, though since March 2026 it sits in maintenance mode."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Langfuse",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Langfuse: self-hosted agent observability](https://jacar.es/en/langfuse-self-hosted-agent-observability/)",
    "Langfuse is an open-source platform to observe, debug and evaluate AI applications and agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "DSPy",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [DSPy: optimizing prompts and LLM programs](https://jacar.es/en/dspy-optimizing-prompts/)",
    "DSPy is a Python framework from Stanford that treats calls to an LLM as code: you define signatures with typed inputs and outputs, pick a module such as chain of thought, and let an optimizer write the prompts for you from examples and a metric."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Outlines",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Constrained generation with Outlines](https://jacar.es/en/outlines-constrained-generation/)",
    "Outlines is a Python library for constrained generation: it forces the model to produce output that conforms to a JSON schema, a regular expression or a grammar, with a guarantee by construction rather than statistics."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Instructor",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Instructor: reliable structured outputs](https://jacar.es/en/instructor-structured-outputs/)",
    "Instructor is the most widely used Python library for getting reliable structured outputs from a language model: you define the result you expect as a Pydantic model, Instructor patches the client so the model honours it, and it retries on its own, with the validation error included, until it returns a valid, already-typed object."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Qwen-Agent",
   "repository": null,
   "stars": "16800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Qwen-Agent: tool use with Qwen models](https://jacar.es/en/qwen-agent-tool-use/)",
    "Qwen-Agent is the Qwen team's official framework for giving their models tools: function calling, a sandboxed code interpreter, RAG and MCP."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Qwen-Agent: tool use with Qwen models](https://jacar.es/en/qwen-agent-tool-use/)",
    "It is on version 0.0.34, released in February 2026, has around 16,800 GitHub stars and holds the canonical implementation of Qwen3 tool calling, both in the cloud and on your own machine."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Haystack",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Haystack: Pipelines and Agents](https://jacar.es/en/haystack-pipelines-and-agents/)",
    "Haystack is a Python framework by deepset, Apache 2.0 licensed, for building AI applications as pipelines of connected components: retrievers, generators and routers."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Agno",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Agno: a high-performance agent framework](https://jacar.es/en/agno-agent-framework/)",
    "Agno, the Python framework formerly known as Phidata, builds AI agents with one clear goal: performance."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Mastra",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Mastra: Agents in TypeScript](https://jacar.es/en/mastra-agents-in-typescript/)",
    "Mastra is an open-source TypeScript framework for building AI agents and applications with a single package: agents, tools, workflows, memory, RAG and evals."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Microsoft\u2019s Semantic Kernel](https://jacar.es/en/microsoft-semantic-kernel/)",
    "Semantic Kernel is Microsoft's open-source kit for integrating AI models into C#, Python and Java through a kernel that orchestrates plugins and functions."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
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  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Building Agents with LlamaIndex](https://jacar.es/en/building-agents-with-llamaindex/)",
    "LlamaIndex is a Python framework focused on connecting your data to a language model."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Google ADK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Google ADK: The Agent Development Kit for Building Agents](https://jacar.es/en/google-agent-development-kit/)",
    "Google ADK (Agent Development Kit) is Google's open-source framework for building, evaluating and deploying AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "smolagents",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Hugging Face smolagents: Agents That Think in Code](https://jacar.es/en/hugging-face-smolagents/)",
    "smolagents is Hugging Face's agent library: in under a thousand lines of code it lets you build an agent that reasons by writing Python instead of filling in JSON."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Pydantic AI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Pydantic AI: typed agents](https://jacar.es/en/pydantic-ai-typed-agents/)",
    "Pydantic AI is the agent framework from the Pydantic team: you build agents in Python where every model output is validated against a type you define."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "The OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [The OpenAI Agents SDK](https://jacar.es/en/the-openai-agents-sdk/)",
    "The OpenAI Agents SDK is a lightweight Python framework for building agents and multi-agent workflows with few primitives: agents, tools, handoffs, guardrails, sessions and built-in tracing."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Continue: The Open-Source Coding Assistant](https://jacar.es/en/continue-dev-open-source-assistant/)",
    "Continue is an open-source coding assistant for VS Code and JetBrains that brings chat, autocomplete, inline editing and an agent mode into a single panel."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Gemini CLI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Gemini CLI: An Agent in Your Terminal](https://jacar.es/en/gemini-cli-terminal-agent/)",
    "Gemini CLI is Google's coding agent for the terminal: open source, with a one-million-token context window and the Gemini 3 model."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Goose",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [Goose: Block\u2019s Coding Agent](https://jacar.es/en/goose-block-coding-agent/)",
    "Goose is an open-source AI agent created at Block that runs on your own machine as a desktop app, CLI and API."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [OpenHands: An Autonomous Coding Agent](https://jacar.es/en/openhands-autonomous-coding-agent/)",
    "OpenHands, formerly OpenDevin, is an open-source platform that solves programming tasks end to end: it takes a request, opens a sandbox container and edits files, runs commands and browses the web until it is done."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Codex CLI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [OpenAI\u2019s Codex CLI](https://jacar.es/en/openai-codex-cli-guide/)",
    "The Codex CLI is OpenAI's coding agent that works inside your terminal: you describe a task, it reads your repository, proposes the changes and runs commands inside a sandbox you control."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Roo Code",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [How to Use Roo Code](https://jacar.es/en/how-to-use-roo-code/)",
    "Roo Code is an open-source VS Code extension, born as a fork of Cline, that turns the editor into a team of agents with specialised modes (Code, Architect, Debug, Ask and Orchestrator)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/category/artificial-intelligence?mode=infinite",
   "title": "Artificial Intelligence",
   "project": "Cline",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Artificial Intelligence",
    "AI without the hype: models, agents and use cases that work in production.",
    "## [How to Use Cline in VS Code](https://jacar.es/en/how-to-use-cline-in-vs-code/)",
    "Cline is a VS Code extension that turns your editor into an autonomous coding agent: it reads your project, plans changes in Plan mode and carries them out in Act mode, showing every edit as a diff you approve."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fpaul.dev/writing/state-of-agents-md-2026",
   "title": "The State of AGENTS.md: Scoring the Agent-Makers' Own Instructions",
   "project": "schliff",
   "repository": "https://github.com/Zandereins/schliff",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "It is [open source, MIT, stdlib-only](https://github.com/Zandereins/schliff): the rubric is a dict you can read, not a hidden prompt.",
    "The ranking"
   ],
   "repository_evidence": [
    "It is [open source, MIT, stdlib-only](https://github.com/Zandereins/schliff): the rubric is a dict you can read, not a hidden prompt.",
    "The ranking"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fpaul.dev/writing/state-of-agents-md-2026",
   "title": "The State of AGENTS.md: Scoring the Agent-Makers' Own Instructions",
   "project": "underway",
   "repository": "https://github.com/maxcountryman/underway",
   "stars": "170",
   "description": null,
   "license": null,
   "project_evidence": [
    "The best file in the sample has 170 stars",
    "The best `AGENTS.md` in my entire sample \u2014 the corpus below plus these sixteen \u2014 belongs to [maxcountryman/underway](https://github.com/maxcountryman/underway), a Postgres-backed job queue with 170 stars: **91.0, grade A**."
   ],
   "repository_evidence": [
    "The best file in the sample has 170 stars",
    "The best `AGENTS.md` in my entire sample \u2014 the corpus below plus these sixteen \u2014 belongs to [maxcountryman/underway](https://github.com/maxcountryman/underway), a Postgres-backed job queue with 170 stars: **91.0, grade A**."
   ],
   "stars_evidence": [
    "The best file in the sample has 170 stars",
    "The best `AGENTS.md` in my entire sample \u2014 the corpus below plus these sixteen \u2014 belongs to [maxcountryman/underway](https://github.com/maxcountryman/underway), a Postgres-backed job queue with 170 stars: **91.0, grade A**."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devwithai.blog/blog/ai-programming/ai-agent-frameworks-comparison",
   "title": "Best AI Agent Frameworks in 2026: LangGraph vs CrewAI vs AutoGen",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026: LangGraph vs CrewAI vs AutoGen",
    "## 1. LangGraph",
    "LangGraph is currently one of the most powerful frameworks for building production AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devwithai.blog/blog/ai-programming/ai-agent-frameworks-comparison",
   "title": "Best AI Agent Frameworks in 2026: LangGraph vs CrewAI vs AutoGen",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026: LangGraph vs CrewAI vs AutoGen",
    "## 2. CrewAI",
    "CrewAI focuses on collaborative AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devwithai.blog/blog/ai-programming/ai-agent-frameworks-comparison",
   "title": "Best AI Agent Frameworks in 2026: LangGraph vs CrewAI vs AutoGen",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026: LangGraph vs CrewAI vs AutoGen",
    "## 3. AutoGen",
    "AutoGen is Microsoft's framework for agent conversations."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fast.io/resources/best-ai-agent-frameworks-for-typescript-2026",
   "title": "Best AI Agent Frameworks for TypeScript in 2026",
   "project": "Vercel AI SDK",
   "repository": "https://ai-sdk.dev/",
   "stars": "24000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 1. Vercel AI SDK",
    "The [Vercel AI SDK](https://ai-sdk.dev/) is the most downloaded TypeScript AI framework by a wide margin, with over 12.6 million weekly npm downloads and 24,000+ GitHub stars."
   ],
   "repository_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 1. Vercel AI SDK",
    "The [Vercel AI SDK](https://ai-sdk.dev/) is the most downloaded TypeScript AI framework by a wide margin, with over 12.6 million weekly npm downloads and 24,000+ GitHub stars."
   ],
   "stars_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 1. Vercel AI SDK",
    "The [Vercel AI SDK](https://ai-sdk.dev/) is the most downloaded TypeScript AI framework by a wide margin, with over 12.6 million weekly npm downloads and 24,000+ GitHub stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fast.io/resources/best-ai-agent-frameworks-for-typescript-2026",
   "title": "Best AI Agent Frameworks for TypeScript in 2026",
   "project": "Mastra",
   "repository": "https://mastra.ai/",
   "stars": "22000",
   "description": "The framework that TypeScript teams keep choosing when they need the full agent stack in one package.",
   "license": "Apache 2.0",
   "project_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 2. Mastra",
    "[Mastra](https://mastra.ai/) is the framework that TypeScript teams keep choosing when they need the full agent stack in one package."
   ],
   "repository_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 2. Mastra",
    "[Mastra](https://mastra.ai/) is the framework that TypeScript teams keep choosing when they need the full agent stack in one package."
   ],
   "stars_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 2. Mastra",
    "Built by the team behind Gatsby, it hit 22,000+ GitHub stars and 300,000+ weekly npm downloads within 15 months of launch."
   ],
   "description_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 2. Mastra",
    "[Mastra](https://mastra.ai/) is the framework that TypeScript teams keep choosing when they need the full agent stack in one package."
   ],
   "license_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 2. Mastra",
    "**Pricing:** Open source (Apache 2.0).",
    "Mastra Cloud is a paid hosted offering."
   ]
  },
  {
   "url": "https://fast.io/resources/best-ai-agent-frameworks-for-typescript-2026",
   "title": "Best AI Agent Frameworks for TypeScript in 2026",
   "project": "LangGraph.js",
   "repository": "https://github.com/langchain-ai/langgraphjs",
   "stars": "2900",
   "description": "The TypeScript implementation of LangGraph, the graph-based orchestration framework from the LangChain team.",
   "license": "MIT",
   "project_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 3. LangGraph.js",
    "[LangGraph.js](https://github.com/langchain-ai/langgraphjs) is the TypeScript implementation of LangGraph, the graph-based orchestration framework from the LangChain team."
   ],
   "repository_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 3. LangGraph.js",
    "[LangGraph.js](https://github.com/langchain-ai/langgraphjs) is the TypeScript implementation of LangGraph, the graph-based orchestration framework from the LangChain team."
   ],
   "stars_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 3. LangGraph.js",
    "With 2,900+ GitHub stars and 529,000 weekly npm downloads, it occupies a specific niche: complex stateful workflows where you need explicit control over every decision point."
   ],
   "description_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 3. LangGraph.js",
    "[LangGraph.js](https://github.com/langchain-ai/langgraphjs) is the TypeScript implementation of LangGraph, the graph-based orchestration framework from the LangChain team."
   ],
   "license_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 3. LangGraph.js",
    "**Pricing:** Open source (MIT).",
    "LangSmith and LangGraph Cloud are paid services."
   ]
  },
  {
   "url": "https://fast.io/resources/best-ai-agent-frameworks-for-typescript-2026",
   "title": "Best AI Agent Frameworks for TypeScript in 2026",
   "project": "Claude Agent SDK",
   "repository": "https://github.com/anthropics/claude-agent-sdk-typescript",
   "stars": null,
   "description": "Powers Claude Code and gives you the same tools, agent loop, and context management in a programmable TypeScript package.",
   "license": null,
   "project_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 4. Claude Agent SDK",
    "Anthropic's [Claude Agent SDK](https://github.com/anthropics/claude-agent-sdk-typescript) powers Claude Code and gives you the same tools, agent loop, and context management in a programmable TypeScript package."
   ],
   "repository_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 4. Claude Agent SDK",
    "Anthropic's [Claude Agent SDK](https://github.com/anthropics/claude-agent-sdk-typescript) powers Claude Code and gives you the same tools, agent loop, and context management in a programmable TypeScript package."
   ],
   "stars_evidence": null,
   "description_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 4. Claude Agent SDK",
    "Anthropic's [Claude Agent SDK](https://github.com/anthropics/claude-agent-sdk-typescript) powers Claude Code and gives you the same tools, agent loop, and context management in a programmable TypeScript package."
   ],
   "license_evidence": null
  },
  {
   "url": "https://fast.io/resources/best-ai-agent-frameworks-for-typescript-2026",
   "title": "Best AI Agent Frameworks for TypeScript in 2026",
   "project": "OpenAI Agents SDK",
   "repository": "https://openai.github.io/openai-agents-js/",
   "stars": null,
   "description": "Brings multi-agent handoffs to TypeScript.",
   "license": null,
   "project_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 5. OpenAI Agents SDK, Google ADK, and VoltAgent",
    "### OpenAI Agents SDK",
    "The [OpenAI Agents SDK](https://openai.github.io/openai-agents-js/) brings multi-agent handoffs to TypeScript."
   ],
   "repository_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 5. OpenAI Agents SDK, Google ADK, and VoltAgent",
    "### OpenAI Agents SDK",
    "The [OpenAI Agents SDK](https://openai.github.io/openai-agents-js/) brings multi-agent handoffs to TypeScript."
   ],
   "stars_evidence": null,
   "description_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 5. OpenAI Agents SDK, Google ADK, and VoltAgent",
    "### OpenAI Agents SDK",
    "The [OpenAI Agents SDK](https://openai.github.io/openai-agents-js/) brings multi-agent handoffs to TypeScript."
   ],
   "license_evidence": null
  },
  {
   "url": "https://fast.io/resources/best-ai-agent-frameworks-for-typescript-2026",
   "title": "Best AI Agent Frameworks for TypeScript in 2026",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-js",
   "stars": null,
   "description": "A code-first framework for building multi-agent systems.",
   "license": null,
   "project_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 5. OpenAI Agents SDK, Google ADK, and VoltAgent",
    "### Google ADK (Agent Development Kit)",
    "[Google ADK for TypeScript](https://github.com/google/adk-js) launched in late 2025 as a code-first framework for building multi-agent systems."
   ],
   "repository_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 5. OpenAI Agents SDK, Google ADK, and VoltAgent",
    "### Google ADK (Agent Development Kit)",
    "[Google ADK for TypeScript](https://github.com/google/adk-js) launched in late 2025 as a code-first framework for building multi-agent systems."
   ],
   "stars_evidence": null,
   "description_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 5. OpenAI Agents SDK, Google ADK, and VoltAgent",
    "### Google ADK (Agent Development Kit)",
    "[Google ADK for TypeScript](https://github.com/google/adk-js) launched in late 2025 as a code-first framework for building multi-agent systems."
   ],
   "license_evidence": null
  },
  {
   "url": "https://fast.io/resources/best-ai-agent-frameworks-for-typescript-2026",
   "title": "Best AI Agent Frameworks for TypeScript in 2026",
   "project": "VoltAgent",
   "repository": "https://voltagent.dev/",
   "stars": "4400",
   "description": "The observability-first entry in this space.",
   "license": "MIT",
   "project_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 5. OpenAI Agents SDK, Google ADK, and VoltAgent",
    "### VoltAgent",
    "[VoltAgent](https://voltagent.dev/) is the observability-first entry in this space."
   ],
   "repository_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 5. OpenAI Agents SDK, Google ADK, and VoltAgent",
    "### VoltAgent",
    "[VoltAgent](https://voltagent.dev/) is the observability-first entry in this space."
   ],
   "stars_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 5. OpenAI Agents SDK, Google ADK, and VoltAgent",
    "### VoltAgent",
    "With 4,400+ GitHub stars and active community growth, VoltAgent is the pick when debugging and tracing are your primary concerns."
   ],
   "description_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 5. OpenAI Agents SDK, Google ADK, and VoltAgent",
    "### VoltAgent",
    "[VoltAgent](https://voltagent.dev/) is the observability-first entry in this space."
   ],
   "license_evidence": [
    "## Why TypeScript for AI Agents",
    "The frameworks in this guide fall into two camps.",
    "## 5. OpenAI Agents SDK, Google ADK, and VoltAgent",
    "### VoltAgent",
    "Built from scratch in TypeScript under an MIT license, it ships with a visual debugging console similar to n8n that lets you trace agent decisions, inspect tool calls, and replay execution paths."
   ]
  },
  {
   "url": "https://github.com/alvinunreal/awesome-opensource-ai",
   "title": "GitHub - alvinreal/awesome-opensource-ai: Curated list of the best truly open-source AI projects, models, tools, and infrastructure. Daily updated.",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Awesome Open Source AI A curated list of notable open-source AI models, libraries, infrastructure, and developer tools.",
    "\ud83e\udd16 4. Agentic AI & Multi-Agent Systems Frameworks and platforms for building agent-based systems and multi-agent workflows.",
    "LangGraph - Stateful, controllable agent orchestration."
   ],
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   "url": "https://perplexityaimagazine.com/ai-tools/ai-agent-frameworks-comparison-seo-automation-2026",
   "title": "AI Agent Frameworks Comparison for SEO Automation",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## AI Agent Frameworks Comparison for SEO Workflows",
    "The most reliable distinction is architectural."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://perplexityaimagazine.com/ai-tools/ai-agent-frameworks-comparison-seo-automation-2026",
   "title": "AI Agent Frameworks Comparison for SEO Automation",
   "project": "Pydantic AI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## AI Agent Frameworks Comparison for SEO Workflows",
    "The most reliable distinction is architectural.",
    "Pydantic AI, Mastra, and Strands fill specialist gaps around typed Python, TypeScript-native workflows, and model-flexible production deployments."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://perplexityaimagazine.com/ai-tools/ai-agent-frameworks-comparison-seo-automation-2026",
   "title": "AI Agent Frameworks Comparison for SEO Automation",
   "project": "Mastra",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## AI Agent Frameworks Comparison for SEO Workflows",
    "The most reliable distinction is architectural.",
    "Pydantic AI, Mastra, and Strands fill specialist gaps around typed Python, TypeScript-native workflows, and model-flexible production deployments."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://perplexityaimagazine.com/ai-tools/ai-agent-frameworks-comparison-seo-automation-2026",
   "title": "AI Agent Frameworks Comparison for SEO Automation",
   "project": "Strands Agents",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## AI Agent Frameworks Comparison for SEO Workflows",
    "The most reliable distinction is architectural.",
    "Pydantic AI, Mastra, and Strands fill specialist gaps around typed Python, TypeScript-native workflows, and model-flexible production deployments."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentmarketcap.ai/blog/2026/04/12/openai-agents-sdk-responses-api-multi-agent-orchestration-2026",
   "title": "OpenAI Agents SDK vs LangGraph vs Anthropic: The 2026 Multi-Agent Framework Decision",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "20700",
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenAI Agents SDK vs LangGraph vs Anthropic: The 2026 Multi-Agent Framework Decision",
    "The framework market looks crowded: OpenAI Agents SDK (20,700+ GitHub stars, 4,900+ dependent projects), LangGraph (34.5 million ecosystem downloads monthly), CrewAI (the prototyping favorite), and Anthropic's Claude Agent SDK (launched September 2025)."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# OpenAI Agents SDK vs LangGraph vs Anthropic: The 2026 Multi-Agent Framework Decision",
    "The framework market looks crowded: OpenAI Agents SDK (20,700+ GitHub stars, 4,900+ dependent projects), LangGraph (34.5 million ecosystem downloads monthly), CrewAI (the prototyping favorite), and Anthropic's Claude Agent SDK (launched September 2025)."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://builtwithjon.com/articles/ai-job-search-tools-workflows-2026",
   "title": "AI Job Search: Tools, Workflows, and Repos That Actually Help",
   "project": "Career-Ops",
   "repository": "https://github.com/santifer/career-ops",
   "stars": "43000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Job Search: Tools, Workflows, and Repos That Actually Help",
    "## GitHub Repos Worth Inspecting",
    "### 1. Career-Ops",
    "**Link:**[github.com/santifer/career-ops](https://github.com/santifer/career-ops) \u2014 ~43k stars, MIT, active May 2026."
   ],
   "repository_evidence": [
    "# AI Job Search: Tools, Workflows, and Repos That Actually Help",
    "## GitHub Repos Worth Inspecting",
    "### 1. Career-Ops",
    "**Link:**[github.com/santifer/career-ops](https://github.com/santifer/career-ops) \u2014 ~43k stars, MIT, active May 2026."
   ],
   "stars_evidence": [
    "# AI Job Search: Tools, Workflows, and Repos That Actually Help",
    "## GitHub Repos Worth Inspecting",
    "### 1. Career-Ops",
    "**Link:**[github.com/santifer/career-ops](https://github.com/santifer/career-ops) \u2014 ~43k stars, MIT, active May 2026."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://builtwithjon.com/articles/ai-job-search-tools-workflows-2026",
   "title": "AI Job Search: Tools, Workflows, and Repos That Actually Help",
   "project": "ApplyPilot",
   "repository": "https://github.com/eliornl/applypilot",
   "stars": "33",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Job Search: Tools, Workflows, and Repos That Actually Help",
    "## GitHub Repos Worth Inspecting",
    "### 6. ApplyPilot",
    "**Link:**[github.com/eliornl/applypilot](https://github.com/eliornl/applypilot) \u2014 ~33 stars, MIT, active May 2026."
   ],
   "repository_evidence": [
    "# AI Job Search: Tools, Workflows, and Repos That Actually Help",
    "## GitHub Repos Worth Inspecting",
    "### 6. ApplyPilot",
    "**Link:**[github.com/eliornl/applypilot](https://github.com/eliornl/applypilot) \u2014 ~33 stars, MIT, active May 2026."
   ],
   "stars_evidence": [
    "# AI Job Search: Tools, Workflows, and Repos That Actually Help",
    "## GitHub Repos Worth Inspecting",
    "### 6. ApplyPilot",
    "**Link:**[github.com/eliornl/applypilot](https://github.com/eliornl/applypilot) \u2014 ~33 stars, MIT, active May 2026."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://builtwithjon.com/articles/ai-job-search-tools-workflows-2026",
   "title": "AI Job Search: Tools, Workflows, and Repos That Actually Help",
   "project": "Resume Optimization Crew",
   "repository": "https://github.com/tonykipkemboi/resume-optimization-crew",
   "stars": "149",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Job Search: Tools, Workflows, and Repos That Actually Help",
    "## GitHub Repos Worth Inspecting",
    "### 10. Resume Optimization Crew",
    "**Link:**[github.com/tonykipkemboi/resume-optimization-crew](https://github.com/tonykipkemboi/resume-optimization-crew) \u2014 ~149 stars."
   ],
   "repository_evidence": [
    "# AI Job Search: Tools, Workflows, and Repos That Actually Help",
    "## GitHub Repos Worth Inspecting",
    "### 10. Resume Optimization Crew",
    "**Link:**[github.com/tonykipkemboi/resume-optimization-crew](https://github.com/tonykipkemboi/resume-optimization-crew) \u2014 ~149 stars."
   ],
   "stars_evidence": [
    "# AI Job Search: Tools, Workflows, and Repos That Actually Help",
    "## GitHub Repos Worth Inspecting",
    "### 10. Resume Optimization Crew",
    "**Link:**[github.com/tonykipkemboi/resume-optimization-crew](https://github.com/tonykipkemboi/resume-optimization-crew) \u2014 ~149 stars."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://builtwithjon.com/articles/ai-job-search-tools-workflows-2026",
   "title": "AI Job Search: Tools, Workflows, and Repos That Actually Help",
   "project": "AIHawk / Jobs Applier AI Agent",
   "repository": "https://github.com/feder-cr/Jobs_Applier_AI_Agent_AIHawk",
   "stars": "29700",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Job Search: Tools, Workflows, and Repos That Actually Help",
    "## GitHub Repos Worth Inspecting",
    "### 11. AIHawk / Jobs Applier AI Agent",
    "**Link:**[github.com/feder-cr/Jobs_Applier_AI_Agent_AIHawk](https://github.com/feder-cr/Jobs_Applier_AI_Agent_AIHawk) \u2014 ~29.7k stars, AGPL-3.0, **archived**."
   ],
   "repository_evidence": [
    "# AI Job Search: Tools, Workflows, and Repos That Actually Help",
    "## GitHub Repos Worth Inspecting",
    "### 11. AIHawk / Jobs Applier AI Agent",
    "**Link:**[github.com/feder-cr/Jobs_Applier_AI_Agent_AIHawk](https://github.com/feder-cr/Jobs_Applier_AI_Agent_AIHawk) \u2014 ~29.7k stars, AGPL-3.0, **archived**."
   ],
   "stars_evidence": [
    "# AI Job Search: Tools, Workflows, and Repos That Actually Help",
    "## GitHub Repos Worth Inspecting",
    "### 11. AIHawk / Jobs Applier AI Agent",
    "**Link:**[github.com/feder-cr/Jobs_Applier_AI_Agent_AIHawk](https://github.com/feder-cr/Jobs_Applier_AI_Agent_AIHawk) \u2014 ~29.7k stars, AGPL-3.0, **archived**."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264",
   "title": "AI Agent Arsenal: 20 Battle-Tested Open-Source Powerhouses",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "110000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 1. Dify \u2014 Visual Agent Empire Builder"
   ],
   "repository_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 1. Dify \u2014 Visual Agent Empire Builder",
    "**GitHub:**[langgenius/dify](https://github.com/langgenius/dify) (110k+ stars)"
   ],
   "stars_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 1. Dify \u2014 Visual Agent Empire Builder",
    "**GitHub:**[langgenius/dify](https://github.com/langgenius/dify) (110k+ stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264",
   "title": "AI Agent Arsenal: 20 Battle-Tested Open-Source Powerhouses",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": "157000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 2. n8n \u2014 Workflow Agent Kingpin"
   ],
   "repository_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 2. n8n \u2014 Workflow Agent Kingpin",
    "**GitHub:**[n8n-io/n8n](https://github.com/n8n-io/n8n) (157k stars)"
   ],
   "stars_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 2. n8n \u2014 Workflow Agent Kingpin",
    "**GitHub:**[n8n-io/n8n](https://github.com/n8n-io/n8n) (157k stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264",
   "title": "AI Agent Arsenal: 20 Battle-Tested Open-Source Powerhouses",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "90000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 3. LangGraph \u2014 Stateful Agent Orchestrator"
   ],
   "repository_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 3. LangGraph \u2014 Stateful Agent Orchestrator",
    "**GitHub:**[langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) (90k+ stars)"
   ],
   "stars_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 3. LangGraph \u2014 Stateful Agent Orchestrator",
    "**GitHub:**[langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) (90k+ stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264",
   "title": "AI Agent Arsenal: 20 Battle-Tested Open-Source Powerhouses",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "50000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 4. CrewAI \u2014 Multi-Agent Dream Teams"
   ],
   "repository_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 4. CrewAI \u2014 Multi-Agent Dream Teams",
    "**GitHub:**[crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) (50k+ stars)"
   ],
   "stars_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 4. CrewAI \u2014 Multi-Agent Dream Teams",
    "**GitHub:**[crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) (50k+ stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264",
   "title": "AI Agent Arsenal: 20 Battle-Tested Open-Source Powerhouses",
   "project": "AutoGen (AG2)",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "40000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 5. AutoGen (AG2) \u2014 Conversational Agent Networks"
   ],
   "repository_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 5. AutoGen (AG2) \u2014 Conversational Agent Networks",
    "**GitHub:**[microsoft/autogen](https://github.com/microsoft/autogen) (40k stars)"
   ],
   "stars_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 5. AutoGen (AG2) \u2014 Conversational Agent Networks",
    "**GitHub:**[microsoft/autogen](https://github.com/microsoft/autogen) (40k stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264",
   "title": "AI Agent Arsenal: 20 Battle-Tested Open-Source Powerhouses",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "177000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 6. AutoGPT \u2014 Autonomous Goal Crusher"
   ],
   "repository_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 6. AutoGPT \u2014 Autonomous Goal Crusher",
    "**GitHub:**[Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) (177k stars)"
   ],
   "stars_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 6. AutoGPT \u2014 Autonomous Goal Crusher",
    "**GitHub:**[Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) (177k stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264",
   "title": "AI Agent Arsenal: 20 Battle-Tested Open-Source Powerhouses",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": "60000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 7. MetaGPT \u2014 Corporate Agent Simulator"
   ],
   "repository_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 7. MetaGPT \u2014 Corporate Agent Simulator",
    "**GitHub:**[geekan/MetaGPT](https://github.com/geekan/MetaGPT) (60k stars)"
   ],
   "stars_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 7. MetaGPT \u2014 Corporate Agent Simulator",
    "**GitHub:**[geekan/MetaGPT](https://github.com/geekan/MetaGPT) (60k stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264",
   "title": "AI Agent Arsenal: 20 Battle-Tested Open-Source Powerhouses",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "70000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 8. LlamaIndex \u2014 RAG Intelligence Engine"
   ],
   "repository_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 8. LlamaIndex \u2014 RAG Intelligence Engine",
    "**GitHub:**[run-llama/llama_index](https://github.com/run-llama/llama_index) (70k stars)"
   ],
   "stars_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 8. LlamaIndex \u2014 RAG Intelligence Engine",
    "**GitHub:**[run-llama/llama_index](https://github.com/run-llama/llama_index) (70k stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264",
   "title": "AI Agent Arsenal: 20 Battle-Tested Open-Source Powerhouses",
   "project": "OpenHands (OpenDevin)",
   "repository": "https://github.com/AllHandsAI/OpenHands",
   "stars": "30000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 9. OpenHands (OpenDevin) \u2014 Coding Powerhouse"
   ],
   "repository_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 9. OpenHands (OpenDevin) \u2014 Coding Powerhouse",
    "**GitHub:**[AllHandsAI/OpenHands](https://github.com/AllHandsAI/OpenHands) (30k stars)"
   ],
   "stars_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 9. OpenHands (OpenDevin) \u2014 Coding Powerhouse",
    "**GitHub:**[AllHandsAI/OpenHands](https://github.com/AllHandsAI/OpenHands) (30k stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264",
   "title": "AI Agent Arsenal: 20 Battle-Tested Open-Source Powerhouses",
   "project": "Phidata",
   "repository": "https://github.com/phidatahq/phidata",
   "stars": "20000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 10. Phidata \u2014 Data-First Agents"
   ],
   "repository_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 10. Phidata \u2014 Data-First Agents",
    "**GitHub:**[phidatahq/phidata](https://github.com/phidatahq/phidata) (20k stars)"
   ],
   "stars_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 10. Phidata \u2014 Data-First Agents",
    "**GitHub:**[phidatahq/phidata](https://github.com/phidatahq/phidata) (20k stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264",
   "title": "AI Agent Arsenal: 20 Battle-Tested Open-Source Powerhouses",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": "40000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 11. SuperAGI \u2014 Self-Evolving Agents"
   ],
   "repository_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 11. SuperAGI \u2014 Self-Evolving Agents",
    "**GitHub:** [TransformerOptimus/SuperAGI](https://github.com/TransformerOptimus/SuperAGI) (40k stars)"
   ],
   "stars_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 11. SuperAGI \u2014 Self-Evolving Agents",
    "**GitHub:** [TransformerOptimus/SuperAGI](https://github.com/TransformerOptimus/SuperAGI) (40k stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264",
   "title": "AI Agent Arsenal: 20 Battle-Tested Open-Source Powerhouses",
   "project": "Huginn",
   "repository": "https://github.com/huginn/huginn",
   "stars": "47000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 12. Huginn \u2014 Web Surveillance Agent"
   ],
   "repository_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 12. Huginn \u2014 Web Surveillance Agent",
    "**GitHub:**[huginn/huginn](https://github.com/huginn/huginn) (47k stars)"
   ],
   "stars_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 12. Huginn \u2014 Web Surveillance Agent",
    "**GitHub:**[huginn/huginn](https://github.com/huginn/huginn) (47k stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264",
   "title": "AI Agent Arsenal: 20 Battle-Tested Open-Source Powerhouses",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": "34000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 13. AgentGPT \u2014 Instant Browser Agents"
   ],
   "repository_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 13. AgentGPT \u2014 Instant Browser Agents",
    "**GitHub:**[reworkd/AgentGPT](https://github.com/reworkd/AgentGPT) (34k stars)"
   ],
   "stars_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 13. AgentGPT \u2014 Instant Browser Agents",
    "**GitHub:**[reworkd/AgentGPT](https://github.com/reworkd/AgentGPT) (34k stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264",
   "title": "AI Agent Arsenal: 20 Battle-Tested Open-Source Powerhouses",
   "project": "Khoj",
   "repository": "https://github.com/khoj-ai/khoj",
   "stars": "31000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 14. Khoj \u2014 Personal Brain Agent"
   ],
   "repository_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 14. Khoj \u2014 Personal Brain Agent",
    "**GitHub:**[khoj-ai/khoj](https://github.com/khoj-ai/khoj) (31k stars)"
   ],
   "stars_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 14. Khoj \u2014 Personal Brain Agent",
    "**GitHub:**[khoj-ai/khoj](https://github.com/khoj-ai/khoj) (31k stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264",
   "title": "AI Agent Arsenal: 20 Battle-Tested Open-Source Powerhouses",
   "project": "CopilotKit",
   "repository": "https://github.com/CopilotKit/CopilotKit",
   "stars": "22000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 15. CopilotKit \u2014 App-Embedded Brains"
   ],
   "repository_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 15. CopilotKit \u2014 App-Embedded Brains",
    "**GitHub:**[CopilotKit/CopilotKit](https://github.com/CopilotKit/CopilotKit) (22k stars)"
   ],
   "stars_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 15. CopilotKit \u2014 App-Embedded Brains",
    "**GitHub:**[CopilotKit/CopilotKit](https://github.com/CopilotKit/CopilotKit) (22k stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264",
   "title": "AI Agent Arsenal: 20 Battle-Tested Open-Source Powerhouses",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "20000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 16. Haystack \u2014 Enterprise RAG Fortress"
   ],
   "repository_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 16. Haystack \u2014 Enterprise RAG Fortress",
    "**GitHub:**[deepset-ai/haystack](https://github.com/deepset-ai/haystack) (20k+ stars)"
   ],
   "stars_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 16. Haystack \u2014 Enterprise RAG Fortress",
    "**GitHub:**[deepset-ai/haystack](https://github.com/deepset-ai/haystack) (20k+ stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264",
   "title": "AI Agent Arsenal: 20 Battle-Tested Open-Source Powerhouses",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": "15000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 17. CAMEL \u2014 Agent Role-Play Lab"
   ],
   "repository_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 17. CAMEL \u2014 Agent Role-Play Lab",
    "**GitHub:**[camel-ai/camel](https://github.com/camel-ai/camel) (15k+ stars)"
   ],
   "stars_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 17. CAMEL \u2014 Agent Role-Play Lab",
    "**GitHub:**[camel-ai/camel](https://github.com/camel-ai/camel) (15k+ stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264",
   "title": "AI Agent Arsenal: 20 Battle-Tested Open-Source Powerhouses",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": "25000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 18. Semantic Kernel \u2014 Microsoft Agent OS"
   ],
   "repository_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 18. Semantic Kernel \u2014 Microsoft Agent OS",
    "**GitHub:**[microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel) (25k stars)"
   ],
   "stars_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 18. Semantic Kernel \u2014 Microsoft Agent OS",
    "**GitHub:**[microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel) (25k stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264",
   "title": "AI Agent Arsenal: 20 Battle-Tested Open-Source Powerhouses",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": "30000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 19. Flowise \u2014 No-Code Agent Forge"
   ],
   "repository_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 19. Flowise \u2014 No-Code Agent Forge",
    "**GitHub:**[FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise) (30k+ stars)"
   ],
   "stars_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 19. Flowise \u2014 No-Code Agent Forge",
    "**GitHub:**[FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise) (30k+ stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/ai-agent-arsenal-20-battle-tested-open-source-powerhouses-ea3d4534d264",
   "title": "AI Agent Arsenal: 20 Battle-Tested Open-Source Powerhouses",
   "project": "FastGPT",
   "repository": "https://github.com/labring/FastGPT",
   "stars": "25000",
   "description": null,
   "license": null,
   "project_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 20. FastGPT \u2014 Low-Code Agent Platform"
   ],
   "repository_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 20. FastGPT \u2014 Low-Code Agent Platform",
    "**GitHub:** [labring/FastGPT](https://github.com/labring/FastGPT) (25k stars)"
   ],
   "stars_evidence": [
    "## The 20 AI Agent Powerhouses",
    "### 20. FastGPT \u2014 Low-Code Agent Platform",
    "**GitHub:** [labring/FastGPT](https://github.com/labring/FastGPT) (25k stars)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecodedthis.com/blog/ai-agent-frameworks-harnesses-compared-2026",
   "title": "Every Agent Framework Worth Knowing in 2026, Compared",
   "project": "PI",
   "repository": "https://github.com/badlogic/pi-mono",
   "stars": "26700",
   "description": null,
   "license": null,
   "project_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## PI",
    "**Maker:** Mario Zechner (creator of libGDX) **Language:** TypeScript **GitHub:** [badlogic/pi-mono](https://github.com/badlogic/pi-mono) (26.7k stars) **License:** Open source **Install:** `npm install -g @mariozechner/pi-coding-agent`"
   ],
   "repository_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## PI",
    "**Maker:** Mario Zechner (creator of libGDX) **Language:** TypeScript **GitHub:** [badlogic/pi-mono](https://github.com/badlogic/pi-mono) (26.7k stars) **License:** Open source **Install:** `npm install -g @mariozechner/pi-coding-agent`"
   ],
   "stars_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## PI",
    "**Maker:** Mario Zechner (creator of libGDX) **Language:** TypeScript **GitHub:** [badlogic/pi-mono](https://github.com/badlogic/pi-mono) (26.7k stars) **License:** Open source **Install:** `npm install -g @mariozechner/pi-coding-agent`"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecodedthis.com/blog/ai-agent-frameworks-harnesses-compared-2026",
   "title": "Every Agent Framework Worth Knowing in 2026, Compared",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "20200",
   "description": "OpenAI\u2019s Agents SDK is the production-ready successor to Swarm, the experimental multi-agent project from late 2024.",
   "license": "MIT",
   "project_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## OpenAI Agents SDK",
    "**Maker:** OpenAI **Language:** Python (TypeScript planned) **GitHub:** [openai/openai-agents-python](https://github.com/openai/openai-agents-python) (20.2k stars) **License:** MIT"
   ],
   "repository_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## OpenAI Agents SDK",
    "**Maker:** OpenAI **Language:** Python (TypeScript planned) **GitHub:** [openai/openai-agents-python](https://github.com/openai/openai-agents-python) (20.2k stars) **License:** MIT"
   ],
   "stars_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## OpenAI Agents SDK",
    "**Maker:** OpenAI **Language:** Python (TypeScript planned) **GitHub:** [openai/openai-agents-python](https://github.com/openai/openai-agents-python) (20.2k stars) **License:** MIT"
   ],
   "description_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## OpenAI Agents SDK",
    "OpenAI\u2019s Agents SDK is the production-ready successor to Swarm, the experimental multi-agent project from late 2024."
   ],
   "license_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## OpenAI Agents SDK",
    "**Maker:** OpenAI **Language:** Python (TypeScript planned) **GitHub:** [openai/openai-agents-python](https://github.com/openai/openai-agents-python) (20.2k stars) **License:** MIT"
   ]
  },
  {
   "url": "https://vibecodedthis.com/blog/ai-agent-frameworks-harnesses-compared-2026",
   "title": "Every Agent Framework Worth Knowing in 2026, Compared",
   "project": "Google ADK (Agent Development Kit)",
   "repository": "https://github.com/google/adk-python",
   "stars": "18500",
   "description": "Google\u2019s ADK launched at Cloud NEXT in April 2025.",
   "license": "Apache-2.0",
   "project_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## Google ADK (Agent Development Kit)",
    "**Maker:** Google **Language:** Python, TypeScript, Java, Go **GitHub:** [google/adk-python](https://github.com/google/adk-python) (18.5k stars) **License:** Apache-2.0"
   ],
   "repository_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## Google ADK (Agent Development Kit)",
    "**Maker:** Google **Language:** Python, TypeScript, Java, Go **GitHub:** [google/adk-python](https://github.com/google/adk-python) (18.5k stars) **License:** Apache-2.0"
   ],
   "stars_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## Google ADK (Agent Development Kit)",
    "**Maker:** Google **Language:** Python, TypeScript, Java, Go **GitHub:** [google/adk-python](https://github.com/google/adk-python) (18.5k stars) **License:** Apache-2.0"
   ],
   "description_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## Google ADK (Agent Development Kit)",
    "Google\u2019s ADK launched at Cloud NEXT in April 2025."
   ],
   "license_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## Google ADK (Agent Development Kit)",
    "**Maker:** Google **Language:** Python, TypeScript, Java, Go **GitHub:** [google/adk-python](https://github.com/google/adk-python) (18.5k stars) **License:** Apache-2.0"
   ]
  },
  {
   "url": "https://vibecodedthis.com/blog/ai-agent-frameworks-harnesses-compared-2026",
   "title": "Every Agent Framework Worth Knowing in 2026, Compared",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "27100",
   "description": "LangGraph is LangChain\u2019s dedicated agent orchestration layer.",
   "license": "MIT",
   "project_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## LangGraph (LangChain)",
    "**Maker:** LangChain Inc. **Language:** Python, TypeScript **GitHub:** [langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) (27.1k stars) **License:** MIT"
   ],
   "repository_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## LangGraph (LangChain)",
    "**Maker:** LangChain Inc. **Language:** Python, TypeScript **GitHub:** [langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) (27.1k stars) **License:** MIT"
   ],
   "stars_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## LangGraph (LangChain)",
    "**Maker:** LangChain Inc. **Language:** Python, TypeScript **GitHub:** [langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) (27.1k stars) **License:** MIT"
   ],
   "description_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## LangGraph (LangChain)",
    "LangGraph is LangChain\u2019s dedicated agent orchestration layer."
   ],
   "license_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## LangGraph (LangChain)",
    "**Maker:** LangChain Inc. **Language:** Python, TypeScript **GitHub:** [langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) (27.1k stars) **License:** MIT"
   ]
  },
  {
   "url": "https://vibecodedthis.com/blog/ai-agent-frameworks-harnesses-compared-2026",
   "title": "Every Agent Framework Worth Knowing in 2026, Compared",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "46800",
   "description": "CrewAI models agents as team members with distinct roles.",
   "license": "MIT",
   "project_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## CrewAI",
    "**Maker:** Joao Moura **Language:** Python **GitHub:** [crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) (46.8k stars) **License:** MIT"
   ],
   "repository_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## CrewAI",
    "**Maker:** Joao Moura **Language:** Python **GitHub:** [crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) (46.8k stars) **License:** MIT"
   ],
   "stars_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## CrewAI",
    "**Maker:** Joao Moura **Language:** Python **GitHub:** [crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) (46.8k stars) **License:** MIT"
   ],
   "description_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## CrewAI",
    "CrewAI models agents as team members with distinct roles."
   ],
   "license_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## CrewAI",
    "**Maker:** Joao Moura **Language:** Python **GitHub:** [crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) (46.8k stars) **License:** MIT"
   ]
  },
  {
   "url": "https://vibecodedthis.com/blog/ai-agent-frameworks-harnesses-compared-2026",
   "title": "Every Agent Framework Worth Knowing in 2026, Compared",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "22200",
   "description": "Mastra is the TypeScript-native answer to the Python-dominated agent framework space.",
   "license": "Apache-2.0",
   "project_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## Mastra",
    "**Maker:** Gatsby team (Kyle Mathews and team) **Language:** TypeScript **GitHub:** [mastra-ai/mastra](https://github.com/mastra-ai/mastra) (22.2k stars) **License:** Apache-2.0"
   ],
   "repository_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## Mastra",
    "**Maker:** Gatsby team (Kyle Mathews and team) **Language:** TypeScript **GitHub:** [mastra-ai/mastra](https://github.com/mastra-ai/mastra) (22.2k stars) **License:** Apache-2.0"
   ],
   "stars_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## Mastra",
    "**Maker:** Gatsby team (Kyle Mathews and team) **Language:** TypeScript **GitHub:** [mastra-ai/mastra](https://github.com/mastra-ai/mastra) (22.2k stars) **License:** Apache-2.0"
   ],
   "description_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## Mastra",
    "Mastra is the TypeScript-native answer to the Python-dominated agent framework space."
   ],
   "license_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## Mastra",
    "**Maker:** Gatsby team (Kyle Mathews and team) **Language:** TypeScript **GitHub:** [mastra-ai/mastra](https://github.com/mastra-ai/mastra) (22.2k stars) **License:** Apache-2.0"
   ]
  },
  {
   "url": "https://vibecodedthis.com/blog/ai-agent-frameworks-harnesses-compared-2026",
   "title": "Every Agent Framework Worth Knowing in 2026, Compared",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "56000",
   "description": "This is the successor to AutoGen, which is now in maintenance mode (bug fixes only, no new features).",
   "license": "MIT",
   "project_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## Microsoft Agent Framework",
    "**Maker:** Microsoft **Language:** Python, .NET/C# **GitHub:** [microsoft/autogen](https://github.com/microsoft/autogen) (56k+ stars) **License:** MIT"
   ],
   "repository_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## Microsoft Agent Framework",
    "**Maker:** Microsoft **Language:** Python, .NET/C# **GitHub:** [microsoft/autogen](https://github.com/microsoft/autogen) (56k+ stars) **License:** MIT"
   ],
   "stars_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## Microsoft Agent Framework",
    "**Maker:** Microsoft **Language:** Python, .NET/C# **GitHub:** [microsoft/autogen](https://github.com/microsoft/autogen) (56k+ stars) **License:** MIT"
   ],
   "description_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## Microsoft Agent Framework",
    "This is the successor to AutoGen, which is now in maintenance mode (bug fixes only, no new features)."
   ],
   "license_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "## Microsoft Agent Framework",
    "**Maker:** Microsoft **Language:** Python, .NET/C# **GitHub:** [microsoft/autogen](https://github.com/microsoft/autogen) (56k+ stars) **License:** MIT"
   ]
  },
  {
   "url": "https://vibecodedthis.com/blog/ai-agent-frameworks-harnesses-compared-2026",
   "title": "Every Agent Framework Worth Knowing in 2026, Compared",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "26200",
   "description": "Smolagents takes a different approach: instead of tool-calling via JSON, agents write their actions as executable Python code.",
   "license": "Apache-2.0",
   "project_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "### Smolagents (Hugging Face)",
    "[GitHub](https://github.com/huggingface/smolagents) (26.2k stars, Apache-2.0)"
   ],
   "repository_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "### Smolagents (Hugging Face)",
    "[GitHub](https://github.com/huggingface/smolagents) (26.2k stars, Apache-2.0)"
   ],
   "stars_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "### Smolagents (Hugging Face)",
    "[GitHub](https://github.com/huggingface/smolagents) (26.2k stars, Apache-2.0)"
   ],
   "description_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "### Smolagents (Hugging Face)",
    "Smolagents takes a different approach: instead of tool-calling via JSON, agents write their actions as executable Python code."
   ],
   "license_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "### Smolagents (Hugging Face)",
    "[GitHub](https://github.com/huggingface/smolagents) (26.2k stars, Apache-2.0)"
   ]
  },
  {
   "url": "https://vibecodedthis.com/blog/ai-agent-frameworks-harnesses-compared-2026",
   "title": "Every Agent Framework Worth Knowing in 2026, Compared",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "38800",
   "description": "Agno rebranded from Phidata and positions itself on raw performance, claiming 5,000x faster agent instantiation and 50x lower memory consumption than LangGraph.",
   "license": "Apache-2.0",
   "project_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "### Agno (formerly Phidata)",
    "[GitHub](https://github.com/agno-agi/agno) (38.8k stars, Apache-2.0)"
   ],
   "repository_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "### Agno (formerly Phidata)",
    "[GitHub](https://github.com/agno-agi/agno) (38.8k stars, Apache-2.0)"
   ],
   "stars_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "### Agno (formerly Phidata)",
    "[GitHub](https://github.com/agno-agi/agno) (38.8k stars, Apache-2.0)"
   ],
   "description_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "### Agno (formerly Phidata)",
    "Agno rebranded from Phidata and positions itself on raw performance, claiming 5,000x faster agent instantiation and 50x lower memory consumption than LangGraph."
   ],
   "license_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "### Agno (formerly Phidata)",
    "[GitHub](https://github.com/agno-agi/agno) (38.8k stars, Apache-2.0)"
   ]
  },
  {
   "url": "https://vibecodedthis.com/blog/ai-agent-frameworks-harnesses-compared-2026",
   "title": "Every Agent Framework Worth Knowing in 2026, Compared",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": "15700",
   "description": "Built by the Pydantic team (whose validators power the Python SDKs for OpenAI, Anthropic, and Google).",
   "license": "MIT",
   "project_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "### Pydantic AI",
    "[GitHub](https://github.com/pydantic/pydantic-ai) (15.7k stars, MIT)"
   ],
   "repository_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "### Pydantic AI",
    "[GitHub](https://github.com/pydantic/pydantic-ai) (15.7k stars, MIT)"
   ],
   "stars_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "### Pydantic AI",
    "[GitHub](https://github.com/pydantic/pydantic-ai) (15.7k stars, MIT)"
   ],
   "description_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "### Pydantic AI",
    "Built by the Pydantic team (whose validators power the Python SDKs for OpenAI, Anthropic, and Google)."
   ],
   "license_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "### Pydantic AI",
    "[GitHub](https://github.com/pydantic/pydantic-ai) (15.7k stars, MIT)"
   ]
  },
  {
   "url": "https://vibecodedthis.com/blog/ai-agent-frameworks-harnesses-compared-2026",
   "title": "Every Agent Framework Worth Knowing in 2026, Compared",
   "project": "Vercel AI SDK",
   "repository": "https://github.com/vercel/ai",
   "stars": "22900",
   "description": "The most-downloaded TypeScript AI toolkit (20M+ monthly downloads).",
   "license": null,
   "project_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "### Vercel AI SDK",
    "[GitHub](https://github.com/vercel/ai) (22.9k stars)"
   ],
   "repository_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "### Vercel AI SDK",
    "[GitHub](https://github.com/vercel/ai) (22.9k stars)"
   ],
   "stars_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "### Vercel AI SDK",
    "[GitHub](https://github.com/vercel/ai) (22.9k stars)"
   ],
   "description_evidence": [
    "Every Agent Framework Worth Knowing in 2026, Compared",
    "### Vercel AI SDK",
    "The most-downloaded TypeScript AI toolkit (20M+ monthly downloads)."
   ],
   "license_evidence": null
  },
  {
   "url": "https://aiagentsquare.com/blog/ai-agent-frameworks-compared",
   "title": "AI Agent Frameworks Compared (2026): LangGraph, CrewAI, AutoGen & More",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks Compared (2026): LangGraph, CrewAI, AutoGen & More",
    "In 2026 the leaders are LangGraph (control for stateful workflows), CrewAI (role-based agent teams), AutoGen (multi-agent conversations), LangChain (broad integrations), LlamaIndex (retrieval/RAG) and Semantic Kernel (enterprise SDK discipline).",
    "LangGraph: Control for Stateful Workflows",
    "LangGraph, from the LangChain team, models an agent workflow as a graph of nodes and edges."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentsquare.com/blog/ai-agent-frameworks-compared",
   "title": "AI Agent Frameworks Compared (2026): LangGraph, CrewAI, AutoGen & More",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks Compared (2026): LangGraph, CrewAI, AutoGen & More",
    "In 2026 the leaders are LangGraph (control for stateful workflows), CrewAI (role-based agent teams), AutoGen (multi-agent conversations), LangChain (broad integrations), LlamaIndex (retrieval/RAG) and Semantic Kernel (enterprise SDK discipline).",
    "CrewAI: Role-Based Agent Teams",
    "CrewAI organizes agents as a crew, each with a defined role, working together on tasks \u2014 a researcher agent, a writer agent, a reviewer agent, and so on."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentsquare.com/blog/ai-agent-frameworks-compared",
   "title": "AI Agent Frameworks Compared (2026): LangGraph, CrewAI, AutoGen & More",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks Compared (2026): LangGraph, CrewAI, AutoGen & More",
    "In 2026 the leaders are LangGraph (control for stateful workflows), CrewAI (role-based agent teams), AutoGen (multi-agent conversations), LangChain (broad integrations), LlamaIndex (retrieval/RAG) and Semantic Kernel (enterprise SDK discipline).",
    "Microsoft AutoGen: Multi-Agent Conversations",
    "AutoGen, from Microsoft, treats workflows as conversations between agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentsquare.com/blog/ai-agent-frameworks-compared",
   "title": "AI Agent Frameworks Compared (2026): LangGraph, CrewAI, AutoGen & More",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks Compared (2026): LangGraph, CrewAI, AutoGen & More",
    "In 2026 the leaders are LangGraph (control for stateful workflows), CrewAI (role-based agent teams), AutoGen (multi-agent conversations), LangChain (broad integrations), LlamaIndex (retrieval/RAG) and Semantic Kernel (enterprise SDK discipline).",
    "LangChain, LlamaIndex and Semantic Kernel",
    "**LangChain** is the broad, general-purpose toolkit with the widest array of integrations \u2014 model providers, vector stores, tools and document loaders \u2014 making it a strong default when you need to wire many components together quickly."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentsquare.com/blog/ai-agent-frameworks-compared",
   "title": "AI Agent Frameworks Compared (2026): LangGraph, CrewAI, AutoGen & More",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks Compared (2026): LangGraph, CrewAI, AutoGen & More",
    "In 2026 the leaders are LangGraph (control for stateful workflows), CrewAI (role-based agent teams), AutoGen (multi-agent conversations), LangChain (broad integrations), LlamaIndex (retrieval/RAG) and Semantic Kernel (enterprise SDK discipline).",
    "LangChain, LlamaIndex and Semantic Kernel",
    "**LlamaIndex** is the specialist for retrieval-augmented generation (RAG): connecting LLMs to your own data through indexing, retrieval and query engines."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentsquare.com/blog/ai-agent-frameworks-compared",
   "title": "AI Agent Frameworks Compared (2026): LangGraph, CrewAI, AutoGen & More",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks Compared (2026): LangGraph, CrewAI, AutoGen & More",
    "In 2026 the leaders are LangGraph (control for stateful workflows), CrewAI (role-based agent teams), AutoGen (multi-agent conversations), LangChain (broad integrations), LlamaIndex (retrieval/RAG) and Semantic Kernel (enterprise SDK discipline).",
    "LangChain, LlamaIndex and Semantic Kernel",
    "**Semantic Kernel**, from Microsoft, brings enterprise SDK discipline \u2014 strong typing, planners and a structure that fits established software-engineering practices \u2014 which appeals to enterprise teams in .NET and similarly governed environments."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentsquare.com/blog/ai-agent-frameworks-compared",
   "title": "AI Agent Frameworks Compared (2026): LangGraph, CrewAI, AutoGen & More",
   "project": "MetaGPT",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks Compared (2026): LangGraph, CrewAI, AutoGen & More",
    "Newer and Niche Frameworks",
    "**MetaGPT** focuses on software-development automation, modeling a workflow as a simulated software company with specialized agent roles producing code and artifacts."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentsquare.com/blog/ai-agent-frameworks-compared",
   "title": "AI Agent Frameworks Compared (2026): LangGraph, CrewAI, AutoGen & More",
   "project": "OpenAgents",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks Compared (2026): LangGraph, CrewAI, AutoGen & More",
    "Newer and Niche Frameworks",
    "**OpenAgents** and similar projects target task-execution domains such as financial workflows."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://letsdatascience.com/blog/ai-agent-frameworks-compared",
   "title": "AI Agent Frameworks 2026: LangGraph vs CrewAI & More",
   "project": "LangGraph",
   "repository": null,
   "stars": "24600",
   "description": null,
   "license": null,
   "project_evidence": [
    "LangGraph reached 1.0 GA back in October 2025 and has since climbed to v1.0.10.",
    "### LangGraph: Graphs for Complex Workflows"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "**Version:** 1.0.10 (1.0 GA since October 2025) | **GitHub:** 24.6K stars | **PyPI:** 38M+ monthly downloads",
    "### LangGraph: Graphs for Complex Workflows"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://letsdatascience.com/blog/ai-agent-frameworks-compared",
   "title": "AI Agent Frameworks 2026: LangGraph vs CrewAI & More",
   "project": "CrewAI",
   "repository": null,
   "stars": "44600",
   "description": null,
   "license": null,
   "project_evidence": [
    "CrewAI crossed 44,600 GitHub stars and shipped v1.10.1 with native MCP and A2A support.",
    "### CrewAI: Role-Based Multi-Agent Teams"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "CrewAI crossed 44,600 GitHub stars and shipped v1.10.1 with native MCP and A2A support.",
    "### CrewAI: Role-Based Multi-Agent Teams"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/zero-human-company-2026",
   "title": "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
   "project": "paperclip",
   "repository": "https://ossinsight.io/analyze/paperclipai/paperclip",
   "stars": "43911",
   "description": null,
   "license": null,
   "project_evidence": [
    "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
    "| [paperclipai/paperclip](https://ossinsight.io/analyze/paperclipai/paperclip) | 43,911 | 30 | **1,464** | **15.4%** |",
    "### Pattern 1: Task Manager OS (`paperclipai/paperclip`)"
   ],
   "repository_evidence": [
    "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
    "| [paperclipai/paperclip](https://ossinsight.io/analyze/paperclipai/paperclip) | 43,911 | 30 | **1,464** | **15.4%** |"
   ],
   "stars_evidence": [
    "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
    "| [paperclipai/paperclip](https://ossinsight.io/analyze/paperclipai/paperclip) | 43,911 | 30 | **1,464** | **15.4%** |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/zero-human-company-2026",
   "title": "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
   "project": "oh-my-claudecode",
   "repository": "https://ossinsight.io/analyze/Yeachan-Heo/oh-my-claudecode",
   "stars": "21015",
   "description": null,
   "license": null,
   "project_evidence": [
    "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
    "| [Yeachan-Heo/oh-my-claudecode](https://ossinsight.io/analyze/Yeachan-Heo/oh-my-claudecode) | 21,015 | 83 | 253 | 8.4% |",
    "### Pattern 3: Harness Orchestrator (`oh-my-claudecode`)"
   ],
   "repository_evidence": [
    "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
    "| [Yeachan-Heo/oh-my-claudecode](https://ossinsight.io/analyze/Yeachan-Heo/oh-my-claudecode) | 21,015 | 83 | 253 | 8.4% |"
   ],
   "stars_evidence": [
    "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
    "| [Yeachan-Heo/oh-my-claudecode](https://ossinsight.io/analyze/Yeachan-Heo/oh-my-claudecode) | 21,015 | 83 | 253 | 8.4% |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/zero-human-company-2026",
   "title": "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
   "project": "edict",
   "repository": "https://ossinsight.io/analyze/cft0808/edict",
   "stars": "13905",
   "description": null,
   "license": null,
   "project_evidence": [
    "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
    "| [cft0808/edict](https://ossinsight.io/analyze/cft0808/edict) | 13,905 | 38 | 366 | 10.2% |",
    "### Pattern 2: Hierarchical Imperial Architecture (`cft0808/edict`)"
   ],
   "repository_evidence": [
    "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
    "| [cft0808/edict](https://ossinsight.io/analyze/cft0808/edict) | 13,905 | 38 | 366 | 10.2% |"
   ],
   "stars_evidence": [
    "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
    "| [cft0808/edict](https://ossinsight.io/analyze/cft0808/edict) | 13,905 | 38 | 366 | 10.2% |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/zero-human-company-2026",
   "title": "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
   "project": "tinyagi",
   "repository": "https://ossinsight.io/analyze/TinyAGI/tinyagi",
   "stars": "3446",
   "description": null,
   "license": null,
   "project_evidence": [
    "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
    "| [TinyAGI/tinyagi](https://ossinsight.io/analyze/TinyAGI/tinyagi) | 3,446 | 52 | 66 | 14.1% |"
   ],
   "repository_evidence": [
    "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
    "| [TinyAGI/tinyagi](https://ossinsight.io/analyze/TinyAGI/tinyagi) | 3,446 | 52 | 66 | 14.1% |"
   ],
   "stars_evidence": [
    "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
    "| [TinyAGI/tinyagi](https://ossinsight.io/analyze/TinyAGI/tinyagi) | 3,446 | 52 | 66 | 14.1% |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/zero-human-company-2026",
   "title": "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
   "project": "clawcompany",
   "repository": "https://ossinsight.io/analyze/Claw-Company/clawcompany",
   "stars": "749",
   "description": null,
   "license": null,
   "project_evidence": [
    "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
    "| [Claw-Company/clawcompany](https://ossinsight.io/analyze/Claw-Company/clawcompany) | 749 | 19 | 39 | 9.6% |",
    "### Pattern 4: Role Templates (`Claw-Company/clawcompany`)"
   ],
   "repository_evidence": [
    "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
    "| [Claw-Company/clawcompany](https://ossinsight.io/analyze/Claw-Company/clawcompany) | 749 | 19 | 39 | 9.6% |"
   ],
   "stars_evidence": [
    "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
    "| [Claw-Company/clawcompany](https://ossinsight.io/analyze/Claw-Company/clawcompany) | 749 | 19 | 39 | 9.6% |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/zero-human-company-2026",
   "title": "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
   "project": "auto-company",
   "repository": "https://ossinsight.io/analyze/nicepkg/auto-company",
   "stars": "128",
   "description": null,
   "license": null,
   "project_evidence": [
    "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
    "| [nicepkg/auto-company](https://ossinsight.io/analyze/nicepkg/auto-company) | 128 | 50 | 2.6 | 34.4% |"
   ],
   "repository_evidence": [
    "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
    "| [nicepkg/auto-company](https://ossinsight.io/analyze/nicepkg/auto-company) | 128 | 50 | 2.6 | 34.4% |"
   ],
   "stars_evidence": [
    "The Zero-Human Company Wave: GitHub's Most Ambitious Bet of 2026",
    "| [nicepkg/auto-company](https://ossinsight.io/analyze/nicepkg/auto-company) | 128 | 50 | 2.6 | 34.4% |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "agent-harness-generator",
   "repository": "ruvnet/agent-harness-generator",
   "stars": "201",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### agent-harness-generator"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "ruvnet/agent-harness-generatorself-host201"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "ruvnet/agent-harness-generatorself-host201"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "Trend2Video-Pro",
   "repository": "2417467487-hub/Trend2Video-Pro",
   "stars": "211",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### Trend2Video-Pro"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "2417467487-hub/Trend2Video-Proself-host211"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "2417467487-hub/Trend2Video-Proself-host211"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "nudgebee",
   "repository": "nudgebee/nudgebee",
   "stars": "255",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### nudgebee"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "nudgebee/nudgebeeself-host255"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "nudgebee/nudgebeeself-host255"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "awesome-autoresearch",
   "repository": "webfuse-com/awesome-autoresearch",
   "stars": "2200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### awesome-autoresearch"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "webfuse-com/awesome-autoresearchself-host2.2k"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "webfuse-com/awesome-autoresearchself-host2.2k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "go-micro",
   "repository": "micro/go-micro",
   "stars": "22800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### go-micro"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "micro/go-microself-host22.8k"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "micro/go-microself-host22.8k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "mateclaw",
   "repository": "mateaix/mateclaw",
   "stars": "644",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### mateclaw"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "mateaix/mateclawself-host644"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "mateaix/mateclawself-host644"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "FAROS",
   "repository": "OpenNSWM-Lab/FAROS",
   "stars": "1000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### FAROS"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "OpenNSWM-Lab/FAROSself-host1k"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "OpenNSWM-Lab/FAROSself-host1k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "chidori",
   "repository": "ThousandBirdsInc/chidori",
   "stars": "1400",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### chidori"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "ThousandBirdsInc/chidoriself-host1.4k"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "ThousandBirdsInc/chidoriself-host1.4k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "omnigent",
   "repository": "omnigent-ai/omnigent",
   "stars": "3800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### omnigent"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "omnigent-ai/omnigentself-host3.8k"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "omnigent-ai/omnigentself-host3.8k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "LobsterAI",
   "repository": "netease-youdao/LobsterAI",
   "stars": "5300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### LobsterAI"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "netease-youdao/LobsterAIself-host5.3k"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "netease-youdao/LobsterAIself-host5.3k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "gbase",
   "repository": "garyqlin/gbase",
   "stars": "201",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### gbase"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "garyqlin/gbaseself-host201"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "garyqlin/gbaseself-host201"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "burner-agents",
   "repository": "NotPBShaw/burner-agents",
   "stars": "557",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### burner-agents"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "NotPBShaw/burner-agentsself-host557"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "NotPBShaw/burner-agentsself-host557"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "fablize",
   "repository": "fivetaku/fablize",
   "stars": "483",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### fablize"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "fivetaku/fablizeself-host483"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "fivetaku/fablizeself-host483"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "zeroshot",
   "repository": "the-open-engine/zeroshot",
   "stars": "1500",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### zeroshot"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "the-open-engine/zeroshotself-host1.5k"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "the-open-engine/zeroshotself-host1.5k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "designpowers",
   "repository": "Owl-Listener/designpowers",
   "stars": "205",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### designpowers"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "Owl-Listener/designpowersself-host205"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "Owl-Listener/designpowersself-host205"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "awesome-agent-evolution",
   "repository": "Shiyao-Huang/awesome-agent-evolution",
   "stars": "228",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### awesome-agent-evolution"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "Shiyao-Huang/awesome-agent-evolutionself-host228"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "Shiyao-Huang/awesome-agent-evolutionself-host228"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "yomo",
   "repository": "yomorun/yomo",
   "stars": "1900",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### yomo"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "yomorun/yomoself-host1.9k"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "yomorun/yomoself-host1.9k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "superagentx",
   "repository": "superagentxai/superagentx",
   "stars": "200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### superagentx"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "superagentxai/superagentxself-host200"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "superagentxai/superagentxself-host200"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "EdgeBox",
   "repository": "BIGPPWONG/EdgeBox",
   "stars": "202",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### EdgeBox"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "BIGPPWONG/EdgeBoxself-host202"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "BIGPPWONG/EdgeBoxself-host202"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "agent-graph",
   "repository": "keta1930/agent-graph",
   "stars": "202",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### agent-graph"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "keta1930/agent-graphself-host202"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "keta1930/agent-graphself-host202"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "node9-proxy",
   "repository": "node9-ai/node9-proxy",
   "stars": "205",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### node9-proxy"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "node9-ai/node9-proxyself-host205"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "node9-ai/node9-proxyself-host205"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "oysterworkflow",
   "repository": "ShuxinYang111/oysterworkflow",
   "stars": "202",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### oysterworkflow"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "ShuxinYang111/oysterworkflowself-host202"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "ShuxinYang111/oysterworkflowself-host202"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "Eva01",
   "repository": "Genesis1231/Eva01",
   "stars": "203",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### Eva01"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "Genesis1231/Eva01self-host203"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "Genesis1231/Eva01self-host203"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://takoapi.com/agents?scenario=agent-frameworks",
   "title": "Agent Marketplace \u2014 TakoAPI",
   "project": "scholar-search-mcp",
   "repository": "Silung/scholar-search-mcp",
   "stars": "203",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Marketplace",
    "### scholar-search-mcp"
   ],
   "repository_evidence": [
    "# Agent Marketplace",
    "Silung/scholar-search-mcpself-host203"
   ],
   "stars_evidence": [
    "# Agent Marketplace",
    "Silung/scholar-search-mcpself-host203"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentorg.run/alternatives/crewai",
   "title": "Best CrewAI Alternatives in 2026 \u2014 Ranked & Compared",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The best alternatives, ranked",
    "#2DifyBest for teams building bespoke LLM applications with custom prompts and retrieval.",
    "An open-source platform for building and hosting LLM apps, agents, and RAG pipelines."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentorg.run/alternatives/crewai",
   "title": "Best CrewAI Alternatives in 2026 \u2014 Ranked & Compared",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The best alternatives, ranked",
    "#4![](/brand/integrations/flowise.png)FlowiseBest for builders who want a visual way to prototype LLM and agent flows.",
    "An open-source, drag-and-drop builder for LLM apps and agent flows."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentorg.run/alternatives/crewai",
   "title": "Best CrewAI Alternatives in 2026 \u2014 Ranked & Compared",
   "project": "Langflow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The best alternatives, ranked",
    "#5![](/brand/integrations/langflow.png)LangflowBest for developers prototyping RAG and agent pipelines visually.",
    "An open-source visual builder for LLM-powered apps and agent pipelines."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bovo-digital.tech/en/blog/12-most-powerful-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks 2026: LangGraph vs\u2026",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 AI Agent Frameworks (2026): Python vs Low-Code Comparison",
    "## 1. LangGraph",
    "**LangGraph** has become the reference for production agents within the LangChain ecosystem."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bovo-digital.tech/en/blog/12-most-powerful-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks 2026: LangGraph vs\u2026",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 AI Agent Frameworks (2026): Python vs Low-Code Comparison",
    "## 2. LangChain",
    "**LangChain** remains the most widely adopted toolkit for connecting LLMs to data sources, APIs, and tool chains."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bovo-digital.tech/en/blog/12-most-powerful-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks 2026: LangGraph vs\u2026",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 AI Agent Frameworks (2026): Python vs Low-Code Comparison",
    "### 3. Semantic Kernel",
    "Built by **Microsoft**, **Semantic Kernel** targets teams invested in .NET and Azure."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bovo-digital.tech/en/blog/12-most-powerful-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks 2026: LangGraph vs\u2026",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 AI Agent Frameworks (2026): Python vs Low-Code Comparison",
    "### 4. CrewAI",
    "**CrewAI** popularized **agent teams** with explicit roles: researcher, strategist, writer, analyst, reviewer."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bovo-digital.tech/en/blog/12-most-powerful-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks 2026: LangGraph vs\u2026",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 AI Agent Frameworks (2026): Python vs Low-Code Comparison",
    "### 5. AutoGen",
    "**AutoGen** (Microsoft Research / open ecosystem) excels at **agent-to-agent communication** and dynamic conversations involving humans and machines."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bovo-digital.tech/en/blog/12-most-powerful-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks 2026: LangGraph vs\u2026",
   "project": "Haystack",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 AI Agent Frameworks (2026): Python vs Low-Code Comparison",
    "### 6. Haystack",
    "**Haystack** (deepset) is a reference for **retrieval-augmented generation** (RAG) and document pipelines."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bovo-digital.tech/en/blog/12-most-powerful-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks 2026: LangGraph vs\u2026",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 AI Agent Frameworks (2026): Python vs Low-Code Comparison",
    "### 7. LlamaIndex",
    "**LlamaIndex** evolved from a data indexing framework into a full platform for **data-aware agents**."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bovo-digital.tech/en/blog/12-most-powerful-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks 2026: LangGraph vs\u2026",
   "project": "PydanticAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 AI Agent Frameworks (2026): Python vs Low-Code Comparison",
    "### 8. PydanticAI",
    "**PydanticAI** builds on **Pydantic** for **structured, typed outputs**."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bovo-digital.tech/en/blog/12-most-powerful-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks 2026: LangGraph vs\u2026",
   "project": "DSPy",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 AI Agent Frameworks (2026): Python vs Low-Code Comparison",
    "### 9. DSPy",
    "**DSPy** (Stanford) shifts the paradigm: instead of hand-crafted prompts, you define **goals** and **metrics**; the framework **optimizes** model interactions automatically."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bovo-digital.tech/en/blog/12-most-powerful-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks 2026: LangGraph vs\u2026",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 AI Agent Frameworks (2026): Python vs Low-Code Comparison",
    "### 10. OpenAI Agents SDK",
    "The **OpenAI Agents SDK** (OpenAI documentation, 2025\u20132026) offers a minimal surface to build agents with tools, multi-agent handoffs, and integrated tracing on OpenAI models."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bovo-digital.tech/en/blog/12-most-powerful-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks 2026: LangGraph vs\u2026",
   "project": "Agno",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 AI Agent Frameworks (2026): Python vs Low-Code Comparison",
    "### 11. Agno",
    "**Agno** (formerly Phidata) bets on **lightweight** setup and speed."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bovo-digital.tech/en/blog/12-most-powerful-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks 2026: LangGraph vs\u2026",
   "project": "Atomic Agents",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 AI Agent Frameworks (2026): Python vs Low-Code Comparison",
    "### 12. Atomic Agents",
    "**Atomic Agents** pushes **modularity**: reusable components assembled like LEGO bricks."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-open-source-voice-agent-frameworks",
   "title": "The 6 Best Open-Source Voice Agent Frameworks in 2026 (Ranked)",
   "project": "Pipecat",
   "repository": "https://github.com/pipecat-ai/pipecat",
   "stars": "13416",
   "description": null,
   "license": null,
   "project_evidence": [
    "The 6 Best Open-Source Voice Agent Frameworks in 2026 (Ranked)",
    "Here's the shortlist at a glance.",
    "| Rank | Framework | Stars (Jul 2026) | License | Language | Telephony | Best for |",
    "| 1 | Pipecat | 13,416 | BSD-2-Clause | Python | Twilio, Daily, Telnyx | All-round production builds |",
    "1. Pipecat \u2014 the best all-round choice",
    "[Pipecat](https://github.com/pipecat-ai/pipecat), built by the team behind Daily, is a Python framework that models a conversation as a pipeline: audio comes in, flows through speech-to-text, a language model, and text-to-speech, and audio goes back out."
   ],
   "repository_evidence": [
    "The 6 Best Open-Source Voice Agent Frameworks in 2026 (Ranked)",
    "1. Pipecat \u2014 the best all-round choice",
    "[Pipecat](https://github.com/pipecat-ai/pipecat), built by the team behind Daily, is a Python framework that models a conversation as a pipeline: audio comes in, flows through speech-to-text, a language model, and text-to-speech, and audio goes back out."
   ],
   "stars_evidence": [
    "The 6 Best Open-Source Voice Agent Frameworks in 2026 (Ranked)",
    "We pulled live GitHub numbers on July 14, 2026: Pipecat sits at 13,416 stars, LiveKit Agents at 11,356, and TEN Framework at 10,898.",
    "Here's the shortlist at a glance.",
    "| Rank | Framework | Stars (Jul 2026) | License | Language | Telephony | Best for |",
    "| 1 | Pipecat | 13,416 | BSD-2-Clause | Python | Twilio, Daily, Telnyx | All-round production builds |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-open-source-voice-agent-frameworks",
   "title": "The 6 Best Open-Source Voice Agent Frameworks in 2026 (Ranked)",
   "project": "LiveKit Agents",
   "repository": "https://github.com/livekit/agents",
   "stars": "11356",
   "description": null,
   "license": null,
   "project_evidence": [
    "The 6 Best Open-Source Voice Agent Frameworks in 2026 (Ranked)",
    "Here's the shortlist at a glance.",
    "| Rank | Framework | Stars (Jul 2026) | License | Language | Telephony | Best for |",
    "| 2 | LiveKit Agents | 11,356 | Apache-2.0 | Python, Node | Native SIP + phone numbers | Scale and realtime |",
    "2. LiveKit Agents \u2014 built for scale and realtime",
    "[LiveKit Agents](https://github.com/livekit/agents) takes a different approach."
   ],
   "repository_evidence": [
    "The 6 Best Open-Source Voice Agent Frameworks in 2026 (Ranked)",
    "2. LiveKit Agents \u2014 built for scale and realtime",
    "[LiveKit Agents](https://github.com/livekit/agents) takes a different approach."
   ],
   "stars_evidence": [
    "The 6 Best Open-Source Voice Agent Frameworks in 2026 (Ranked)",
    "We pulled live GitHub numbers on July 14, 2026: Pipecat sits at 13,416 stars, LiveKit Agents at 11,356, and TEN Framework at 10,898.",
    "Here's the shortlist at a glance.",
    "| Rank | Framework | Stars (Jul 2026) | License | Language | Telephony | Best for |",
    "| 2 | LiveKit Agents | 11,356 | Apache-2.0 | Python, Node | Native SIP + phone numbers | Scale and realtime |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-open-source-voice-agent-frameworks",
   "title": "The 6 Best Open-Source Voice Agent Frameworks in 2026 (Ranked)",
   "project": "TEN Framework",
   "repository": "https://github.com/TEN-framework/ten-framework",
   "stars": "10898",
   "description": null,
   "license": null,
   "project_evidence": [
    "The 6 Best Open-Source Voice Agent Frameworks in 2026 (Ranked)",
    "Here's the shortlist at a glance.",
    "| Rank | Framework | Stars (Jul 2026) | License | Language | Telephony | Best for |",
    "| 3 | TEN Framework | 10,898 | Apache-2.0 (hybrid) | C, Go, Python, JS | Via Agora RTC | Multimodal and edge |",
    "[TEN Framework](https://github.com/TEN-framework/ten-framework) (Transformative Extensions Network), backed by Agora, describes your agent as a graph of nodes: STT, LLM, tools, memory, vision."
   ],
   "repository_evidence": [
    "The 6 Best Open-Source Voice Agent Frameworks in 2026 (Ranked)",
    "[TEN Framework](https://github.com/TEN-framework/ten-framework) (Transformative Extensions Network), backed by Agora, describes your agent as a graph of nodes: STT, LLM, tools, memory, vision."
   ],
   "stars_evidence": [
    "The 6 Best Open-Source Voice Agent Frameworks in 2026 (Ranked)",
    "We pulled live GitHub numbers on July 14, 2026: Pipecat sits at 13,416 stars, LiveKit Agents at 11,356, and TEN Framework at 10,898.",
    "Here's the shortlist at a glance.",
    "| Rank | Framework | Stars (Jul 2026) | License | Language | Telephony | Best for |",
    "| 3 | TEN Framework | 10,898 | Apache-2.0 (hybrid) | C, Go, Python, JS | Via Agora RTC | Multimodal and edge |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-open-source-voice-agent-frameworks",
   "title": "The 6 Best Open-Source Voice Agent Frameworks in 2026 (Ranked)",
   "project": "Bolna",
   "repository": "https://github.com/bolna-ai/bolna",
   "stars": "695",
   "description": null,
   "license": null,
   "project_evidence": [
    "The 6 Best Open-Source Voice Agent Frameworks in 2026 (Ranked)",
    "Here's the shortlist at a glance.",
    "| Rank | Framework | Stars (Jul 2026) | License | Language | Telephony | Best for |",
    "| 4 | Bolna | 695 | MIT | Python | Twilio, Plivo, Exotel, SIP | Fast phone agents |",
    "4. Bolna \u2014 the fastest path to a phone agent",
    "[Bolna](https://github.com/bolna-ai/bolna) is smaller (695 stars) and more opinionated than the top three, and that's exactly its strength."
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    "4. Bolna \u2014 the fastest path to a phone agent",
    "[Bolna](https://github.com/bolna-ai/bolna) is smaller (695 stars) and more opinionated than the top three, and that's exactly its strength."
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   "stars_evidence": [
    "The 6 Best Open-Source Voice Agent Frameworks in 2026 (Ranked)",
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    "| Rank | Framework | Stars (Jul 2026) | License | Language | Telephony | Best for |",
    "| 4 | Bolna | 695 | MIT | Python | Twilio, Plivo, Exotel, SIP | Fast phone agents |",
    "[Bolna](https://github.com/bolna-ai/bolna) is smaller (695 stars) and more opinionated than the top three, and that's exactly its strength."
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   "description_evidence": null,
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    "| 5 | FastRTC | 4,618 | MIT | Python | WebRTC (bring your own) | Prototypes and demos |",
    "5. FastRTC \u2014 the lightweight prototyping option",
    "[FastRTC](https://github.com/gradio-app/fastrtc), from the Hugging Face and Gradio team, isn't a full agent framework, and that's the point."
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   "repository_evidence": [
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    "5. FastRTC \u2014 the lightweight prototyping option",
    "[FastRTC](https://github.com/gradio-app/fastrtc), from the Hugging Face and Gradio team, isn't a full agent framework, and that's the point."
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    "The 6 Best Open-Source Voice Agent Frameworks in 2026 (Ranked)",
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    "| Rank | Framework | Stars (Jul 2026) | License | Language | Telephony | Best for |",
    "| 5 | FastRTC | 4,618 | MIT | Python | WebRTC (bring your own) | Prototypes and demos |"
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    "| 6 | Vocode | 3,773 | MIT | Python | Twilio, Vonage | Reference, with caveats |",
    "6. Vocode \u2014 historically important, with a maintenance caveat",
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   "title": "GitHub - keon/awesome-workflow-automation: A curated list of Workflow Automation Software, Engines and Tools",
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    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
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    "- **[CrewAI](https://github.com/crewAIInc/crewAI)** \u2b50 32K+ stars \u2014 Role-based multi-agent framework. Agents collaborate like a team, each with a defined role. Minimal setup, works without LangChain. Popular for customer service and marketing automation."
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   "repository_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[CrewAI](https://github.com/crewAIInc/crewAI)** \u2b50 32K+ stars \u2014 Role-based multi-agent framework. Agents collaborate like a team, each with a defined role. Minimal setup, works without LangChain. Popular for customer service and marketing automation."
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    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
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    "- **[CrewAI](https://github.com/crewAIInc/crewAI)** \u2b50 32K+ stars \u2014 Role-based multi-agent framework. Agents collaborate like a team, each with a defined role. Minimal setup, works without LangChain. Popular for customer service and marketing automation."
   ],
   "description_evidence": null,
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   "title": "GitHub - keon/awesome-workflow-automation: A curated list of Workflow Automation Software, Engines and Tools",
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    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[LangChain](https://github.com/langchain-ai/langchain)** \u2b50 90K+ stars \u2014 The foundational LLM framework. Tools, memory, retrieval, agents, chains. Vast ecosystem and wide adoption."
   ],
   "repository_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[LangChain](https://github.com/langchain-ai/langchain)** \u2b50 90K+ stars \u2014 The foundational LLM framework. Tools, memory, retrieval, agents, chains. Vast ecosystem and wide adoption."
   ],
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[LangChain](https://github.com/langchain-ai/langchain)** \u2b50 90K+ stars \u2014 The foundational LLM framework. Tools, memory, retrieval, agents, chains. Vast ecosystem and wide adoption."
   ],
   "description_evidence": null,
   "license_evidence": null
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   "url": "https://github.com/keon/awesome-workflow-automation",
   "title": "GitHub - keon/awesome-workflow-automation: A curated list of Workflow Automation Software, Engines and Tools",
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   "stars": "10000",
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   "project_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[LangGraph](https://github.com/langchain-ai/langgraph)** \u2b50 10K+ stars \u2014 Graph-based stateful multi-agent orchestration from LangChain. Build cyclical, precise agent workflows with full control over state."
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   "repository_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[LangGraph](https://github.com/langchain-ai/langgraph)** \u2b50 10K+ stars \u2014 Graph-based stateful multi-agent orchestration from LangChain. Build cyclical, precise agent workflows with full control over state."
   ],
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[LangGraph](https://github.com/langchain-ai/langgraph)** \u2b50 10K+ stars \u2014 Graph-based stateful multi-agent orchestration from LangChain. Build cyclical, precise agent workflows with full control over state."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
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   "title": "GitHub - keon/awesome-workflow-automation: A curated list of Workflow Automation Software, Engines and Tools",
   "project": "AutoGen (Microsoft)",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "35000",
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   "project_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[AutoGen (Microsoft)](https://github.com/microsoft/autogen)** \u2b50 35K+ stars \u2014 Conversational multi-agent framework. Agents collaborate, iterate, and execute with minimal human input. Popular in academic and training environments."
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   "repository_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[AutoGen (Microsoft)](https://github.com/microsoft/autogen)** \u2b50 35K+ stars \u2014 Conversational multi-agent framework. Agents collaborate, iterate, and execute with minimal human input. Popular in academic and training environments."
   ],
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[AutoGen (Microsoft)](https://github.com/microsoft/autogen)** \u2b50 35K+ stars \u2014 Conversational multi-agent framework. Agents collaborate, iterate, and execute with minimal human input. Popular in academic and training environments."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
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   "title": "GitHub - keon/awesome-workflow-automation: A curated list of Workflow Automation Software, Engines and Tools",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "11000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[OpenAI Agents SDK](https://github.com/openai/openai-agents-python)** \u2b50 11K+ stars \u2014 Lightweight Python SDK for multi-agent workflows. Provider-agnostic (100+ LLMs), built-in tracing and guardrails. Released March 2025."
   ],
   "repository_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[OpenAI Agents SDK](https://github.com/openai/openai-agents-python)** \u2b50 11K+ stars \u2014 Lightweight Python SDK for multi-agent workflows. Provider-agnostic (100+ LLMs), built-in tracing and guardrails. Released March 2025."
   ],
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[OpenAI Agents SDK](https://github.com/openai/openai-agents-python)** \u2b50 11K+ stars \u2014 Lightweight Python SDK for multi-agent workflows. Provider-agnostic (100+ LLMs), built-in tracing and guardrails. Released March 2025."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
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   "title": "GitHub - keon/awesome-workflow-automation: A curated list of Workflow Automation Software, Engines and Tools",
   "project": "SmolAgents (Hugging Face)",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "10000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[SmolAgents (Hugging Face)](https://github.com/huggingface/smolagents)** \u2b50 10K+ stars \u2014 Minimal Python library for powerful agents. Uses code execution as the primary agent action rather than JSON tool calls."
   ],
   "repository_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[SmolAgents (Hugging Face)](https://github.com/huggingface/smolagents)** \u2b50 10K+ stars \u2014 Minimal Python library for powerful agents. Uses code execution as the primary agent action rather than JSON tool calls."
   ],
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[SmolAgents (Hugging Face)](https://github.com/huggingface/smolagents)** \u2b50 10K+ stars \u2014 Minimal Python library for powerful agents. Uses code execution as the primary agent action rather than JSON tool calls."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
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   "title": "GitHub - keon/awesome-workflow-automation: A curated list of Workflow Automation Software, Engines and Tools",
   "project": "PydanticAI",
   "repository": null,
   "stars": "7000",
   "description": null,
   "license": null,
   "project_evidence": [
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    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[PydanticAI](https://ai.pydantic.dev/)** \u2b50 7K+ stars \u2014 Agent framework built on Pydantic. Type-safe, structured LLM outputs and actions. Natural fit for FastAPI developers."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[PydanticAI](https://ai.pydantic.dev/)** \u2b50 7K+ stars \u2014 Agent framework built on Pydantic. Type-safe, structured LLM outputs and actions. Natural fit for FastAPI developers."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
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   "title": "GitHub - keon/awesome-workflow-automation: A curated list of Workflow Automation Software, Engines and Tools",
   "project": "Semantic Kernel (Microsoft)",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": "22000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[Semantic Kernel (Microsoft)](https://github.com/microsoft/semantic-kernel)** \u2b50 22K+ stars \u2014 SDK for integrating LLMs into .NET, Python, and Java applications. Enterprise-ready agentic workflows."
   ],
   "repository_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[Semantic Kernel (Microsoft)](https://github.com/microsoft/semantic-kernel)** \u2b50 22K+ stars \u2014 SDK for integrating LLMs into .NET, Python, and Java applications. Enterprise-ready agentic workflows."
   ],
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[Semantic Kernel (Microsoft)](https://github.com/microsoft/semantic-kernel)** \u2b50 22K+ stars \u2014 SDK for integrating LLMs into .NET, Python, and Java applications. Enterprise-ready agentic workflows."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-workflow-automation",
   "title": "GitHub - keon/awesome-workflow-automation: A curated list of Workflow Automation Software, Engines and Tools",
   "project": "Swarms",
   "repository": "https://github.com/kyegomez/swarms",
   "stars": "4000",
   "description": null,
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   "project_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[Swarms](https://github.com/kyegomez/swarms)** \u2b50 4K+ stars \u2014 Framework for orchestrating large swarms of AI agents for enterprise automation at scale."
   ],
   "repository_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[Swarms](https://github.com/kyegomez/swarms)** \u2b50 4K+ stars \u2014 Framework for orchestrating large swarms of AI agents for enterprise automation at scale."
   ],
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[Swarms](https://github.com/kyegomez/swarms)** \u2b50 4K+ stars \u2014 Framework for orchestrating large swarms of AI agents for enterprise automation at scale."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-workflow-automation",
   "title": "GitHub - keon/awesome-workflow-automation: A curated list of Workflow Automation Software, Engines and Tools",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": "15000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[SuperAGI](https://github.com/TransformerOptimus/SuperAGI)** \u2b50 15K+ stars \u2014 Open-source autonomous AI agent framework with GUI, performance telemetry, and a tools marketplace."
   ],
   "repository_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[SuperAGI](https://github.com/TransformerOptimus/SuperAGI)** \u2b50 15K+ stars \u2014 Open-source autonomous AI agent framework with GUI, performance telemetry, and a tools marketplace."
   ],
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[SuperAGI](https://github.com/TransformerOptimus/SuperAGI)** \u2b50 15K+ stars \u2014 Open-source autonomous AI agent framework with GUI, performance telemetry, and a tools marketplace."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-workflow-automation",
   "title": "GitHub - keon/awesome-workflow-automation: A curated list of Workflow Automation Software, Engines and Tools",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": "44000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[MetaGPT](https://github.com/geekan/MetaGPT)** \u2b50 44K+ stars \u2014 Multi-agent software company simulation. Assigns product manager, engineer, and QA roles to automate entire development workflows from a single natural language requirement."
   ],
   "repository_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[MetaGPT](https://github.com/geekan/MetaGPT)** \u2b50 44K+ stars \u2014 Multi-agent software company simulation. Assigns product manager, engineer, and QA roles to automate entire development workflows from a single natural language requirement."
   ],
   "stars_evidence": [
    "# Awesome Workflow Automation Software, Tools & Apps",
    "## \ud83e\udde9 Agent Frameworks & Dev Libraries",
    "### Multi-Agent Orchestration",
    "> Code-first frameworks for building systems where multiple AI agents collaborate.",
    "- **[MetaGPT](https://github.com/geekan/MetaGPT)** \u2b50 44K+ stars \u2014 Multi-agent software company simulation. Assigns product manager, engineer, and QA roles to automate entire development workflows from a single natural language requirement."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "title": "GitHub - alternbits/awesome-ai-agents: A curated list of awesome top best AI Agents",
   "project": "Adala",
   "repository": "https://github.com/HumanSignal/Adala",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Adala](https://github.com/HumanSignal/Adala) - Autonomous data labeling agent framework."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Adala](https://github.com/HumanSignal/Adala) - Autonomous data labeling agent framework."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "title": "GitHub - alternbits/awesome-ai-agents: A curated list of awesome top best AI Agents",
   "project": "AgentGPT",
   "repository": "https://agentgpt.reworkd.ai/",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AgentGPT](https://agentgpt.reworkd.ai/) - Browser-based no-code AI agent tool."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AgentGPT](https://agentgpt.reworkd.ai/) - Browser-based no-code AI agent tool."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
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    "## Open-source Projects",
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    "## Open-source Projects",
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    "## Open-source Projects",
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    "## Table of Contents",
    "### Mastra",
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   "description_evidence": null,
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  },
  {
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    "## [ labring / FastGPT ](/labring/FastGPT)",
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   "repository_evidence": [
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    "## [ labring / FastGPT ](/labring/FastGPT)",
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   "stars_evidence": [
    "# AI",
    "## [ labring / FastGPT ](/labring/FastGPT)",
    "TypeScript [ 28,755 ](/labring/FastGPT/stargazers) [ 7,184 ](/labring/FastGPT/forks) Updated Jul 1, 2026"
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    "## [ xerrors / Yuxi ](/xerrors/Yuxi)",
    "\u7ed3\u5408\u77e5\u8bc6\u5e93\u3001\u77e5\u8bc6\u56fe\u8c31\u7ba1\u7406\u7684 \u591a\u79df\u6237 Agent Harness \u5e73\u53f0\u3002 An agent harness that integrates a LightRAG knowledge base and knowledge graphs. Build with LangChain + Vue + FastAPI, support DeepAgents\u3001MinerU PDF\u3001Neo4j \u3001MCP."
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   "repository_evidence": [
    "# AI",
    "## [ xerrors / Yuxi ](/xerrors/Yuxi)",
    "\u7ed3\u5408\u77e5\u8bc6\u5e93\u3001\u77e5\u8bc6\u56fe\u8c31\u7ba1\u7406\u7684 \u591a\u79df\u6237 Agent Harness \u5e73\u53f0\u3002 An agent harness that integrates a LightRAG knowledge base and knowledge graphs. Build with LangChain + Vue + FastAPI, support DeepAgents\u3001MinerU PDF\u3001Neo4j \u3001MCP."
   ],
   "stars_evidence": [
    "# AI",
    "## [ xerrors / Yuxi ](/xerrors/Yuxi)",
    "Python [ 5,923 ](/xerrors/Yuxi/stargazers) [ 855 ](/xerrors/Yuxi/forks) Updated Jul 1, 2026"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stars/hughfenghen/lists/ai",
   "title": "hughfenghen's list / AI",
   "project": "MetaGPT",
   "repository": "https://github.com/FoundationAgents/MetaGPT",
   "stars": "69132",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI",
    "## [ FoundationAgents / MetaGPT ](/FoundationAgents/MetaGPT)",
    "\ud83c\udf1f The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming"
   ],
   "repository_evidence": [
    "# AI",
    "## [ FoundationAgents / MetaGPT ](/FoundationAgents/MetaGPT)",
    "\ud83c\udf1f The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming"
   ],
   "stars_evidence": [
    "# AI",
    "## [ FoundationAgents / MetaGPT ](/FoundationAgents/MetaGPT)",
    "Python [ 69,132 ](/FoundationAgents/MetaGPT/stargazers) [ 8,812 ](/FoundationAgents/MetaGPT/forks) Updated Jan 21, 2026"
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   "description_evidence": null,
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  },
  {
   "url": "https://techtimes.com/articles/317075/20260524/ai-agent-business-models-split-four-ways-open-source-infrastructure-token-distribution-saas.htm",
   "title": "AI Agent Business Models Split Four Ways: Open-Source Infrastructure, Token Distribution, SaaS, Acquisition",
   "project": "OpenClaw",
   "repository": "https://openclaw.ai",
   "stars": "370000",
   "description": null,
   "license": null,
   "project_evidence": [
    "The most important thing to understand about the four AI agent projects generating the most press coverage in mid-2026 is that they are not competing with each other.",
    "[OpenClaw](https://openclaw.ai) accumulated more than [370,000 GitHub stars](https://thenextweb.com/news/openclaw-peter-steinberger-1-3-million-openai-token-bill) by late May 2026.",
    "**OpenClaw is the open-source-as-infrastructure paradigm.**"
   ],
   "repository_evidence": [
    "The most important thing to understand about the four AI agent projects generating the most press coverage in mid-2026 is that they are not competing with each other.",
    "[OpenClaw](https://openclaw.ai) accumulated more than [370,000 GitHub stars](https://thenextweb.com/news/openclaw-peter-steinberger-1-3-million-openai-token-bill) by late May 2026.",
    "**OpenClaw is the open-source-as-infrastructure paradigm.**"
   ],
   "stars_evidence": [
    "The most important thing to understand about the four AI agent projects generating the most press coverage in mid-2026 is that they are not competing with each other.",
    "[OpenClaw](https://openclaw.ai) accumulated more than [370,000 GitHub stars](https://thenextweb.com/news/openclaw-peter-steinberger-1-3-million-openai-token-bill) by late May 2026.",
    "**OpenClaw is the open-source-as-infrastructure paradigm.**"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techtimes.com/articles/317075/20260524/ai-agent-business-models-split-four-ways-open-source-infrastructure-token-distribution-saas.htm",
   "title": "AI Agent Business Models Split Four Ways: Open-Source Infrastructure, Token Distribution, SaaS, Acquisition",
   "project": "OpenClaw",
   "repository": null,
   "stars": null,
   "description": "It is MIT-licensed, runs locally on a user's hardware, and connects to more than 50 messaging platforms.",
   "license": "MIT",
   "project_evidence": [
    "The most important thing to understand about the four AI agent projects generating the most press coverage in mid-2026 is that they are not competing with each other.",
    "**OpenClaw is the open-source-as-infrastructure paradigm.**"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": [
    "The most important thing to understand about the four AI agent projects generating the most press coverage in mid-2026 is that they are not competing with each other.",
    "**OpenClaw is the open-source-as-infrastructure paradigm.**",
    "It is MIT-licensed, runs locally on a user's hardware, and connects to more than 50 messaging platforms."
   ],
   "license_evidence": [
    "The most important thing to understand about the four AI agent projects generating the most press coverage in mid-2026 is that they are not competing with each other.",
    "**OpenClaw is the open-source-as-infrastructure paradigm.**",
    "It is MIT-licensed, runs locally on a user's hardware, and connects to more than 50 messaging platforms."
   ]
  },
  {
   "url": "https://techtimes.com/articles/317075/20260524/ai-agent-business-models-split-four-ways-open-source-infrastructure-token-distribution-saas.htm",
   "title": "AI Agent Business Models Split Four Ways: Open-Source Infrastructure, Token Distribution, SaaS, Acquisition",
   "project": "Hermes Agent",
   "repository": null,
   "stars": "140000",
   "description": "Hermes's most-discussed architectural feature is a skill-and-memory loop: after every task involving five or more tool calls, the agent runs a reflection step and generates a reusable skill file so it does not repeat the same discovery work in the future.",
   "license": null,
   "project_evidence": [
    "The most important thing to understand about the four AI agent projects generating the most press coverage in mid-2026 is that they are not competing with each other.",
    "**Hermes Agent is the research-lab-as-distributor paradigm.**"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The most important thing to understand about the four AI agent projects generating the most press coverage in mid-2026 is that they are not competing with each other.",
    "**Hermes Agent is the research-lab-as-distributor paradigm.**",
    "Released February 25, 2026 by Nous Research \u2014 [the lab behind the Hermes, Nomos, and Psyche model families](https://blogs.nvidia.com/blog/rtx-ai-garage-hermes-agent-dgx-spark/) \u2014 it crossed 140,000 GitHub stars in under three months and became the most-used agent on OpenRouter by daily token volume."
   ],
   "description_evidence": [
    "The most important thing to understand about the four AI agent projects generating the most press coverage in mid-2026 is that they are not competing with each other.",
    "**Hermes Agent is the research-lab-as-distributor paradigm.**",
    "Hermes's most-discussed architectural feature is a skill-and-memory loop: after every task involving five or more tool calls, the agent runs a reflection step and generates a reusable skill file so it does not repeat the same discovery work in the future."
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   "license_evidence": null
  },
  {
   "url": "https://linkedin.com/pulse/crewai-autogen-langgraph-openclaw-cant-keep-up-heres-your-bhatnagar-y2znc",
   "title": "There are 10+ agent frameworks fighting for your attention in 2026. The research says most teams shouldn't be using any of them.",
   "project": "CrewAI",
   "repository": null,
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   "project_evidence": [
    "# CrewAI, AutoGen, LangGraph, OpenClaw: Can't Keep Up With Agentic Frameworks? Here's Your Definitive Guide.",
    "CrewAI. AutoGen. LangGraph. OpenAI Agents SDK. Google ADK. OpenClaw. MetaGPT. Semantic Kernel. The list grows monthly."
   ],
   "repository_evidence": null,
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  },
  {
   "url": "https://linkedin.com/pulse/crewai-autogen-langgraph-openclaw-cant-keep-up-heres-your-bhatnagar-y2znc",
   "title": "There are 10+ agent frameworks fighting for your attention in 2026. The research says most teams shouldn't be using any of them.",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "# CrewAI, AutoGen, LangGraph, OpenClaw: Can't Keep Up With Agentic Frameworks? Here's Your Definitive Guide.",
    "CrewAI. AutoGen. LangGraph. OpenAI Agents SDK. Google ADK. OpenClaw. MetaGPT. Semantic Kernel. The list grows monthly."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  },
  {
   "url": "https://linkedin.com/pulse/crewai-autogen-langgraph-openclaw-cant-keep-up-heres-your-bhatnagar-y2znc",
   "title": "There are 10+ agent frameworks fighting for your attention in 2026. The research says most teams shouldn't be using any of them.",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# CrewAI, AutoGen, LangGraph, OpenClaw: Can't Keep Up With Agentic Frameworks? Here's Your Definitive Guide.",
    "CrewAI. AutoGen. LangGraph. OpenAI Agents SDK. Google ADK. OpenClaw. MetaGPT. Semantic Kernel. The list grows monthly."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://linkedin.com/pulse/crewai-autogen-langgraph-openclaw-cant-keep-up-heres-your-bhatnagar-y2znc",
   "title": "There are 10+ agent frameworks fighting for your attention in 2026. The research says most teams shouldn't be using any of them.",
   "project": "OpenClaw",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# CrewAI, AutoGen, LangGraph, OpenClaw: Can't Keep Up With Agentic Frameworks? Here's Your Definitive Guide.",
    "CrewAI. AutoGen. LangGraph. OpenAI Agents SDK. Google ADK. OpenClaw. MetaGPT. Semantic Kernel. The list grows monthly."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://linkedin.com/pulse/crewai-autogen-langgraph-openclaw-cant-keep-up-heres-your-bhatnagar-y2znc",
   "title": "There are 10+ agent frameworks fighting for your attention in 2026. The research says most teams shouldn't be using any of them.",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# CrewAI, AutoGen, LangGraph, OpenClaw: Can't Keep Up With Agentic Frameworks? Here's Your Definitive Guide.",
    "CrewAI. AutoGen. LangGraph. OpenAI Agents SDK. Google ADK. OpenClaw. MetaGPT. Semantic Kernel. The list grows monthly."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://linkedin.com/pulse/crewai-autogen-langgraph-openclaw-cant-keep-up-heres-your-bhatnagar-y2znc",
   "title": "There are 10+ agent frameworks fighting for your attention in 2026. The research says most teams shouldn't be using any of them.",
   "project": "Google ADK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# CrewAI, AutoGen, LangGraph, OpenClaw: Can't Keep Up With Agentic Frameworks? Here's Your Definitive Guide.",
    "CrewAI. AutoGen. LangGraph. OpenAI Agents SDK. Google ADK. OpenClaw. MetaGPT. Semantic Kernel. The list grows monthly."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://linkedin.com/pulse/crewai-autogen-langgraph-openclaw-cant-keep-up-heres-your-bhatnagar-y2znc",
   "title": "There are 10+ agent frameworks fighting for your attention in 2026. The research says most teams shouldn't be using any of them.",
   "project": "MetaGPT",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# CrewAI, AutoGen, LangGraph, OpenClaw: Can't Keep Up With Agentic Frameworks? Here's Your Definitive Guide.",
    "CrewAI. AutoGen. LangGraph. OpenAI Agents SDK. Google ADK. OpenClaw. MetaGPT. Semantic Kernel. The list grows monthly."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://linkedin.com/pulse/crewai-autogen-langgraph-openclaw-cant-keep-up-heres-your-bhatnagar-y2znc",
   "title": "There are 10+ agent frameworks fighting for your attention in 2026. The research says most teams shouldn't be using any of them.",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# CrewAI, AutoGen, LangGraph, OpenClaw: Can't Keep Up With Agentic Frameworks? Here's Your Definitive Guide.",
    "CrewAI. AutoGen. LangGraph. OpenAI Agents SDK. Google ADK. OpenClaw. MetaGPT. Semantic Kernel. The list grows monthly."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://niteagent.com/blog/2026-05-31-open-multi-agent-goal-to-dag-orchestration",
   "title": "open-multi-agent: TypeScript-Native Multi-Agent Orchestration From Goal to Task DAG",
   "project": "open-multi-agent",
   "repository": "https://github.com/open-multi-agent/open-multi-agent",
   "stars": "6300",
   "description": null,
   "license": null,
   "project_evidence": [
    "# open-multi-agent: TypeScript-Native Multi-Agent Orchestration From Goal to Task DAG",
    "**The bottom line:** open-multi-agent is a TypeScript-native framework that converts a single goal into an executable task DAG with three runtime dependencies."
   ],
   "repository_evidence": [
    "[3] open-multi-agent repository \u2014 [https://github.com/open-multi-agent/open-multi-agent](https://github.com/open-multi-agent/open-multi-agent)"
   ],
   "stars_evidence": [
    "| Aspect | open-multi-agent | LangGraph | CrewAI |",
    "| Stars | 6.3k | 120k+ | 15k+ |",
    "6.3k GitHub stars, v1.5.0 as of May 30, 2026, with MCP support, mixed-provider teams, and post-run HTML trace dashboards."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://niteagent.com/blog/2026-05-31-open-multi-agent-goal-to-dag-orchestration",
   "title": "open-multi-agent: TypeScript-Native Multi-Agent Orchestration From Goal to Task DAG",
   "project": "LangGraph",
   "repository": null,
   "stars": "120000",
   "description": null,
   "license": null,
   "project_evidence": [
    "LangGraph [1] compiles a declarative graph (nodes, edges, conditional routing) that you define upfront.",
    "| Aspect | open-multi-agent | LangGraph | CrewAI |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "| Aspect | open-multi-agent | LangGraph | CrewAI |",
    "| Stars | 6.3k | 120k+ | 15k+ |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://niteagent.com/blog/2026-05-31-open-multi-agent-goal-to-dag-orchestration",
   "title": "open-multi-agent: TypeScript-Native Multi-Agent Orchestration From Goal to Task DAG",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "15000",
   "description": null,
   "license": null,
   "project_evidence": [
    "CrewAI [2] uses sequential/parallel task chains you wire together.",
    "| Aspect | open-multi-agent | LangGraph | CrewAI |"
   ],
   "repository_evidence": [
    "[2] CrewAI framework \u2014 [https://github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)"
   ],
   "stars_evidence": [
    "| Aspect | open-multi-agent | LangGraph | CrewAI |",
    "| Stars | 6.3k | 120k+ | 15k+ |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claw4science.org/blog/agent-harness-three-way",
   "title": "Agent Harness 2026: OpenClaw vs Hermes vs Pi Compared",
   "project": "OpenClaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": "375222",
   "description": null,
   "license": null,
   "project_evidence": [
    "## What is an agent harness?",
    "Three open-source harnesses now anchor the OpenClaw-adjacent ecosystem at two distinct layers: **Pi** (57K\u2b50) is the minimal terminal-coding harness that ships as an SDK, **OpenClaw** (375K\u2b50, the largest) embeds Pi's SDK and adds 25+ messaging channels plus voice, and **Hermes Agent** (171K\u2b50, fastest-growing) is an independent harness in the same layer as OpenClaw but with its own runtime.",
    "| Project | Stars | License | Best for | Maintainer |",
    "| OpenClaw | 375,222 | MIT | Personal AI assistant on your devices, multi-platform messaging | openclaw |",
    "## OpenClaw \u2014 multi-channel assistant on top of Pi",
    "**OpenClaw is a personal AI assistant that runs on your own devices, connects 25+ messaging platforms, and embeds Pi's SDK as its underlying agent harness.**"
   ],
   "repository_evidence": [
    "## Try it",
    "- **Personal AI assistant on many platforms** \u2192 start with [OpenClaw](https://github.com/openclaw/openclaw)"
   ],
   "stars_evidence": [
    "## The three harnesses at a glance",
    "| Project | Stars | License | Best for | Maintainer |",
    "| OpenClaw | 375,222 | MIT | Personal AI assistant on your devices, multi-platform messaging | openclaw |",
    "Three open-source harnesses now anchor the OpenClaw-adjacent ecosystem at two distinct layers: **Pi** (57K\u2b50) is the minimal terminal-coding harness that ships as an SDK, **OpenClaw** (375K\u2b50, the largest) embeds Pi's SDK and adds 25+ messaging channels plus voice, and **Hermes Agent** (171K\u2b50, fastest-growing) is an independent harness in the same layer as OpenClaw but with its own runtime."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claw4science.org/blog/agent-harness-three-way",
   "title": "Agent Harness 2026: OpenClaw vs Hermes vs Pi Compared",
   "project": "Hermes Agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "170974",
   "description": null,
   "license": null,
   "project_evidence": [
    "## What is an agent harness?",
    "Three open-source harnesses now anchor the OpenClaw-adjacent ecosystem at two distinct layers: **Pi** (57K\u2b50) is the minimal terminal-coding harness that ships as an SDK, **OpenClaw** (375K\u2b50, the largest) embeds Pi's SDK and adds 25+ messaging channels plus voice, and **Hermes Agent** (171K\u2b50, fastest-growing) is an independent harness in the same layer as OpenClaw but with its own runtime.",
    "| Project | Stars | License | Best for | Maintainer |",
    "| Hermes Agent | 170,974 | MIT | Self-improving agent that lives on Telegram / Slack / WhatsApp / etc. | Nous Research |",
    "## Hermes Agent \u2014 the breakout",
    "**Hermes Agent is Nous Research's harness \u2014 multi-platform gateway, self-improving skill loop, 200+ model support, serverless persistence.**"
   ],
   "repository_evidence": [
    "## Try it",
    "- **Self-improving agent on Telegram / Slack / etc.** \u2192 start with [Hermes Agent](https://github.com/NousResearch/hermes-agent)"
   ],
   "stars_evidence": [
    "## The three harnesses at a glance",
    "| Project | Stars | License | Best for | Maintainer |",
    "| Hermes Agent | 170,974 | MIT | Self-improving agent that lives on Telegram / Slack / WhatsApp / etc. | Nous Research |",
    "Three open-source harnesses now anchor the OpenClaw-adjacent ecosystem at two distinct layers: **Pi** (57K\u2b50) is the minimal terminal-coding harness that ships as an SDK, **OpenClaw** (375K\u2b50, the largest) embeds Pi's SDK and adds 25+ messaging channels plus voice, and **Hermes Agent** (171K\u2b50, fastest-growing) is an independent harness in the same layer as OpenClaw but with its own runtime."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claw4science.org/blog/agent-harness-three-way",
   "title": "Agent Harness 2026: OpenClaw vs Hermes vs Pi Compared",
   "project": "Pi",
   "repository": "https://github.com/earendil-works/pi",
   "stars": "57298",
   "description": null,
   "license": null,
   "project_evidence": [
    "## What is an agent harness?",
    "Three open-source harnesses now anchor the OpenClaw-adjacent ecosystem at two distinct layers: **Pi** (57K\u2b50) is the minimal terminal-coding harness that ships as an SDK, **OpenClaw** (375K\u2b50, the largest) embeds Pi's SDK and adds 25+ messaging channels plus voice, and **Hermes Agent** (171K\u2b50, fastest-growing) is an independent harness in the same layer as OpenClaw but with its own runtime.",
    "| Project | Stars | License | Best for | Maintainer |",
    "| Pi | 57,298 | MIT | Coding agent CLI + reusable agent runtime + supply-chain hardening | earendil-works (Mario Zechner / badlogic) |",
    "## Pi \u2014 the minimal terminal-coding harness underneath everything",
    "**Pi is earendil-works's minimal, extensible terminal-coding agent harness \u2014 a mono repo of small focused packages that ship as both an SDK and a CLI.**"
   ],
   "repository_evidence": [
    "## Try it",
    "- **Embedding an agent into your software** \u2192 start with [Pi](https://github.com/earendil-works/pi)"
   ],
   "stars_evidence": [
    "## The three harnesses at a glance",
    "| Project | Stars | License | Best for | Maintainer |",
    "| Pi | 57,298 | MIT | Coding agent CLI + reusable agent runtime + supply-chain hardening | earendil-works (Mario Zechner / badlogic) |",
    "Three open-source harnesses now anchor the OpenClaw-adjacent ecosystem at two distinct layers: **Pi** (57K\u2b50) is the minimal terminal-coding harness that ships as an SDK, **OpenClaw** (375K\u2b50, the largest) embeds Pi's SDK and adds 25+ messaging channels plus voice, and **Hermes Agent** (171K\u2b50, fastest-growing) is an independent harness in the same layer as OpenClaw but with its own runtime."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatgptguide.ai/langflow-review-2026",
   "title": "LangFlow Review 2026: Where It Wins, Where It Fights You, and Who It\u2019s Actually For - chatgptguide.ai",
   "project": "Langflow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Tested on:** March 2026",
    "I came into this review wanting Langflow to be the clean middle ground between code-first agent frameworks and the wave of no-code AI app builders.",
    "Langflow\u2019s public positioning is consistent across the homepage, docs, and GitHub: it wants to be the low-code place where you build and deploy AI agents, RAG apps, and MCP-connected workflows without locking yourself into one model provider or one vector database."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatgptguide.ai/langflow-review-2026",
   "title": "LangFlow Review 2026: Where It Wins, Where It Fights You, and Who It\u2019s Actually For - chatgptguide.ai",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Tested on:** March 2026",
    "I also spent time reading through Reddit threads from builders comparing Langflow with Flowise, Dify, and n8n.",
    "| **Flowise** | Free, then $35/mo Starter, $65/mo Pro | Very easy comparison pricing for individuals and small teams |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://chatgptguide.ai/langflow-review-2026",
   "title": "LangFlow Review 2026: Where It Wins, Where It Fights You, and Who It\u2019s Actually For - chatgptguide.ai",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Tested on:** March 2026",
    "I also spent time reading through Reddit threads from builders comparing Langflow with Flowise, Dify, and n8n.",
    "| **Dify** | Free, then $59/mo Professional, $159/mo Team | More explicit cloud packaging for production buyers |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
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  {
   "url": "https://chatgptguide.ai/langflow-review-2026",
   "title": "LangFlow Review 2026: Where It Wins, Where It Fights You, and Who It\u2019s Actually For - chatgptguide.ai",
   "project": "n8n",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Tested on:** March 2026",
    "I also spent time reading through Reddit threads from builders comparing Langflow with Flowise, Dify, and n8n.",
    "| **n8n** | Cloud pricing starts at \u20ac20/mo for 2,500 executions | Best thought of as broader automation first, AI builder second |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bananalabs.io/blog/langchain-vs-crewai-vs-autogen",
   "title": "LangChain vs CrewAI vs AutoGen: The Definitive AI Agent Framework Comparison",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs CrewAI vs AutoGen: The Definitive AI Agent Framework Comparison",
    "If you are evaluating AI agent frameworks in 2026, three names dominate every shortlist: **LangChain** (specifically its modern successor, **LangGraph**), **CrewAI**, and **Microsoft AutoGen**."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bananalabs.io/blog/langchain-vs-crewai-vs-autogen",
   "title": "LangChain vs CrewAI vs AutoGen: The Definitive AI Agent Framework Comparison",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs CrewAI vs AutoGen: The Definitive AI Agent Framework Comparison",
    "If you are evaluating AI agent frameworks in 2026, three names dominate every shortlist: **LangChain** (specifically its modern successor, **LangGraph**), **CrewAI**, and **Microsoft AutoGen**."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bananalabs.io/blog/langchain-vs-crewai-vs-autogen",
   "title": "LangChain vs CrewAI vs AutoGen: The Definitive AI Agent Framework Comparison",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs CrewAI vs AutoGen: The Definitive AI Agent Framework Comparison",
    "If you are evaluating AI agent frameworks in 2026, three names dominate every shortlist: **LangChain** (specifically its modern successor, **LangGraph**), **CrewAI**, and **Microsoft AutoGen**."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bananalabs.io/blog/langchain-vs-crewai-vs-autogen",
   "title": "LangChain vs CrewAI vs AutoGen: The Definitive AI Agent Framework Comparison",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs CrewAI vs AutoGen: The Definitive AI Agent Framework Comparison",
    "If you are evaluating AI agent frameworks in 2026, three names dominate every shortlist: **LangChain** (specifically its modern successor, **LangGraph**), **CrewAI**, and **Microsoft AutoGen**."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/praveenlavu/a-field-guide-to-multi-agent-orchestration-in-late-2025-ruflo-karimo-llm-council-h9c",
   "title": "A Field Guide to Multi-Agent Orchestration in Late 2025: ruflo, KARIMO, llm-council",
   "project": "ruflo",
   "repository": "github.com/ruvnet/ruflo",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# A Field Guide to Multi-Agent Orchestration in Late 2025: ruflo, KARIMO, llm-council",
    "**ruflo** (github.com/ruvnet/ruflo, MIT) bets on behavioral adaptation across a federation of agents."
   ],
   "repository_evidence": [
    "# A Field Guide to Multi-Agent Orchestration in Late 2025: ruflo, KARIMO, llm-council",
    "**ruflo** (github.com/ruvnet/ruflo, MIT) bets on behavioral adaptation across a federation of agents."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/praveenlavu/a-field-guide-to-multi-agent-orchestration-in-late-2025-ruflo-karimo-llm-council-h9c",
   "title": "A Field Guide to Multi-Agent Orchestration in Late 2025: ruflo, KARIMO, llm-council",
   "project": "KARIMO",
   "repository": "github.com/opensesh/KARIMO",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# A Field Guide to Multi-Agent Orchestration in Late 2025: ruflo, KARIMO, llm-council",
    "**KARIMO** (github.com/opensesh/KARIMO, Apache-2.0) bets on structural isolation and disciplined context."
   ],
   "repository_evidence": [
    "# A Field Guide to Multi-Agent Orchestration in Late 2025: ruflo, KARIMO, llm-council",
    "**KARIMO** (github.com/opensesh/KARIMO, Apache-2.0) bets on structural isolation and disciplined context."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/praveenlavu/a-field-guide-to-multi-agent-orchestration-in-late-2025-ruflo-karimo-llm-council-h9c",
   "title": "A Field Guide to Multi-Agent Orchestration in Late 2025: ruflo, KARIMO, llm-council",
   "project": "llm-council",
   "repository": "github.com/karpathy/llm-council",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# A Field Guide to Multi-Agent Orchestration in Late 2025: ruflo, KARIMO, llm-council",
    "**llm-council** (github.com/karpathy/llm-council, MIT) bets on adversarial peer review done honestly."
   ],
   "repository_evidence": [
    "# A Field Guide to Multi-Agent Orchestration in Late 2025: ruflo, KARIMO, llm-council",
    "**llm-council** (github.com/karpathy/llm-council, MIT) bets on adversarial peer review done honestly."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@nocobase/14-ai-powered-low-code-platforms-on-github-worth-watching-ee6899582e62",
   "title": "14 AI-Powered Low-Code Platforms on GitHub Worth Watching",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": "151000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 14 AI-Powered Low-Code Platforms on GitHub Worth Watching",
    "## AI Workflow / Agent Orchestration",
    "## n8n"
   ],
   "repository_evidence": [
    "# 14 AI-Powered Low-Code Platforms on GitHub Worth Watching",
    "## AI Workflow / Agent Orchestration",
    "GitHub: [https://github.com/n8n-io/n8n](https://github.com/n8n-io/n8n)"
   ],
   "stars_evidence": [
    "# 14 AI-Powered Low-Code Platforms on GitHub Worth Watching",
    "## AI Workflow / Agent Orchestration",
    "\u2b50 151k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@nocobase/14-ai-powered-low-code-platforms-on-github-worth-watching-ee6899582e62",
   "title": "14 AI-Powered Low-Code Platforms on GitHub Worth Watching",
   "project": "Dify",
   "repository": null,
   "stars": "117000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 14 AI-Powered Low-Code Platforms on GitHub Worth Watching",
    "## AI Workflow / Agent Orchestration",
    "## Dify"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 14 AI-Powered Low-Code Platforms on GitHub Worth Watching",
    "## AI Workflow / Agent Orchestration",
    "\u2b50 117k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@nocobase/14-ai-powered-low-code-platforms-on-github-worth-watching-ee6899582e62",
   "title": "14 AI-Powered Low-Code Platforms on GitHub Worth Watching",
   "project": "Flowise",
   "repository": null,
   "stars": "46000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 14 AI-Powered Low-Code Platforms on GitHub Worth Watching",
    "## AI Workflow / Agent Orchestration",
    "## Flowise"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 14 AI-Powered Low-Code Platforms on GitHub Worth Watching",
    "## AI Workflow / Agent Orchestration",
    "\u2b50 46k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@nocobase/14-ai-powered-low-code-platforms-on-github-worth-watching-ee6899582e62",
   "title": "14 AI-Powered Low-Code Platforms on GitHub Worth Watching",
   "project": "Kestra",
   "repository": null,
   "stars": "22700",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 14 AI-Powered Low-Code Platforms on GitHub Worth Watching",
    "## AI Workflow / Agent Orchestration",
    "## Kestra"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 14 AI-Powered Low-Code Platforms on GitHub Worth Watching",
    "## AI Workflow / Agent Orchestration",
    "\u2b50 22.7k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@nocobase/14-ai-powered-low-code-platforms-on-github-worth-watching-ee6899582e62",
   "title": "14 AI-Powered Low-Code Platforms on GitHub Worth Watching",
   "project": "Node-RED",
   "repository": null,
   "stars": "22200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 14 AI-Powered Low-Code Platforms on GitHub Worth Watching",
    "## AI Workflow / Agent Orchestration",
    "## Node-RED"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 14 AI-Powered Low-Code Platforms on GitHub Worth Watching",
    "## AI Workflow / Agent Orchestration",
    "\u2b50 22.2k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@nocobase/14-ai-powered-low-code-platforms-on-github-worth-watching-ee6899582e62",
   "title": "14 AI-Powered Low-Code Platforms on GitHub Worth Watching",
   "project": "Sim",
   "repository": null,
   "stars": "17200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# 14 AI-Powered Low-Code Platforms on GitHub Worth Watching",
    "## AI Workflow / Agent Orchestration",
    "## Sim"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 14 AI-Powered Low-Code Platforms on GitHub Worth Watching",
    "## AI Workflow / Agent Orchestration",
    "\u2b50 17.2k"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Flivekit%2Fagents",
   "title": "Ecosyste.ms: Awesome",
   "project": "LiveKit Agents",
   "repository": "https://github.com/livekit/agents",
   "stars": "10670",
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/livekit/agents",
    "LiveKit Agents - Framework for building realtime voice AI agents with WebRTC transport, STT-LLM-TTS pipelines, and production-grade orchestration."
   ],
   "repository_evidence": [
    "# https://github.com/livekit/agents",
    "[https://github.com/livekit/agents](https://github.com/livekit/agents)",
    "- URL: [https://github.com/livekit/agents](https://github.com/livekit/agents)"
   ],
   "stars_evidence": [
    "# https://github.com/livekit/agents",
    "- Stars: 10,670"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Flivekit%2Fagents",
   "title": "Ecosyste.ms: Awesome",
   "project": "AgentsJS",
   "repository": "https://github.com/livekit/agents-js",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/livekit/agents",
    "Looking for the JS/TS library? Check out [AgentsJS](https://github.com/livekit/agents-js)"
   ],
   "repository_evidence": [
    "# https://github.com/livekit/agents",
    "Looking for the JS/TS library? Check out [AgentsJS](https://github.com/livekit/agents-js)"
   ],
   "stars_evidence": null,
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  },
  {
   "url": "https://tokenscost.com/agent-frameworks",
   "title": "AI Agent Frameworks Directory \u2014 Cost Per Task Compared | Tokenscost",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent frameworks",
    "# AI agent frameworks ranked by cost per task",
    "Compare 519 frameworks, SDKs, orchestrators, no-code platforms, and runtimes by cost and operational profile.",
    "| Framework | Category | Languages | License | $/task | Scaffold tokens | Summary |",
    "| LangGraph | Framework | Python, TypeScript | MIT | $0.012 | 1800 | Stateful, graph-based agent orchestration from the LangChain team. |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokenscost.com/agent-frameworks",
   "title": "AI Agent Frameworks Directory \u2014 Cost Per Task Compared | Tokenscost",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent frameworks",
    "# AI agent frameworks ranked by cost per task",
    "Compare 519 frameworks, SDKs, orchestrators, no-code platforms, and runtimes by cost and operational profile.",
    "| Framework | Category | Languages | License | $/task | Scaffold tokens | Summary |",
    "| CrewAI | Framework | Python | MIT | $0.024 | 3200 | Role-based multi-agent crews with explicit task delegation. |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://findstack.com/resources/ai-agent-adoption-statistics",
   "title": "AI Agent Adoption Statistics 2026: Enterprise and Self-Hosted",
   "project": "OpenClaw",
   "repository": null,
   "stars": "386511",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Adoption Statistics: The Numbers, Including Ours",
    "We queried the GitHub API on **19 August 2026** for eight self-hosted agent and automation projects:",
    "| Project | Stars | Created | Age (months) | **Stars/month** |",
    "| **OpenClaw** | **386,511** | 2025-11-24 | 8.8 | **43,901** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Adoption Statistics: The Numbers, Including Ours",
    "We queried the GitHub API on **19 August 2026** for eight self-hosted agent and automation projects:",
    "| Project | Stars | Created | Age (months) | **Stars/month** |",
    "| **OpenClaw** | **386,511** | 2025-11-24 | 8.8 | **43,901** |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://findstack.com/resources/ai-agent-adoption-statistics",
   "title": "AI Agent Adoption Statistics 2026: Enterprise and Self-Hosted",
   "project": "Hermes Agent",
   "repository": null,
   "stars": "231778",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Adoption Statistics: The Numbers, Including Ours",
    "We queried the GitHub API on **19 August 2026** for eight self-hosted agent and automation projects:",
    "| Project | Stars | Created | Age (months) | **Stars/month** |",
    "| Hermes Agent | 231,778 | 2025-07-22 | 12.9 | **17,952** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Adoption Statistics: The Numbers, Including Ours",
    "We queried the GitHub API on **19 August 2026** for eight self-hosted agent and automation projects:",
    "| Project | Stars | Created | Age (months) | **Stars/month** |",
    "| Hermes Agent | 231,778 | 2025-07-22 | 12.9 | **17,952** |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://findstack.com/resources/ai-agent-adoption-statistics",
   "title": "AI Agent Adoption Statistics 2026: Enterprise and Self-Hosted",
   "project": "n8n",
   "repository": null,
   "stars": "200944",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Adoption Statistics: The Numbers, Including Ours",
    "We queried the GitHub API on **19 August 2026** for eight self-hosted agent and automation projects:",
    "| Project | Stars | Created | Age (months) | **Stars/month** |",
    "| n8n | 200,944 | 2019-06-22 | 85.9 | 2,339 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Adoption Statistics: The Numbers, Including Ours",
    "We queried the GitHub API on **19 August 2026** for eight self-hosted agent and automation projects:",
    "| Project | Stars | Created | Age (months) | **Stars/month** |",
    "| n8n | 200,944 | 2019-06-22 | 85.9 | 2,339 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://findstack.com/resources/ai-agent-adoption-statistics",
   "title": "AI Agent Adoption Statistics 2026: Enterprise and Self-Hosted",
   "project": "Dify",
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   "stars": "152679",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Adoption Statistics: The Numbers, Including Ours",
    "We queried the GitHub API on **19 August 2026** for eight self-hosted agent and automation projects:",
    "| Project | Stars | Created | Age (months) | **Stars/month** |",
    "| Dify | 152,679 | 2023-04-12 | 40.2 | 3,794 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Adoption Statistics: The Numbers, Including Ours",
    "We queried the GitHub API on **19 August 2026** for eight self-hosted agent and automation projects:",
    "| Project | Stars | Created | Age (months) | **Stars/month** |",
    "| Dify | 152,679 | 2023-04-12 | 40.2 | 3,794 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://findstack.com/resources/ai-agent-adoption-statistics",
   "title": "AI Agent Adoption Statistics 2026: Enterprise and Self-Hosted",
   "project": "Open WebUI",
   "repository": null,
   "stars": "148990",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Adoption Statistics: The Numbers, Including Ours",
    "We queried the GitHub API on **19 August 2026** for eight self-hosted agent and automation projects:",
    "| Project | Stars | Created | Age (months) | **Stars/month** |",
    "| Open WebUI | 148,990 | 2023-10-06 | 34.4 | 4,328 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Adoption Statistics: The Numbers, Including Ours",
    "We queried the GitHub API on **19 August 2026** for eight self-hosted agent and automation projects:",
    "| Project | Stars | Created | Age (months) | **Stars/month** |",
    "| Open WebUI | 148,990 | 2023-10-06 | 34.4 | 4,328 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://findstack.com/resources/ai-agent-adoption-statistics",
   "title": "AI Agent Adoption Statistics 2026: Enterprise and Self-Hosted",
   "project": "OpenHands",
   "repository": null,
   "stars": "84273",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Adoption Statistics: The Numbers, Including Ours",
    "We queried the GitHub API on **19 August 2026** for eight self-hosted agent and automation projects:",
    "| Project | Stars | Created | Age (months) | **Stars/month** |",
    "| OpenHands | 84,273 | 2024-03-13 | 29.2 | 2,886 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Adoption Statistics: The Numbers, Including Ours",
    "We queried the GitHub API on **19 August 2026** for eight self-hosted agent and automation projects:",
    "| Project | Stars | Created | Age (months) | **Stars/month** |",
    "| OpenHands | 84,273 | 2024-03-13 | 29.2 | 2,886 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://findstack.com/resources/ai-agent-adoption-statistics",
   "title": "AI Agent Adoption Statistics 2026: Enterprise and Self-Hosted",
   "project": "Activepieces",
   "repository": null,
   "stars": "23842",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Adoption Statistics: The Numbers, Including Ours",
    "We queried the GitHub API on **19 August 2026** for eight self-hosted agent and automation projects:",
    "| Project | Stars | Created | Age (months) | **Stars/month** |",
    "| Activepieces | 23,842 | 2022-12-03 | 44.5 | 536 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Adoption Statistics: The Numbers, Including Ours",
    "We queried the GitHub API on **19 August 2026** for eight self-hosted agent and automation projects:",
    "| Project | Stars | Created | Age (months) | **Stars/month** |",
    "| Activepieces | 23,842 | 2022-12-03 | 44.5 | 536 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://findstack.com/resources/ai-agent-adoption-statistics",
   "title": "AI Agent Adoption Statistics 2026: Enterprise and Self-Hosted",
   "project": "Agent Zero",
   "repository": null,
   "stars": "18893",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Adoption Statistics: The Numbers, Including Ours",
    "We queried the GitHub API on **19 August 2026** for eight self-hosted agent and automation projects:",
    "| Project | Stars | Created | Age (months) | **Stars/month** |",
    "| Agent Zero | 18,893 | 2024-06-10 | 26.3 | 719 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Adoption Statistics: The Numbers, Including Ours",
    "We queried the GitHub API on **19 August 2026** for eight self-hosted agent and automation projects:",
    "| Project | Stars | Created | Age (months) | **Stars/month** |",
    "| Agent Zero | 18,893 | 2024-06-10 | 26.3 | 719 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fast.io/resources/best-self-hosted-ai-agent-platforms",
   "title": "Best Self-Hosted AI Agent Platforms (2025 Guide)",
   "project": "LangChain / LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI & Agents",
    "# Best Self-Hosted AI Agent Platforms (2025 Guide)",
    "This guide compares the leading frameworks, from code-first libraries to drag-and-drop visual builders.",
    "## LangChain / LangGraph",
    "LangChain is the most widely-used Python framework for building LLM applications."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fast.io/resources/best-self-hosted-ai-agent-platforms",
   "title": "Best Self-Hosted AI Agent Platforms (2025 Guide)",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI & Agents",
    "# Best Self-Hosted AI Agent Platforms (2025 Guide)",
    "This guide compares the leading frameworks, from code-first libraries to drag-and-drop visual builders.",
    "## Flowise (Self-Hosted)",
    "Flowise is a low-code builder for LLM applications."
   ],
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    "| Spec | **LangGraph 0.2.8** Free (Apache 2.0) Editor's Choice | **CrewAI 0.41.1** Free (MIT) Best for Teams | **AutoGen 0.3.2** Free (Apache 2.0) | **OpenAI Swarm 1.0.0** Free (MIT) Best Simplicity | **LlamaIndex Agents 0.10.43** Free (MIT) |"
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    "| Spec | **LangGraph 0.2.8** Free (Apache 2.0) Editor's Choice | **CrewAI 0.41.1** Free (MIT) Best for Teams | **AutoGen 0.3.2** Free (Apache 2.0) | **OpenAI Swarm 1.0.0** Free (MIT) Best Simplicity | **LlamaIndex Agents 0.10.43** Free (MIT) |"
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    "| Spec | **LangGraph 0.2.8** Free (Apache 2.0) Editor's Choice | **CrewAI 0.41.1** Free (MIT) Best for Teams | **AutoGen 0.3.2** Free (Apache 2.0) | **OpenAI Swarm 1.0.0** Free (MIT) Best Simplicity | **LlamaIndex Agents 0.10.43** Free (MIT) |"
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    "| Spec | **LangGraph 0.2.8** Free (Apache 2.0) Editor's Choice | **CrewAI 0.41.1** Free (MIT) Best for Teams | **AutoGen 0.3.2** Free (Apache 2.0) | **OpenAI Swarm 1.0.0** Free (MIT) Best Simplicity | **LlamaIndex Agents 0.10.43** Free (MIT) |"
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    "# Best AI Agent Frameworks of 2026: LangGraph, CrewAI, AutoGen, OpenAI Swarm, LlamaIndex Tested for State Persistence, Error Recovery, Debug Clarity",
    "| Spec | **LangGraph 0.2.8** Free (Apache 2.0) Editor's Choice | **CrewAI 0.41.1** Free (MIT) Best for Teams | **AutoGen 0.3.2** Free (Apache 2.0) | **OpenAI Swarm 1.0.0** Free (MIT) Best Simplicity | **LlamaIndex Agents 0.10.43** Free (MIT) |"
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    "MCP tool support is available via `MCPClient`; MCP resources support is an open feature request ([issue #1460](https://github.com/huggingface/smolagents/issues/1460)) and not yet shipped as of May 2026.",
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    "| **CrewAI** | 25,000+ | Multi-agent workflows | API only | Partial |"
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    "| **BabyAGI** | 20,000+ | Task decomposition research | CLI only | No |"
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    "| **LangChain** | 95,000+ | Framework/toolkit | Build your own | Yes (as library) |"
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    "## The four categories",
    "### 2. Code-first agent frameworks \u2014 LangGraph, CrewAI, AutoGen",
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    "## The four categories",
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    "## The four categories",
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   "title": "State of AI Workflows 2026: the landscape, mapped",
   "project": "Langflow",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The four categories",
    "### 3. Open-source LLM app builders \u2014 Flowise, Langflow, Dify",
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.hiveflow.ai/blog/state-of-ai-workflows-2026",
   "title": "State of AI Workflows 2026: the landscape, mapped",
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   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The four categories",
    "### 3. Open-source LLM app builders \u2014 Flowise, Langflow, Dify",
    "Visual canvases for LLM chains and RAG, self-hostable, superb for prototypes and knowledge apps."
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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   "url": "https://aitoolradar.io/blog/open-source-ai-radar-july-2026",
   "title": "Open-Source AI Radar: 99 Rising GitHub Repos (July 2026)",
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   "repository": "https://github.com/MemTensor/MemOS",
   "stars": "9900",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Radar: 99 Rising GitHub Repos (July 2026)",
    "Ninety-nine rising open-source AI projects on GitHub: voice, agents, memory, RAG, MCP, local inference, media and notebooks, with honest license labels.",
    "### [MemOS](/open-source/memos) [(MemTensor/MemOS)](https://github.com/MemTensor/MemOS) - 9.9k stars"
   ],
   "repository_evidence": [
    "Open-Source AI Radar: 99 Rising GitHub Repos (July 2026)",
    "Ninety-nine rising open-source AI projects on GitHub: voice, agents, memory, RAG, MCP, local inference, media and notebooks, with honest license labels.",
    "### [MemOS](/open-source/memos) [(MemTensor/MemOS)](https://github.com/MemTensor/MemOS) - 9.9k stars"
   ],
   "stars_evidence": [
    "Open-Source AI Radar: 99 Rising GitHub Repos (July 2026)",
    "Ninety-nine rising open-source AI projects on GitHub: voice, agents, memory, RAG, MCP, local inference, media and notebooks, with honest license labels.",
    "### [MemOS](/open-source/memos) [(MemTensor/MemOS)](https://github.com/MemTensor/MemOS) - 9.9k stars"
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   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolradar.io/blog/open-source-ai-radar-july-2026",
   "title": "Open-Source AI Radar: 99 Rising GitHub Repos (July 2026)",
   "project": "memU",
   "repository": "https://github.com/NevaMind-AI/memU",
   "stars": "13900",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Radar: 99 Rising GitHub Repos (July 2026)",
    "Ninety-nine rising open-source AI projects on GitHub: voice, agents, memory, RAG, MCP, local inference, media and notebooks, with honest license labels.",
    "### [memU](/open-source/memu) [(NevaMind-AI/memU)](https://github.com/NevaMind-AI/memU) - 13.9k stars"
   ],
   "repository_evidence": [
    "Open-Source AI Radar: 99 Rising GitHub Repos (July 2026)",
    "Ninety-nine rising open-source AI projects on GitHub: voice, agents, memory, RAG, MCP, local inference, media and notebooks, with honest license labels.",
    "### [memU](/open-source/memu) [(NevaMind-AI/memU)](https://github.com/NevaMind-AI/memU) - 13.9k stars"
   ],
   "stars_evidence": [
    "Open-Source AI Radar: 99 Rising GitHub Repos (July 2026)",
    "Ninety-nine rising open-source AI projects on GitHub: voice, agents, memory, RAG, MCP, local inference, media and notebooks, with honest license labels.",
    "### [memU](/open-source/memu) [(NevaMind-AI/memU)](https://github.com/NevaMind-AI/memU) - 13.9k stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolradar.io/blog/open-source-ai-radar-july-2026",
   "title": "Open-Source AI Radar: 99 Rising GitHub Repos (July 2026)",
   "project": "memsearch",
   "repository": "https://github.com/zilliztech/memsearch",
   "stars": "2100",
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Radar: 99 Rising GitHub Repos (July 2026)",
    "Ninety-nine rising open-source AI projects on GitHub: voice, agents, memory, RAG, MCP, local inference, media and notebooks, with honest license labels.",
    "### [memsearch](/open-source/memsearch) [(zilliztech/memsearch)](https://github.com/zilliztech/memsearch) - 2.1k stars"
   ],
   "repository_evidence": [
    "Open-Source AI Radar: 99 Rising GitHub Repos (July 2026)",
    "Ninety-nine rising open-source AI projects on GitHub: voice, agents, memory, RAG, MCP, local inference, media and notebooks, with honest license labels.",
    "### [memsearch](/open-source/memsearch) [(zilliztech/memsearch)](https://github.com/zilliztech/memsearch) - 2.1k stars"
   ],
   "stars_evidence": [
    "Open-Source AI Radar: 99 Rising GitHub Repos (July 2026)",
    "Ninety-nine rising open-source AI projects on GitHub: voice, agents, memory, RAG, MCP, local inference, media and notebooks, with honest license labels.",
    "### [memsearch](/open-source/memsearch) [(zilliztech/memsearch)](https://github.com/zilliztech/memsearch) - 2.1k stars"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trilogyai.substack.com/p/agentic-frameworks",
   "title": "Agentic Frameworks",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This article cuts through the hype by subjecting popular agentic frameworks: LangChain, LangGraph, CrewAI, and AutoGen, to real-world benchmark testing.",
    "They are *software toolkits and libraries* for building applications with agentic capabilities."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trilogyai.substack.com/p/agentic-frameworks",
   "title": "Agentic Frameworks",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This article cuts through the hype by subjecting popular agentic frameworks: LangChain, LangGraph, CrewAI, and AutoGen, to real-world benchmark testing.",
    "They are *software toolkits and libraries* for building applications with agentic capabilities."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trilogyai.substack.com/p/agentic-frameworks",
   "title": "Agentic Frameworks",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This article cuts through the hype by subjecting popular agentic frameworks: LangChain, LangGraph, CrewAI, and AutoGen, to real-world benchmark testing.",
    "They are *software toolkits and libraries* for building applications with agentic capabilities."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trilogyai.substack.com/p/agentic-frameworks",
   "title": "Agentic Frameworks",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This article cuts through the hype by subjecting popular agentic frameworks: LangChain, LangGraph, CrewAI, and AutoGen, to real-world benchmark testing.",
    "They are *software toolkits and libraries* for building applications with agentic capabilities."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@computeleap/openai-agents-python-build-multi-agent-ai-workflows-2026-79ad22dc2985",
   "title": "openai-agents-python: Build Multi-Agent AI Workflows (2026)",
   "project": "openai-agents-python",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "22981",
   "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."
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@computeleap/openai-agents-python-build-multi-agent-ai-workflows-2026-79ad22dc2985",
   "title": "openai-agents-python: Build Multi-Agent AI Workflows (2026)",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": 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,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Gloriaameng/Awesome-Agent-Harness/blob/main",
   "title": "GitHub - Gloriaameng/Awesome-Agent-Harness: Agent Harness for Large Language Model Agents: A Survey. Survey on LLM agentharnessengineering with a taxonomy. 110+papers, 23 systems analyzed.",
   "project": "AIOS",
   "repository": "https://github.com/agiresearch/AIOS",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Frameworks & Modules",
    "- AIOS: **\"AIOS: LLM Agent Operating System\"**. *Mei et al.* COLM 2025. [[Paper](https://arxiv.org/abs/2403.16971)] [[Code](https://github.com/agiresearch/AIOS)]"
   ],
   "repository_evidence": [
    "## Frameworks & Modules",
    "- AIOS: **\"AIOS: LLM Agent Operating System\"**. *Mei et al.* COLM 2025. [[Paper](https://arxiv.org/abs/2403.16971)] [[Code](https://github.com/agiresearch/AIOS)]"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI.png",
   "stars": "53254",
   "description": null,
   "license": null,
   "project_evidence": [
    "Flowise",
    "## Overview",
    "Flowise is a visual orchestration platform for building AI agents and workflows without code."
   ],
   "repository_evidence": [
    "![Flowise logo](https://github.com/FlowiseAI.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "53,254 stars on GitHub. Last updated 2026-05-30.",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Stackwise",
   "repository": "https://github.com/stackwiseai.png",
   "stars": "186",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Stackwise",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![Stackwise logo](https://github.com/stackwiseai.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 186 ](/directories/agents/stackwise)[ M MCP Dev low",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "heymrun/heym",
   "repository": "https://github.com/heymrun/heym.png",
   "stars": "565",
   "description": null,
   "license": null,
   "project_evidence": [
    "### heymrun/heym",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 565 ](/directories/mcp/heymrun-heym)[ M MCP Dev low",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "rocketride-org/rocketride-server",
   "repository": "https://github.com/rocketride-org/rocketride-server.png",
   "stars": "3737",
   "description": null,
   "license": null,
   "project_evidence": [
    "### rocketride-org/rocketride-server",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 3,737 ](/directories/mcp/rocketride-org-rocketride-server)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "AgentFlow",
   "repository": "https://github.com/simonmesmith.png",
   "stars": "323",
   "description": null,
   "license": null,
   "project_evidence": [
    "### AgentFlow",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![AgentFlow logo](https://github.com/simonmesmith.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 323 ](/directories/open-source/agentflow)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "AI Chatbot",
   "repository": "https://github.com/vercel-labs.png",
   "stars": "20420",
   "description": null,
   "license": null,
   "project_evidence": [
    "### AI Chatbot",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![AI Chatbot logo](https://github.com/vercel-labs.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 20,420 ](/directories/open-source/ai-chatbot)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "AI.JSX",
   "repository": "https://github.com/fixie-ai.png",
   "stars": "1130",
   "description": null,
   "license": null,
   "project_evidence": [
    "### AI.JSX",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![AI.JSX logo](https://github.com/fixie-ai.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 1,130 ](/directories/open-source/ai-jsx)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Anything LLM",
   "repository": "https://github.com/Mintplex-Labs.png",
   "stars": "60905",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Anything LLM",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![Anything LLM logo](https://github.com/Mintplex-Labs.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 60,905 ](/directories/open-source/anything-llm)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Autochain",
   "repository": "https://github.com/Forethought-Technologies.png",
   "stars": "1876",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Autochain",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![Autochain logo](https://github.com/Forethought-Technologies.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 1,876 ](/directories/open-source/autochain)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Ax",
   "repository": "https://github.com/axilla-io.png",
   "stars": "1120",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Ax",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![Ax logo](https://github.com/axilla-io.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 1,120 ](/directories/open-source/ax)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Botpress",
   "repository": "https://github.com/botpress.png",
   "stars": "14719",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Botpress",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![Botpress logo](https://github.com/botpress.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 14,719 ](/directories/open-source/botpress)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Chaindesk",
   "repository": "https://github.com/gmpetrov.png",
   "stars": "2949",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Chaindesk",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![Chaindesk logo](https://github.com/gmpetrov.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 2,949 ](/directories/open-source/chaindesk)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "ChatPDF",
   "repository": "https://github.com/akshata29.png",
   "stars": "865",
   "description": null,
   "license": null,
   "project_evidence": [
    "### ChatPDF",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![ChatPDF logo](https://github.com/akshata29.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 865 ](/directories/open-source/chatpdf)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Cheshire Cat",
   "repository": "https://github.com/cheshire-cat-ai.png",
   "stars": "3039",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Cheshire Cat",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![Cheshire Cat logo](https://github.com/cheshire-cat-ai.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 3,039 ](/directories/open-source/cheshire-cat)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "DB GPT",
   "repository": "https://github.com/csunny.png",
   "stars": "18886",
   "description": null,
   "license": null,
   "project_evidence": [
    "### DB GPT",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![DB GPT logo](https://github.com/csunny.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 18,886 ](/directories/open-source/db-gpt)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Dialoqbase",
   "repository": "https://github.com/n4ze3m.png",
   "stars": "1792",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Dialoqbase",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![Dialoqbase logo](https://github.com/n4ze3m.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 1,792 ](/directories/open-source/dialoqbase)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "DocsGPT",
   "repository": "https://github.com/arc53.png",
   "stars": "17914",
   "description": null,
   "license": null,
   "project_evidence": [
    "### DocsGPT",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![DocsGPT logo](https://github.com/arc53.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 17,914 ](/directories/open-source/docsgpt)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Dust",
   "repository": "https://github.com/dust-tt.png",
   "stars": "1369",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Dust",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![Dust logo](https://github.com/dust-tt.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 1,369 ](/directories/open-source/dust)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Eino",
   "repository": "https://github.com/cloudwego.png",
   "stars": "11579",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Eino",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![Eino logo](https://github.com/cloudwego.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 11,579 ](/directories/open-source/eino)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Embedbase",
   "repository": "https://github.com/different-ai.png",
   "stars": "524",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Embedbase",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![Embedbase logo](https://github.com/different-ai.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 524 ](/directories/open-source/embedbase)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "FlowGPT",
   "repository": "https://github.com/nilooy.png",
   "stars": "304",
   "description": null,
   "license": null,
   "project_evidence": [
    "### FlowGPT",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![FlowGPT logo](https://github.com/nilooy.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 304 ](/directories/open-source/flowgpt)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Langflow",
   "repository": "https://github.com/logspace-ai.png",
   "stars": "149019",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Langflow",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![Langflow logo](https://github.com/logspace-ai.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 149,019 ](/directories/open-source/langflow)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "LangStream",
   "repository": "https://github.com/LangStream.png",
   "stars": "430",
   "description": null,
   "license": null,
   "project_evidence": [
    "### LangStream",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![LangStream logo](https://github.com/LangStream.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 430 ](/directories/open-source/langstream)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "LLMFlow",
   "repository": "https://github.com/stoyan-stoyanov.png",
   "stars": "706",
   "description": null,
   "license": null,
   "project_evidence": [
    "### LLMFlow",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![LLMFlow logo](https://github.com/stoyan-stoyanov.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 706 ](/directories/open-source/llmflow)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "LLMStack",
   "repository": "https://github.com/trypromptly.png",
   "stars": "2302",
   "description": null,
   "license": null,
   "project_evidence": [
    "### LLMStack",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![LLMStack logo](https://github.com/trypromptly.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 2,302 ](/directories/open-source/llmstack)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Lobe Chat",
   "repository": "https://github.com/lobehub.png",
   "stars": "78069",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Lobe Chat",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![Lobe Chat logo](https://github.com/lobehub.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 78,069 ](/directories/open-source/lobe-chat)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "MiniChain",
   "repository": "https://github.com/srush.png",
   "stars": "1233",
   "description": null,
   "license": null,
   "project_evidence": [
    "### MiniChain",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![MiniChain logo](https://github.com/srush.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 1,233 ](/directories/open-source/minichain)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "OpenChat",
   "repository": "https://github.com/openchatai.png",
   "stars": "5248",
   "description": null,
   "license": null,
   "project_evidence": [
    "### OpenChat",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![OpenChat logo](https://github.com/openchatai.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 5,248 ](/directories/open-source/openchat)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Phidata",
   "repository": "https://github.com/phidatahq.png",
   "stars": "40451",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Phidata",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![Phidata logo](https://github.com/phidatahq.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 40,451 ](/directories/open-source/phidata)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "R2R",
   "repository": "https://github.com/SciPhi-AI.png",
   "stars": "7869",
   "description": null,
   "license": null,
   "project_evidence": [
    "### R2R",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![R2R logo](https://github.com/SciPhi-AI.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 7,869 ](/directories/open-source/r2r)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Rivet",
   "repository": "https://github.com/Ironclad.png",
   "stars": "4597",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Rivet",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![Rivet logo](https://github.com/Ironclad.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 4,597 ](/directories/open-source/rivet)[ O OSS Orchestration medium",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "TextAI",
   "repository": "https://github.com/neuml.png",
   "stars": "12622",
   "description": null,
   "license": null,
   "project_evidence": [
    "### TextAI",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "repository_evidence": [
    "![TextAI logo](https://github.com/neuml.png?size=200)",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "stars_evidence": [
    "\u2605 12,622 ](/directories/open-source/textai)[ P Apps Productivity low",
    "## Open-source & AI alternatives",
    "Swap-in tools that solve the same job. Weigh the trade-offs before you commit.",
    "Alternatives33entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "awesome-llm-webapps",
   "repository": "https://github.com/snowfort-ai.png",
   "stars": "714",
   "description": null,
   "license": null,
   "project_evidence": [
    "### awesome-llm-webapps",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "repository_evidence": [
    "![awesome-llm-webapps logo](https://github.com/snowfort-ai.png?size=200)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "stars_evidence": [
    "\u2605 714 ](/directories/open-source/awesome-llm-webapps)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Bifrost",
   "repository": "https://github.com/maximhq.png",
   "stars": "5406",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Bifrost",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "repository_evidence": [
    "![Bifrost logo](https://github.com/maximhq.png?size=200)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "stars_evidence": [
    "\u2605 5,406 ](/directories/open-source/bifrost)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Chroma",
   "repository": "https://github.com/chroma-core.png",
   "stars": "28173",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Chroma",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "repository_evidence": [
    "![Chroma logo](https://github.com/chroma-core.png?size=200)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "stars_evidence": [
    "\u2605 28,173 ](/directories/open-source/chroma)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Flock",
   "repository": "https://github.com/Onelevenvy.png",
   "stars": "1073",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Flock",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "repository_evidence": [
    "![Flock logo](https://github.com/Onelevenvy.png?size=200)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "stars_evidence": [
    "\u2605 1,073 ](/directories/open-source/flock)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Future AGI",
   "repository": "https://github.com/future-agi.png",
   "stars": "50",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Future AGI",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "repository_evidence": [
    "![Future AGI logo](https://github.com/future-agi.png?size=200)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "stars_evidence": [
    "\u2605 50 ](/directories/open-source/future-agi)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "LangChain",
   "repository": "https://github.com/hwchase17.png",
   "stars": "138234",
   "description": null,
   "license": null,
   "project_evidence": [
    "### LangChain",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "repository_evidence": [
    "![LangChain logo](https://github.com/hwchase17.png?size=200)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "stars_evidence": [
    "\u2605 138,234 ](/directories/open-source/langchain)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "LazyLLM",
   "repository": "https://github.com/LazyAGI.png",
   "stars": "3839",
   "description": null,
   "license": null,
   "project_evidence": [
    "### LazyLLM",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "repository_evidence": [
    "![LazyLLM logo](https://github.com/LazyAGI.png?size=200)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "stars_evidence": [
    "\u2605 3,839 ](/directories/open-source/lazyllm)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Llama2 Embedding Server",
   "repository": "https://github.com/Dicklesworthstone.png",
   "stars": "1053",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Llama2 Embedding Server",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "repository_evidence": [
    "![Llama2 Embedding Server logo](https://github.com/Dicklesworthstone.png?size=200)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "stars_evidence": [
    "\u2605 1,053 ](/directories/open-source/llama2-embedding-server)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Llmware",
   "repository": "https://github.com/llmware-ai.png",
   "stars": "14848",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Llmware",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "repository_evidence": [
    "![Llmware logo](https://github.com/llmware-ai.png?size=200)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "stars_evidence": [
    "\u2605 14,848 ](/directories/open-source/llmware)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Lunary",
   "repository": "https://github.com/lunary-ai.png",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Lunary",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "repository_evidence": [
    "![Lunary logo](https://github.com/lunary-ai.png?size=200)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "QNimGPT",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### QNimGPT",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Streamlit Template",
   "repository": "https://github.com/hwchase17.png",
   "stars": "298",
   "description": null,
   "license": null,
   "project_evidence": [
    "### Streamlit Template",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "repository_evidence": [
    "![Streamlit Template logo](https://github.com/hwchase17.png?size=200)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "stars_evidence": [
    "\u2605 298 ](/directories/open-source/streamlit-template)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "SuperAgent",
   "repository": "https://github.com/homanp.png",
   "stars": "6615",
   "description": null,
   "license": null,
   "project_evidence": [
    "### SuperAgent",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "repository_evidence": [
    "![SuperAgent logo](https://github.com/homanp.png?size=200)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "stars_evidence": [
    "\u2605 6,615 ](/directories/open-source/superagent)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/open-source/flowise",
   "title": "Flowise \u2014 Open Source",
   "project": "Trigger.dev",
   "repository": "https://github.com/triggerdotdev.png",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Trigger.dev",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "repository_evidence": [
    "![Trigger.dev logo](https://github.com/triggerdotdev.png?size=200)",
    "## Pairs with",
    "Other entries in the index that connect to this one. Click through to see the chain.",
    "Pairs with21entries"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://xcloud.host/openclaw-vs-paperclip-vs-hermes",
   "title": "OpenClaw vs Paperclip vs Hermes (2026): Which Open-Source AI Agent Platform Wins? (Complete Comparison Guide) - xCloud",
   "project": "OpenClaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": "295000",
   "description": null,
   "license": null,
   "project_evidence": [
    "The open-source AI agent space has produced three breakout projects in under six months, and each one solves a different problem most teams have been quietly struggling with.",
    "[**OpenClaw**](https://openclaw.ai/) crossed [**295,000 GitHub stars**](https://emmasaffron.medium.com/the-ghost-in-the-messenger-why-openclaw-is-quietly-eating-the-ai-world-ba04ae9bcb78) by April 2026, briefly overtaking React on the all-time star rankings.",
    "Master Comparison Matrix: OpenClaw vs Paperclip vs Hermes"
   ],
   "repository_evidence": [
    "Master Comparison Matrix: OpenClaw vs Paperclip vs Hermes",
    "| \ud83e\udd47 | [**OpenClaw**](https://github.com/openclaw/openclaw) | Personal AI gateway | ~295,000+ | TypeScript | Multi-channel solo agents |"
   ],
   "stars_evidence": [
    "Master Comparison Matrix: OpenClaw vs Paperclip vs Hermes",
    "| \ud83e\udd47 | [**OpenClaw**](https://github.com/openclaw/openclaw) | Personal AI gateway | ~295,000+ | TypeScript | Multi-channel solo agents |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://xcloud.host/openclaw-vs-paperclip-vs-hermes",
   "title": "OpenClaw vs Paperclip vs Hermes (2026): Which Open-Source AI Agent Platform Wins? (Complete Comparison Guide) - xCloud",
   "project": "Hermes Agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "90000",
   "description": null,
   "license": null,
   "project_evidence": [
    "The open-source AI agent space has produced three breakout projects in under six months, and each one solves a different problem most teams have been quietly struggling with.",
    "And [**Hermes Agent**](https://hermes-agent.nousresearch.com/), released by Nous Research in February 2026, sits north of [**90,000 stars**](https://dev.to/wonderlab/one-open-source-project-a-day-no40-hermes-agent-nous-researchs-self-improving-ai-agent-4ale) with the strongest learning architecture of the three.",
    "Master Comparison Matrix: OpenClaw vs Paperclip vs Hermes"
   ],
   "repository_evidence": [
    "Master Comparison Matrix: OpenClaw vs Paperclip vs Hermes",
    "| \ud83e\udd48 | [**Hermes Agent**](https://github.com/NousResearch/hermes-agent) | Self-improving agent | ~90,000+ | Python | Repeat workflows, learning loops |"
   ],
   "stars_evidence": [
    "Master Comparison Matrix: OpenClaw vs Paperclip vs Hermes",
    "| \ud83e\udd48 | [**Hermes Agent**](https://github.com/NousResearch/hermes-agent) | Self-improving agent | ~90,000+ | Python | Repeat workflows, learning loops |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://xcloud.host/openclaw-vs-paperclip-vs-hermes",
   "title": "OpenClaw vs Paperclip vs Hermes (2026): Which Open-Source AI Agent Platform Wins? (Complete Comparison Guide) - xCloud",
   "project": "Paperclip",
   "repository": "https://github.com/paperclipai/paperclip",
   "stars": "43000",
   "description": null,
   "license": null,
   "project_evidence": [
    "The open-source AI agent space has produced three breakout projects in under six months, and each one solves a different problem most teams have been quietly struggling with.",
    "[**Paperclip**](https://paperclip.ing/) hit [**38,000 stars in under four weeks**](https://websearchapi.ai/blog/paperclip-ai-agent-orchestrator) after its March 2026 launch.",
    "Master Comparison Matrix: OpenClaw vs Paperclip vs Hermes"
   ],
   "repository_evidence": [
    "Master Comparison Matrix: OpenClaw vs Paperclip vs Hermes",
    "| \ud83e\udd49 | [**Paperclip**](https://github.com/paperclipai/paperclip) | Agent orchestration | ~43,000+ | Node.js + React | Teams of agents, budget control |"
   ],
   "stars_evidence": [
    "Master Comparison Matrix: OpenClaw vs Paperclip vs Hermes",
    "| \ud83e\udd49 | [**Paperclip**](https://github.com/paperclipai/paperclip) | Agent orchestration | ~43,000+ | Node.js + React | Teams of agents, budget control |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/sam-blackfly/awesome-llm-tools",
   "title": "GitHub - sam-blackfly/awesome-llm-tools: A curated directory of essential LLM tools: Local inference engines, agent frameworks, RAG pipelines, vector databases, and fine-tuning kits.",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [LangChain](https://github.com/langchain-ai/langchain) | The most widely adopted LLM framework; chains, tools, agents, RAG | Rapid prototyping, complex chains |"
   ],
   "repository_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [LangChain](https://github.com/langchain-ai/langchain) | The most widely adopted LLM framework; chains, tools, agents, RAG | Rapid prototyping, complex chains |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/sam-blackfly/awesome-llm-tools",
   "title": "GitHub - sam-blackfly/awesome-llm-tools: A curated directory of essential LLM tools: Local inference engines, agent frameworks, RAG pipelines, vector databases, and fine-tuning kits.",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [LangGraph](https://github.com/langchain-ai/langgraph) | Graph-based agent orchestration (state machines) from LangChain team | Deterministic multi-agent workflows |"
   ],
   "repository_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [LangGraph](https://github.com/langchain-ai/langgraph) | Graph-based agent orchestration (state machines) from LangChain team | Deterministic multi-agent workflows |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/sam-blackfly/awesome-llm-tools",
   "title": "GitHub - sam-blackfly/awesome-llm-tools: A curated directory of essential LLM tools: Local inference engines, agent frameworks, RAG pipelines, vector databases, and fine-tuning kits.",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [LlamaIndex](https://github.com/run-llama/llama_index) | Data framework for LLM applications; advanced RAG & agents | Data-heavy, enterprise knowledge systems |"
   ],
   "repository_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [LlamaIndex](https://github.com/run-llama/llama_index) | Data framework for LLM applications; advanced RAG & agents | Data-heavy, enterprise knowledge systems |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/sam-blackfly/awesome-llm-tools",
   "title": "GitHub - sam-blackfly/awesome-llm-tools: A curated directory of essential LLM tools: Local inference engines, agent frameworks, RAG pipelines, vector databases, and fine-tuning kits.",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [AutoGen](https://github.com/microsoft/autogen) | Microsoft's async multi-agent conversation framework | Collaborative multi-agent problem solving |"
   ],
   "repository_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [AutoGen](https://github.com/microsoft/autogen) | Microsoft's async multi-agent conversation framework | Collaborative multi-agent problem solving |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/sam-blackfly/awesome-llm-tools",
   "title": "GitHub - sam-blackfly/awesome-llm-tools: A curated directory of essential LLM tools: Local inference engines, agent frameworks, RAG pipelines, vector databases, and fine-tuning kits.",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [CrewAI](https://github.com/crewAIInc/crewAI) | Role-based multi-agent orchestration; fast & standalone | Specialized crew workflows |"
   ],
   "repository_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [CrewAI](https://github.com/crewAIInc/crewAI) | Role-based multi-agent orchestration; fast & standalone | Specialized crew workflows |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/sam-blackfly/awesome-llm-tools",
   "title": "GitHub - sam-blackfly/awesome-llm-tools: A curated directory of essential LLM tools: Local inference engines, agent frameworks, RAG pipelines, vector databases, and fine-tuning kits.",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [Pydantic AI](https://github.com/pydantic/pydantic-ai) | Type-safe agent framework by Pydantic team | Production-grade, type-safe pipelines |"
   ],
   "repository_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [Pydantic AI](https://github.com/pydantic/pydantic-ai) | Type-safe agent framework by Pydantic team | Production-grade, type-safe pipelines |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/sam-blackfly/awesome-llm-tools",
   "title": "GitHub - sam-blackfly/awesome-llm-tools: A curated directory of essential LLM tools: Local inference engines, agent frameworks, RAG pipelines, vector databases, and fine-tuning kits.",
   "project": "Agno (Phidata)",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [Agno (Phidata)](https://github.com/agno-agi/agno) | Lightweight, fast multi-modal agent framework | Multi-modal agents with memory & storage |"
   ],
   "repository_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [Agno (Phidata)](https://github.com/agno-agi/agno) | Lightweight, fast multi-modal agent framework | Multi-modal agents with memory & storage |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/sam-blackfly/awesome-llm-tools",
   "title": "GitHub - sam-blackfly/awesome-llm-tools: A curated directory of essential LLM tools: Local inference engines, agent frameworks, RAG pipelines, vector databases, and fine-tuning kits.",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [Smolagents](https://github.com/huggingface/smolagents) | Minimal, powerful agents library by Hugging Face | Code agents, tool calling |"
   ],
   "repository_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [Smolagents](https://github.com/huggingface/smolagents) | Minimal, powerful agents library by Hugging Face | Code agents, tool calling |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/sam-blackfly/awesome-llm-tools",
   "title": "GitHub - sam-blackfly/awesome-llm-tools: A curated directory of essential LLM tools: Local inference engines, agent frameworks, RAG pipelines, vector databases, and fine-tuning kits.",
   "project": "Atomic Agents",
   "repository": "https://github.com/BrainBlend-AI/atomic-agents",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents) | Modular, dependency-injection-based agent framework | Composable, testable agents |"
   ],
   "repository_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents) | Modular, dependency-injection-based agent framework | Composable, testable agents |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/sam-blackfly/awesome-llm-tools",
   "title": "GitHub - sam-blackfly/awesome-llm-tools: A curated directory of essential LLM tools: Local inference engines, agent frameworks, RAG pipelines, vector databases, and fine-tuning kits.",
   "project": "CAMEL-AI",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [CAMEL-AI](https://github.com/camel-ai/camel) | Role-playing communicative multi-agent framework; research and multi-agent systems | Multi-agent Communication |"
   ],
   "repository_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [CAMEL-AI](https://github.com/camel-ai/camel) | Role-playing communicative multi-agent framework; research and multi-agent systems | Multi-agent Communication |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/sam-blackfly/awesome-llm-tools",
   "title": "GitHub - sam-blackfly/awesome-llm-tools: A curated directory of essential LLM tools: Local inference engines, agent frameworks, RAG pipelines, vector databases, and fine-tuning kits.",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) | Official OpenAI Python SDK for building agents | OpenAI-native agent workflows |"
   ],
   "repository_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) | Official OpenAI Python SDK for building agents | OpenAI-native agent workflows |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/sam-blackfly/awesome-llm-tools",
   "title": "GitHub - sam-blackfly/awesome-llm-tools: A curated directory of essential LLM tools: Local inference engines, agent frameworks, RAG pipelines, vector databases, and fine-tuning kits.",
   "project": "swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [swarm](https://github.com/openai/swarm) | OpenAI's educational framework for lightweight ergonomic multi-agent orchestration | Learning multi-agent patterns |"
   ],
   "repository_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [swarm](https://github.com/openai/swarm) | OpenAI's educational framework for lightweight ergonomic multi-agent orchestration | Learning multi-agent patterns |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/sam-blackfly/awesome-llm-tools",
   "title": "GitHub - sam-blackfly/awesome-llm-tools: A curated directory of essential LLM tools: Local inference engines, agent frameworks, RAG pipelines, vector databases, and fine-tuning kits.",
   "project": "Multi-Agent Orchestrator",
   "repository": "https://github.com/awslabs/multi-agent-orchestrator",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [Multi-Agent Orchestrator](https://github.com/awslabs/multi-agent-orchestrator) | AWS framework for managing multiple AI agents and complex multi-turn conversations | Enterprise multi-agent systems |"
   ],
   "repository_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [Multi-Agent Orchestrator](https://github.com/awslabs/multi-agent-orchestrator) | AWS framework for managing multiple AI agents and complex multi-turn conversations | Enterprise multi-agent systems |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/sam-blackfly/awesome-llm-tools",
   "title": "GitHub - sam-blackfly/awesome-llm-tools: A curated directory of essential LLM tools: Local inference engines, agent frameworks, RAG pipelines, vector databases, and fine-tuning kits.",
   "project": "Griptape",
   "repository": "https://github.com/griptape-ai/griptape",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [Griptape](https://github.com/griptape-ai/griptape) | Python framework for AI workflows and pipelines with chain of thought reasoning | Workflows |"
   ],
   "repository_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Python",
    "| Framework | Description | Best For |",
    "| [Griptape](https://github.com/griptape-ai/griptape) | Python framework for AI workflows and pipelines with chain of thought reasoning | Workflows |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/sam-blackfly/awesome-llm-tools",
   "title": "GitHub - sam-blackfly/awesome-llm-tools: A curated directory of essential LLM tools: Local inference engines, agent frameworks, RAG pipelines, vector databases, and fine-tuning kits.",
   "project": "VoltAgent",
   "repository": "https://github.com/voltagent/voltagent",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### JavaScript / TypeScript",
    "| Framework | Description | Best For |",
    "| [VoltAgent](https://github.com/voltagent/voltagent) | TypeScript-native open-source agentic framework | TypeScript-first developers |"
   ],
   "repository_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### JavaScript / TypeScript",
    "| Framework | Description | Best For |",
    "| [VoltAgent](https://github.com/voltagent/voltagent) | TypeScript-native open-source agentic framework | TypeScript-first developers |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/sam-blackfly/awesome-llm-tools",
   "title": "GitHub - sam-blackfly/awesome-llm-tools: A curated directory of essential LLM tools: Local inference engines, agent frameworks, RAG pipelines, vector databases, and fine-tuning kits.",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### JavaScript / TypeScript",
    "| Framework | Description | Best For |",
    "| [Mastra](https://github.com/mastra-ai/mastra) | TypeScript agent framework with workflows, memory, tools | Modern Node.js AI apps |"
   ],
   "repository_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### JavaScript / TypeScript",
    "| Framework | Description | Best For |",
    "| [Mastra](https://github.com/mastra-ai/mastra) | TypeScript agent framework with workflows, memory, tools | Modern Node.js AI apps |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/sam-blackfly/awesome-llm-tools",
   "title": "GitHub - sam-blackfly/awesome-llm-tools: A curated directory of essential LLM tools: Local inference engines, agent frameworks, RAG pipelines, vector databases, and fine-tuning kits.",
   "project": "Bee Agent Framework",
   "repository": "https://github.com/i-am-bee/bee-agent-framework",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### JavaScript / TypeScript",
    "| Framework | Description | Best For |",
    "| [Bee Agent Framework](https://github.com/i-am-bee/bee-agent-framework) | IBM's open-source TypeScript agent framework | Enterprise TypeScript agents |"
   ],
   "repository_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### JavaScript / TypeScript",
    "| Framework | Description | Best For |",
    "| [Bee Agent Framework](https://github.com/i-am-bee/bee-agent-framework) | IBM's open-source TypeScript agent framework | Enterprise TypeScript agents |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/sam-blackfly/awesome-llm-tools",
   "title": "GitHub - sam-blackfly/awesome-llm-tools: A curated directory of essential LLM tools: Local inference engines, agent frameworks, RAG pipelines, vector databases, and fine-tuning kits.",
   "project": "LangChain4j",
   "repository": "https://github.com/langchain4j/langchain4j",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Java",
    "| Framework | Description | Best For |",
    "| [LangChain4j](https://github.com/langchain4j/langchain4j) | Java port of LangChain; chains, tools, agents, RAG | Java LLM apps |"
   ],
   "repository_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Java",
    "| Framework | Description | Best For |",
    "| [LangChain4j](https://github.com/langchain4j/langchain4j) | Java port of LangChain; chains, tools, agents, RAG | Java LLM apps |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/sam-blackfly/awesome-llm-tools",
   "title": "GitHub - sam-blackfly/awesome-llm-tools: A curated directory of essential LLM tools: Local inference engines, agent frameworks, RAG pipelines, vector databases, and fine-tuning kits.",
   "project": "Koog",
   "repository": "https://github.com/JetBrains/koog",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Kotlin",
    "| Framework | Description | Best For |",
    "| [Koog](https://github.com/JetBrains/koog) | JetBrains' pure-Kotlin agent framework; multiplatform (JVM, Android, iOS, WASM), fault-tolerant with retries & state restore | Enterprise Kotlin / multiplatform agents |"
   ],
   "repository_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Kotlin",
    "| Framework | Description | Best For |",
    "| [Koog](https://github.com/JetBrains/koog) | JetBrains' pure-Kotlin agent framework; multiplatform (JVM, Android, iOS, WASM), fault-tolerant with retries & state restore | Enterprise Kotlin / multiplatform agents |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/sam-blackfly/awesome-llm-tools",
   "title": "GitHub - sam-blackfly/awesome-llm-tools: A curated directory of essential LLM tools: Local inference engines, agent frameworks, RAG pipelines, vector databases, and fine-tuning kits.",
   "project": "Rig",
   "repository": "https://github.com/0xPlaygrounds/rig",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Rust",
    "| Framework | Description | Best For |",
    "| [Rig](https://github.com/0xPlaygrounds/rig) | Modular, production-ready Rust library; 20+ providers, 10+ vector stores, WASM support | Performance-critical Rust agents |"
   ],
   "repository_evidence": [
    "# awesome-llm-tools",
    "## 2. Libraries & Frameworks",
    "### Rust",
    "| Framework | Description | Best For |",
    "| [Rig](https://github.com/0xPlaygrounds/rig) | Modular, production-ready Rust library; 20+ providers, 10+ vector stores, WASM support | Performance-critical Rust agents |"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://saas.pet/reviews/langflow-review",
   "title": "LangFlow review: visual LangChain pipelines with multi-agent and MCP support",
   "project": "LangFlow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": "152625",
   "description": null,
   "license": null,
   "project_evidence": [
    "## Quick summary card",
    "_Read the [full review](https://github.com/langflow-ai/langflow) or jump to my [`alex_take`](#alexs-take) below for the honest verdict._"
   ],
   "repository_evidence": [
    "## Quick summary card",
    "_Read the [full review](https://github.com/langflow-ai/langflow) or jump to my [`alex_take`](#alexs-take) below for the honest verdict._"
   ],
   "stars_evidence": [
    "## Quick summary card",
    "**Numbers from public APIs (fetched 2026-07-30):** 152,625 GitHub stars \u00b7 9,721 forks \u00b7 994 open issues \u00b7 License `MIT`, last release v1.11.1 (2026-07-28)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mickpletcher/best-of-github/blob/main/weekly-top-100-github-repositories.md",
   "title": "best-of-github/weekly-top-100-github-repositories.md at main \u00b7 mickpletcher/best-of-github",
   "project": "openclaw/openclaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": "387314",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Weekly Top 100 GitHub Repositories",
    "## AI and Machine Learning",
    "| Rank | Repository | Stars | Language | Description |",
    "| 6 | [openclaw/openclaw](https://github.com/openclaw/openclaw) | 387,314 | TypeScript | Your own personal AI assistant. Any OS. Any Platform. The lobster way. \ud83e\udd9e |"
   ],
   "repository_evidence": [
    "# Weekly Top 100 GitHub Repositories",
    "## AI and Machine Learning",
    "| Rank | Repository | Stars | Language | Description |",
    "| 6 | [openclaw/openclaw](https://github.com/openclaw/openclaw) | 387,314 | TypeScript | Your own personal AI assistant. Any OS. Any Platform. The lobster way. \ud83e\udd9e |"
   ],
   "stars_evidence": [
    "# Weekly Top 100 GitHub Repositories",
    "## AI and Machine Learning",
    "| Rank | Repository | Stars | Language | Description |",
    "| 6 | [openclaw/openclaw](https://github.com/openclaw/openclaw) | 387,314 | TypeScript | Your own personal AI assistant. Any OS. Any Platform. The lobster way. \ud83e\udd9e |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mickpletcher/best-of-github/blob/main/weekly-top-100-github-repositories.md",
   "title": "best-of-github/weekly-top-100-github-repositories.md at main \u00b7 mickpletcher/best-of-github",
   "project": "obra/superpowers",
   "repository": "https://github.com/obra/superpowers",
   "stars": "276913",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Weekly Top 100 GitHub Repositories",
    "## AI and Machine Learning",
    "| Rank | Repository | Stars | Language | Description |",
    "| 13 | [obra/superpowers](https://github.com/obra/superpowers) | 276,913 | Shell | An agentic skills framework & software development methodology that works. |"
   ],
   "repository_evidence": [
    "# Weekly Top 100 GitHub Repositories",
    "## AI and Machine Learning",
    "| Rank | Repository | Stars | Language | Description |",
    "| 13 | [obra/superpowers](https://github.com/obra/superpowers) | 276,913 | Shell | An agentic skills framework & software development methodology that works. |"
   ],
   "stars_evidence": [
    "# Weekly Top 100 GitHub Repositories",
    "## AI and Machine Learning",
    "| Rank | Repository | Stars | Language | Description |",
    "| 13 | [obra/superpowers](https://github.com/obra/superpowers) | 276,913 | Shell | An agentic skills framework & software development methodology that works. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mickpletcher/best-of-github/blob/main/weekly-top-100-github-repositories.md",
   "title": "best-of-github/weekly-top-100-github-repositories.md at main \u00b7 mickpletcher/best-of-github",
   "project": "affaan-m/ECC",
   "repository": "https://github.com/affaan-m/ECC",
   "stars": "242785",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Weekly Top 100 GitHub Repositories",
    "## AI and Machine Learning",
    "| Rank | Repository | Stars | Language | Description |",
    "| 17 | [affaan-m/ECC](https://github.com/affaan-m/ECC) | 242,785 | JavaScript | The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond. |"
   ],
   "repository_evidence": [
    "# Weekly Top 100 GitHub Repositories",
    "## AI and Machine Learning",
    "| Rank | Repository | Stars | Language | Description |",
    "| 17 | [affaan-m/ECC](https://github.com/affaan-m/ECC) | 242,785 | JavaScript | The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond. |"
   ],
   "stars_evidence": [
    "# Weekly Top 100 GitHub Repositories",
    "## AI and Machine Learning",
    "| Rank | Repository | Stars | Language | Description |",
    "| 17 | [affaan-m/ECC](https://github.com/affaan-m/ECC) | 242,785 | JavaScript | The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mickpletcher/best-of-github/blob/main/weekly-top-100-github-repositories.md",
   "title": "best-of-github/weekly-top-100-github-repositories.md at main \u00b7 mickpletcher/best-of-github",
   "project": "NousResearch/hermes-agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "235479",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Weekly Top 100 GitHub Repositories",
    "## AI and Machine Learning",
    "| Rank | Repository | Stars | Language | Description |",
    "| 19 | [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) | 235,479 | Python | The agent that grows with you |"
   ],
   "repository_evidence": [
    "# Weekly Top 100 GitHub Repositories",
    "## AI and Machine Learning",
    "| Rank | Repository | Stars | Language | Description |",
    "| 19 | [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) | 235,479 | Python | The agent that grows with you |"
   ],
   "stars_evidence": [
    "# Weekly Top 100 GitHub Repositories",
    "## AI and Machine Learning",
    "| Rank | Repository | Stars | Language | Description |",
    "| 19 | [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) | 235,479 | Python | The agent that grows with you |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mickpletcher/best-of-github/blob/main/weekly-top-100-github-repositories.md",
   "title": "best-of-github/weekly-top-100-github-repositories.md at main \u00b7 mickpletcher/best-of-github",
   "project": "n8n-io/n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": "202253",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Weekly Top 100 GitHub Repositories",
    "## AI and Machine Learning",
    "| Rank | Repository | Stars | Language | Description |",
    "| 25 | [n8n-io/n8n](https://github.com/n8n-io/n8n) | 202,253 | TypeScript | Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations. |"
   ],
   "repository_evidence": [
    "# Weekly Top 100 GitHub Repositories",
    "## AI and Machine Learning",
    "| Rank | Repository | Stars | Language | Description |",
    "| 25 | [n8n-io/n8n](https://github.com/n8n-io/n8n) | 202,253 | TypeScript | Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations. |"
   ],
   "stars_evidence": [
    "# Weekly Top 100 GitHub Repositories",
    "## AI and Machine Learning",
    "| Rank | Repository | Stars | Language | Description |",
    "| 25 | [n8n-io/n8n](https://github.com/n8n-io/n8n) | 202,253 | TypeScript | Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mickpletcher/best-of-github/blob/main/weekly-top-100-github-repositories.md",
   "title": "best-of-github/weekly-top-100-github-repositories.md at main \u00b7 mickpletcher/best-of-github",
   "project": "anomalyco/opencode",
   "repository": "https://github.com/anomalyco/opencode",
   "stars": "200881",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Weekly Top 100 GitHub Repositories",
    "## AI and Machine Learning",
    "| Rank | Repository | Stars | Language | Description |",
    "| 26 | [anomalyco/opencode](https://github.com/anomalyco/opencode) | 200,881 | TypeScript | The open source coding agent. |"
   ],
   "repository_evidence": [
    "# Weekly Top 100 GitHub Repositories",
    "## AI and Machine Learning",
    "| Rank | Repository | Stars | Language | Description |",
    "| 26 | [anomalyco/opencode](https://github.com/anomalyco/opencode) | 200,881 | TypeScript | The open source coding agent. |"
   ],
   "stars_evidence": [
    "# Weekly Top 100 GitHub Repositories",
    "## AI and Machine Learning",
    "| Rank | Repository | Stars | Language | Description |",
    "| 26 | [anomalyco/opencode](https://github.com/anomalyco/opencode) | 200,881 | TypeScript | The open source coding agent. |"
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    "| 30 | [ultraworkers/claw-code](https://github.com/ultraworkers/claw-code) | 195,113 | Rust | An agent-managed museum exhibit, built in Rust with Gajae-Code / LazyCodex \u2014 developed and maintained with no human intervention. |"
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    "## AI and Machine Learning",
    "| Rank | Repository | Stars | Language | Description |",
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    "## AI and Machine Learning",
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    "## AI and Machine Learning",
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    "- ## \ud83e\udde9 Agent Frameworks & SDKs",
    "  - ### The three-vendor SDK race",
    "    - [Anthropic Agent Skills](https://github.com/anthropics/skills) - brightgreen) \u2014 Reference impl of the Agent Skills standard (SKILL.md capability packs). Widely cited as having 'surged past MCP' as the de-facto capabilities layer. \u00b7 `Apache-2.0 (skills)` \u00b7 Markdown (SKILL.md) \u00b7 \u2248152.6k\u2605 *GitHub API, 2026-06-19*"
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    "- ## \ud83e\udde9 Agent Frameworks & SDKs",
    "  - ### The three-vendor SDK race",
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    "- ## \ud83e\udde9 Agent Frameworks & SDKs",
    "  - ### The three-vendor SDK race",
    "    - [Anthropic Agent Skills](https://github.com/anthropics/skills) - brightgreen) \u2014 Reference impl of the Agent Skills standard (SKILL.md capability packs). Widely cited as having 'surged past MCP' as the de-facto capabilities layer. \u00b7 `Apache-2.0 (skills)` \u00b7 Markdown (SKILL.md) \u00b7 \u2248152.6k\u2605 *GitHub API, 2026-06-19*"
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   "project": "Google ADK 2.0",
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   "stars": "20200",
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-tools",
    "- ## \ud83e\udde9 Agent Frameworks & SDKs",
    "  - ### The three-vendor SDK race",
    "    - [Google ADK 2.0](https://github.com/google/adk-python) - brightgreen) \u2014 Code-first build/eval/deploy. ADK 2.0 added graph-based Workflow Runtime (routing, fan-out/fan-in, loops, HITL) + Task API for agent-to-agent delegation. \u00b7 `Apache-2.0` \u00b7 Python, Go, Java, TS \u00b7 \u224820.2k\u2605 *GitHub API, 2026-06-19*"
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   "repository_evidence": [
    "# awesome-ai-tools",
    "- ## \ud83e\udde9 Agent Frameworks & SDKs",
    "  - ### The three-vendor SDK race",
    "    - [Google ADK 2.0](https://github.com/google/adk-python) - brightgreen) \u2014 Code-first build/eval/deploy. ADK 2.0 added graph-based Workflow Runtime (routing, fan-out/fan-in, loops, HITL) + Task API for agent-to-agent delegation. \u00b7 `Apache-2.0` \u00b7 Python, Go, Java, TS \u00b7 \u224820.2k\u2605 *GitHub API, 2026-06-19*"
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   "stars_evidence": [
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    "- ## \ud83e\udde9 Agent Frameworks & SDKs",
    "  - ### The three-vendor SDK race",
    "    - [Google ADK 2.0](https://github.com/google/adk-python) - brightgreen) \u2014 Code-first build/eval/deploy. ADK 2.0 added graph-based Workflow Runtime (routing, fan-out/fan-in, loops, HITL) + Task API for agent-to-agent delegation. \u00b7 `Apache-2.0` \u00b7 Python, Go, Java, TS \u00b7 \u224820.2k\u2605 *GitHub API, 2026-06-19*"
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   "project_evidence": [
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    "- ## \ud83e\udde9 Agent Frameworks & SDKs",
    "  - ### The three-vendor SDK race",
    "    - [Microsoft AutoGen](/projects/github.com%2Fmicrosoft%2Fautogen) - yellow) \u2014 MAINTENANCE MODE. Event-driven multi-agent. Users directed to Microsoft Agent Framework. \u00b7 `CC-BY-4.0` \u00b7 Python, .NET \u00b7 \u224859.1k\u2605 *GitHub API, 2026-06-19*"
   ],
   "repository_evidence": [
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    "- ## \ud83e\udde9 Agent Frameworks & SDKs",
    "  - ### The three-vendor SDK race",
    "    - [Microsoft AutoGen](/projects/github.com%2Fmicrosoft%2Fautogen) - yellow) \u2014 MAINTENANCE MODE. Event-driven multi-agent. Users directed to Microsoft Agent Framework. \u00b7 `CC-BY-4.0` \u00b7 Python, .NET \u00b7 \u224859.1k\u2605 *GitHub API, 2026-06-19*"
   ],
   "stars_evidence": [
    "# awesome-ai-tools",
    "- ## \ud83e\udde9 Agent Frameworks & SDKs",
    "  - ### The three-vendor SDK race",
    "    - [Microsoft AutoGen](/projects/github.com%2Fmicrosoft%2Fautogen) - yellow) \u2014 MAINTENANCE MODE. Event-driven multi-agent. Users directed to Microsoft Agent Framework. \u00b7 `CC-BY-4.0` \u00b7 Python, .NET \u00b7 \u224859.1k\u2605 *GitHub API, 2026-06-19*"
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   "url": "https://awesome.ecosyste.ms/lists/dspachos%2Fawesome-ai-tools",
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   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-tools",
    "- ## \ud83e\udde9 Agent Frameworks & SDKs",
    "  - ### The three-vendor SDK race",
    "    - [Microsoft Agent Framework](/projects/github.com%2Fmicrosoft%2Fagent-framework) - brightgreen) \u2014 1.0 GA. Official successor merging AutoGen + Semantic Kernel. Graph workflows, durable/restartable, A2A + MCP interop. \u00b7 `MIT` \u00b7 Python, .NET \u00b7 \u224811.5k\u2605 *GitHub API, 2026-06-19*"
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   "repository_evidence": [
    "# awesome-ai-tools",
    "- ## \ud83e\udde9 Agent Frameworks & SDKs",
    "  - ### The three-vendor SDK race",
    "    - [Microsoft Agent Framework](/projects/github.com%2Fmicrosoft%2Fagent-framework) - brightgreen) \u2014 1.0 GA. Official successor merging AutoGen + Semantic Kernel. Graph workflows, durable/restartable, A2A + MCP interop. \u00b7 `MIT` \u00b7 Python, .NET \u00b7 \u224811.5k\u2605 *GitHub API, 2026-06-19*"
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   "stars_evidence": [
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    "- ## \ud83e\udde9 Agent Frameworks & SDKs",
    "  - ### The three-vendor SDK race",
    "    - [Microsoft Agent Framework](/projects/github.com%2Fmicrosoft%2Fagent-framework) - brightgreen) \u2014 1.0 GA. Official successor merging AutoGen + Semantic Kernel. Graph workflows, durable/restartable, A2A + MCP interop. \u00b7 `MIT` \u00b7 Python, .NET \u00b7 \u224811.5k\u2605 *GitHub API, 2026-06-19*"
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   "title": "awesome-ai-tools | Ecosyste.ms: Awesome",
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   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-tools",
    "- ## \ud83e\udde9 Agent Frameworks & SDKs",
    "  - ### The three-vendor SDK race",
    "    - [AgentGateway](https://github.com/agentgateway/agentgateway) - brightgreen) \u2014 Open-source AI-native proxy/data plane (3.5k\u2605). One high-performance Rust proxy governs all agent traffic: agent-to-LLM, agent-to-tool (via MCP), and agent-to-agent (via A2A), plus ordinary HTTP/gRPC. Donated to the Linux Foundation (Aug 2025). Contributors from AWS, Cisco, IBM, Microsoft, Red Hat. Handles auth, rate limiting, observability, and policy enforcement across all agent traffic. \u00b7 `Apache-2.0` \u00b7 Rust \u00b7 3.8k\u2605 *GitHub API, 2026-07-09*"
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   "repository_evidence": [
    "# awesome-ai-tools",
    "- ## \ud83e\udde9 Agent Frameworks & SDKs",
    "  - ### The three-vendor SDK race",
    "    - [AgentGateway](https://github.com/agentgateway/agentgateway) - brightgreen) \u2014 Open-source AI-native proxy/data plane (3.5k\u2605). One high-performance Rust proxy governs all agent traffic: agent-to-LLM, agent-to-tool (via MCP), and agent-to-agent (via A2A), plus ordinary HTTP/gRPC. Donated to the Linux Foundation (Aug 2025). Contributors from AWS, Cisco, IBM, Microsoft, Red Hat. Handles auth, rate limiting, observability, and policy enforcement across all agent traffic. \u00b7 `Apache-2.0` \u00b7 Rust \u00b7 3.8k\u2605 *GitHub API, 2026-07-09*"
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   "stars_evidence": [
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    "- ## \ud83e\udde9 Agent Frameworks & SDKs",
    "  - ### The three-vendor SDK race",
    "    - [AgentGateway](https://github.com/agentgateway/agentgateway) - brightgreen) \u2014 Open-source AI-native proxy/data plane (3.5k\u2605). One high-performance Rust proxy governs all agent traffic: agent-to-LLM, agent-to-tool (via MCP), and agent-to-agent (via A2A), plus ordinary HTTP/gRPC. Donated to the Linux Foundation (Aug 2025). Contributors from AWS, Cisco, IBM, Microsoft, Red Hat. Handles auth, rate limiting, observability, and policy enforcement across all agent traffic. \u00b7 `Apache-2.0` \u00b7 Rust \u00b7 3.8k\u2605 *GitHub API, 2026-07-09*"
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   "title": "awesome-ai-tools | Ecosyste.ms: Awesome",
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   "stars": "21600",
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    "# awesome-ai-tools",
    "- ## \ud83e\udd16 Always-On Personal AI Assistants \u2014 *the focal category*",
    "  - ### Proprietary equivalents",
    "    - [QwenPaw](https://github.com/agentscope-ai/QwenPaw) - brightgreen) \u2014 Self-hostable personal AI assistant (20k\u2605) from Alibaba's AgentScope team. Easy install on own machine or cloud. Supports multiple chat apps with extensible capabilities via skills. 190+ contributors, 85 releases. v2.0.0-beta.1 latest. \u00b7 `Apache-2.0` \u00b7 Python, TypeScript \u00b7 21.6k\u2605 *GitHub API, 2026-07-09*"
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   "repository_evidence": [
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    "- ## \ud83e\udd16 Always-On Personal AI Assistants \u2014 *the focal category*",
    "  - ### Proprietary equivalents",
    "    - [QwenPaw](https://github.com/agentscope-ai/QwenPaw) - brightgreen) \u2014 Self-hostable personal AI assistant (20k\u2605) from Alibaba's AgentScope team. Easy install on own machine or cloud. Supports multiple chat apps with extensible capabilities via skills. 190+ contributors, 85 releases. v2.0.0-beta.1 latest. \u00b7 `Apache-2.0` \u00b7 Python, TypeScript \u00b7 21.6k\u2605 *GitHub API, 2026-07-09*"
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   "stars_evidence": [
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    "- ## \ud83e\udd16 Always-On Personal AI Assistants \u2014 *the focal category*",
    "  - ### Proprietary equivalents",
    "    - [QwenPaw](https://github.com/agentscope-ai/QwenPaw) - brightgreen) \u2014 Self-hostable personal AI assistant (20k\u2605) from Alibaba's AgentScope team. Easy install on own machine or cloud. Supports multiple chat apps with extensible capabilities via skills. 190+ contributors, 85 releases. v2.0.0-beta.1 latest. \u00b7 `Apache-2.0` \u00b7 Python, TypeScript \u00b7 21.6k\u2605 *GitHub API, 2026-07-09*"
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   "project_evidence": [
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    "  - ### The OpenClaw wave (self-hosted OSS)",
    "    - [Memoh](https://github.com/memohai/Memoh) - brightgreen) | `AGPL-3.0` \u00b7 Go, Vue, Rust | \u22481.9k\u2605 *GitHub API via Exa, 2026-06-23* | Closest structural peer to OpenClaw. Each agent gets its own containerized 'cloud computer' (FS, desktop, browser, network, memory). Copyleft license. v0.13.1 \u2026 |"
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   "repository_evidence": [
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    "- ## \ud83e\udd16 Always-On Personal AI Assistants \u2014 *the focal category*",
    "  - ### The OpenClaw wave (self-hosted OSS)",
    "    - [Memoh](https://github.com/memohai/Memoh) - brightgreen) | `AGPL-3.0` \u00b7 Go, Vue, Rust | \u22481.9k\u2605 *GitHub API via Exa, 2026-06-23* | Closest structural peer to OpenClaw. Each agent gets its own containerized 'cloud computer' (FS, desktop, browser, network, memory). Copyleft license. v0.13.1 \u2026 |"
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   "stars_evidence": [
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    "    - [Memoh](https://github.com/memohai/Memoh) - brightgreen) | `AGPL-3.0` \u00b7 Go, Vue, Rust | \u22481.9k\u2605 *GitHub API via Exa, 2026-06-23* | Closest structural peer to OpenClaw. Each agent gets its own containerized 'cloud computer' (FS, desktop, browser, network, memory). Copyleft license. v0.13.1 \u2026 |"
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    "  - ### The OpenClaw wave (self-hosted OSS)",
    "    - [OwnPilot](/projects/github.com%2Fownpilot%2Fownpilot) - brightgreen) | `MIT` \u00b7 TypeScript | \u2014 | Explicitly OpenClaw-derived ('Claw' naming + SKILL.md). Strongest feature overlap incl. edge/IoT device control, soul agents, crews. |"
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    "    - [OwnPilot](/projects/github.com%2Fownpilot%2Fownpilot) - brightgreen) | `MIT` \u00b7 TypeScript | \u2014 | Explicitly OpenClaw-derived ('Claw' naming + SKILL.md). Strongest feature overlap incl. edge/IoT device control, soul agents, crews. |"
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    "    - [Lethe](/projects/github.com%2Fatemerev%2Flethe) - brightgreen) | `MIT` \u00b7 Rust (~50 MB binary) | \u2014 | Most architecturally distinctive: brain-inspired multi-actor design, self-modifying loop (per README). Narrower channel surface (Telegram + HTTP/SSE only). Bor\u2026 |"
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    "    - [Lethe](/projects/github.com%2Fatemerev%2Flethe) - brightgreen) | `MIT` \u00b7 Rust (~50 MB binary) | \u2014 | Most architecturally distinctive: brain-inspired multi-actor design, self-modifying loop (per README). Narrower channel surface (Telegram + HTTP/SSE only). Bor\u2026 |"
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    "    - [Hermes Agent](/projects/github.com%2FNousResearch%2Fhermes-agent) - brightgreen) | `Apache-2.0` \u00b7 Python | \u2248197.5k\u2605 *GitHub API, 2026-06-19 (last known \u2014 rate limited this run)* | Self-improving always-on agent. v0.17.0 'Reach Release' (Jun 19): iMessage support (Photon), Raft agent network, desktop app with rebindable shortcuts + subage\u2026 |"
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    "    - [Hermes Agent](/projects/github.com%2FNousResearch%2Fhermes-agent) - brightgreen) | `Apache-2.0` \u00b7 Python | \u2248197.5k\u2605 *GitHub API, 2026-06-19 (last known \u2014 rate limited this run)* | Self-improving always-on agent. v0.17.0 'Reach Release' (Jun 19): iMessage support (Photon), Raft agent network, desktop app with rebindable shortcuts + subage\u2026 |"
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   "stars_evidence": [
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    "  - ### Builder / API layer",
    "    - [Microsoft OmniParser v2](/projects/github.com%2Fmicrosoft%2FOmniParser) - brightgreen) \u2014 Not an agent \u2014 pure-vision GUI-grounding module that 'tokenizes' screenshots. Paired with OmniTool (dockerized Win11 VM). \u00b7 `OSS` \u00b7 Python \u00b7 \u224824.9k\u2605 *GitHub API, 2026-06-19*"
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   "project_evidence": [
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    "- ## \ud83d\uddb1\ufe0f Computer-Use & Browser Agents",
    "  - ### Builder / API layer",
    "    - [Simular Agent S3](/projects/github.com%2Fsimular-ai%2FAgent-S) - brightgreen) \u2014 First VENDOR-REPORTED OSWorld crossing: 72.60% (best-of-N; single-pass 66%). Not on independent leaderboards. Full desktop + Android. Raised $21.5M. \u00b7 `Apache-2.0` \u00b7 Python \u00b7 \u224811.9k\u2605 *GitHub API, 2026-06-19*"
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   "repository_evidence": [
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    "- ## \ud83d\uddb1\ufe0f Computer-Use & Browser Agents",
    "  - ### Builder / API layer",
    "    - [Simular Agent S3](/projects/github.com%2Fsimular-ai%2FAgent-S) - brightgreen) \u2014 First VENDOR-REPORTED OSWorld crossing: 72.60% (best-of-N; single-pass 66%). Not on independent leaderboards. Full desktop + Android. Raised $21.5M. \u00b7 `Apache-2.0` \u00b7 Python \u00b7 \u224811.9k\u2605 *GitHub API, 2026-06-19*"
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   "stars_evidence": [
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    "- ## \ud83d\uddb1\ufe0f Computer-Use & Browser Agents",
    "  - ### Builder / API layer",
    "    - [Simular Agent S3](/projects/github.com%2Fsimular-ai%2FAgent-S) - brightgreen) \u2014 First VENDOR-REPORTED OSWorld crossing: 72.60% (best-of-N; single-pass 66%). Not on independent leaderboards. Full desktop + Android. Raised $21.5M. \u00b7 `Apache-2.0` \u00b7 Python \u00b7 \u224811.9k\u2605 *GitHub API, 2026-06-19*"
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   "project": "Skyvern",
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    "- ## \ud83d\uddb1\ufe0f Computer-Use & Browser Agents",
    "  - ### Builder / API layer",
    "    - [Skyvern](/projects/github.com%2FSkyvern-AI%2Fskyvern) - brightgreen) \u2014 Enterprise browser-RPA replacement. Planner-Agent-Validator, native CAPTCHA + 2FA, SOC2/HIPAA. Workflow engine, not chat-reachable. \u00b7 `AGPL-3.0` \u00b7 Python \u00b7 \u224821.9k\u2605 *GitHub API, 2026-06-19*"
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    "- ## \ud83d\uddb1\ufe0f Computer-Use & Browser Agents",
    "  - ### Builder / API layer",
    "    - [Skyvern](/projects/github.com%2FSkyvern-AI%2Fskyvern) - brightgreen) \u2014 Enterprise browser-RPA replacement. Planner-Agent-Validator, native CAPTCHA + 2FA, SOC2/HIPAA. Workflow engine, not chat-reachable. \u00b7 `AGPL-3.0` \u00b7 Python \u00b7 \u224821.9k\u2605 *GitHub API, 2026-06-19*"
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    "- ## \ud83d\uddb1\ufe0f Computer-Use & Browser Agents",
    "  - ### Builder / API layer",
    "    - [Skyvern](/projects/github.com%2FSkyvern-AI%2Fskyvern) - brightgreen) \u2014 Enterprise browser-RPA replacement. Planner-Agent-Validator, native CAPTCHA + 2FA, SOC2/HIPAA. Workflow engine, not chat-reachable. \u00b7 `AGPL-3.0` \u00b7 Python \u00b7 \u224821.9k\u2605 *GitHub API, 2026-06-19*"
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    "- ## \ud83d\uddb1\ufe0f Computer-Use & Browser Agents",
    "  - ### Builder / API layer",
    "    - [OpenHands](https://github.com/OpenHands/OpenHands) - brightgreen) \u2014 Self-hosted 'developer control center'. Runs its own agent OR Claude Code/Codex/Gemini. SDK + CLI + GUI + Agent Canvas (scheduled tasks, Slack/GitHub/Linear). \u00b7 `MIT (core)` \u00b7 Python \u00b7 \u224877.7k\u2605 *GitHub API, 2026-06-19*"
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    "- ## \ud83d\uddb1\ufe0f Computer-Use & Browser Agents",
    "  - ### Builder / API layer",
    "    - [OpenHands](https://github.com/OpenHands/OpenHands) - brightgreen) \u2014 Self-hosted 'developer control center'. Runs its own agent OR Claude Code/Codex/Gemini. SDK + CLI + GUI + Agent Canvas (scheduled tasks, Slack/GitHub/Linear). \u00b7 `MIT (core)` \u00b7 Python \u00b7 \u224877.7k\u2605 *GitHub API, 2026-06-19*"
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    "    - [OpenHands](https://github.com/OpenHands/OpenHands) - brightgreen) \u2014 Self-hosted 'developer control center'. Runs its own agent OR Claude Code/Codex/Gemini. SDK + CLI + GUI + Agent Canvas (scheduled tasks, Slack/GitHub/Linear). \u00b7 `MIT (core)` \u00b7 Python \u00b7 \u224877.7k\u2605 *GitHub API, 2026-06-19*"
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    "- ## \ud83d\udda5\ufe0f Desktop Apps & IDEs",
    "  - ### Editor-agent runtimes & managed platforms",
    "    - [Qt Creator 20](/projects/github.com%2Fqt-creator%2Fqt-creator) - brightgreen) \u2014 Qt Creator 20 (Jun 2026) added ACP Client extension \u2014 chat panel for AI coding agents (Claude Code, Codex, Gemini, Copilot). MCP Server extension for tool access. Zen Mode for focus. Major C++/Qt IDE entering the agent era. \u00b7 `GPL-3.0 / commercial` \u00b7 C++ \u00b7 \u22483.0k\u2605 *GitHub mirror; primary hosting at code.qt.io*"
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    "  - ### Editor-agent runtimes & managed platforms",
    "    - [Qt Creator 20](/projects/github.com%2Fqt-creator%2Fqt-creator) - brightgreen) \u2014 Qt Creator 20 (Jun 2026) added ACP Client extension \u2014 chat panel for AI coding agents (Claude Code, Codex, Gemini, Copilot). MCP Server extension for tool access. Zen Mode for focus. Major C++/Qt IDE entering the agent era. \u00b7 `GPL-3.0 / commercial` \u00b7 C++ \u00b7 \u22483.0k\u2605 *GitHub mirror; primary hosting at code.qt.io*"
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    "- ## \u26a1 Quick Picks",
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    "- ## \u26a1 Quick Picks",
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    "- [CrewAI](https://github.com/joaomdmoura/crewAI) - Framework for orchestrating role-playing, autonomous AI agents for collaborative task execution."
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    "Foundational libraries and SDKs for building AI agents.",
    "- [Microsoft AutoGen](https://github.com/microsoft/autogen) - Framework for building multi-agent conversational systems with support for human-in-the-loop workflows."
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    "A curated list of tools, frameworks, marketplaces, and resources for building, deploying, and discovering AI agents.",
    "Foundational libraries and SDKs for building AI agents.",
    "- [Microsoft AutoGen](https://github.com/microsoft/autogen) - Framework for building multi-agent conversational systems with support for human-in-the-loop workflows."
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    "A curated list of tools, frameworks, marketplaces, and resources for building, deploying, and discovering AI agents.",
    "Foundational libraries and SDKs for building AI agents.",
    "- [Semantic Kernel](https://github.com/microsoft/semantic-kernel) - Microsoft's SDK for integrating LLMs into C#, Python, and Java applications with enterprise features."
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   "repository_evidence": [
    "A curated list of tools, frameworks, marketplaces, and resources for building, deploying, and discovering AI agents.",
    "Foundational libraries and SDKs for building AI agents.",
    "- [Semantic Kernel](https://github.com/microsoft/semantic-kernel) - Microsoft's SDK for integrating LLMs into C#, Python, and Java applications with enterprise features."
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   "license_evidence": null
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    "A curated list of tools, frameworks, marketplaces, and resources for building, deploying, and discovering AI agents.",
    "Foundational libraries and SDKs for building AI agents.",
    "- [LlamaIndex](https://github.com/run-llama/llama_index) - Data framework for LLM applications, specializing in data indexing, retrieval, and knowledge graph integration."
   ],
   "repository_evidence": [
    "A curated list of tools, frameworks, marketplaces, and resources for building, deploying, and discovering AI agents.",
    "Foundational libraries and SDKs for building AI agents.",
    "- [LlamaIndex](https://github.com/run-llama/llama_index) - Data framework for LLM applications, specializing in data indexing, retrieval, and knowledge graph integration."
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    "Foundational libraries and SDKs for building AI agents.",
    "- [BabyAGI](https://github.com/yoheinakajima/babyagi) - Minimalist framework for autonomous task-driven agents with dynamic task queue management."
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   "repository_evidence": [
    "A curated list of tools, frameworks, marketplaces, and resources for building, deploying, and discovering AI agents.",
    "Foundational libraries and SDKs for building AI agents.",
    "- [BabyAGI](https://github.com/yoheinakajima/babyagi) - Minimalist framework for autonomous task-driven agents with dynamic task queue management."
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   "project": "AgentGPT",
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    "A curated list of tools, frameworks, marketplaces, and resources for building, deploying, and discovering AI agents.",
    "Foundational libraries and SDKs for building AI agents.",
    "- [AgentGPT](https://github.com/reworkd/AgentGPT) - Browser-based platform for assembling, configuring, and deploying autonomous AI agents."
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   "repository_evidence": [
    "A curated list of tools, frameworks, marketplaces, and resources for building, deploying, and discovering AI agents.",
    "Foundational libraries and SDKs for building AI agents.",
    "- [AgentGPT](https://github.com/reworkd/AgentGPT) - Browser-based platform for assembling, configuring, and deploying autonomous AI agents."
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    "A curated list of tools, frameworks, marketplaces, and resources for building, deploying, and discovering AI agents.",
    "Foundational libraries and SDKs for building AI agents.",
    "- [Haystack](https://github.com/deepset-ai/haystack) - End-to-end NLP framework for building production-ready LLM applications and agents."
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   "repository_evidence": [
    "A curated list of tools, frameworks, marketplaces, and resources for building, deploying, and discovering AI agents.",
    "Foundational libraries and SDKs for building AI agents.",
    "- [Haystack](https://github.com/deepset-ai/haystack) - End-to-end NLP framework for building production-ready LLM applications and agents."
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   "license_evidence": null
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   "title": "GitHub - AFunLS/awesome-ai-agent-tools: \ud83e\udd16 Awesome list of AI agent tools, frameworks, marketplaces, and resources",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
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   "project_evidence": [
    "A curated list of tools, frameworks, marketplaces, and resources for building, deploying, and discovering AI agents.",
    "Foundational libraries and SDKs for building AI agents.",
    "- [Pydantic AI](https://github.com/pydantic/pydantic-ai) - Python framework for building type-safe AI agents with Pydantic model validation."
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   "repository_evidence": [
    "A curated list of tools, frameworks, marketplaces, and resources for building, deploying, and discovering AI agents.",
    "Foundational libraries and SDKs for building AI agents.",
    "- [Pydantic AI](https://github.com/pydantic/pydantic-ai) - Python framework for building type-safe AI agents with Pydantic model validation."
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   "title": "GitHub - AFunLS/awesome-ai-agent-tools: \ud83e\udd16 Awesome list of AI agent tools, frameworks, marketplaces, and resources",
   "project": "Langflow",
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    "A curated list of tools, frameworks, marketplaces, and resources for building, deploying, and discovering AI agents.",
    "Foundational libraries and SDKs for building AI agents.",
    "- [Langflow](https://github.com/logspace-ai/langflow) - Low-code visual interface for building and deploying LangChain workflows and agents."
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   "repository_evidence": [
    "A curated list of tools, frameworks, marketplaces, and resources for building, deploying, and discovering AI agents.",
    "Foundational libraries and SDKs for building AI agents.",
    "- [Langflow](https://github.com/logspace-ai/langflow) - Low-code visual interface for building and deploying LangChain workflows and agents."
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    "Skills & Plugins\n\nReusable capabilities and integrations that extend agent functionality.",
    "- [mcp-agent](https://github.com/lastmile-ai/mcp-agent) - Build effective agents using Model Context Protocol and workflow patterns."
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   "repository_evidence": [
    "Skills & Plugins\n\nReusable capabilities and integrations that extend agent functionality.",
    "- [mcp-agent](https://github.com/lastmile-ai/mcp-agent) - Build effective agents using Model Context Protocol and workflow patterns."
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   "project": "Langfuse",
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   "project_evidence": [
    "Development Tools\n\nTools for building, testing, and deploying AI agents.",
    "- [Langfuse](https://langfuse.com/) - Open-source observability and analytics platform for LLM applications with agent tracking."
   ],
   "repository_evidence": [
    "Development Tools\n\nTools for building, testing, and deploying AI agents.",
    "- [Langfuse](https://langfuse.com/) - Open-source observability and analytics platform for LLM applications with agent tracking."
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   "license_evidence": null
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  {
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   "project_evidence": [
    "Development Tools\n\nTools for building, testing, and deploying AI agents.",
    "- [Flowise](https://github.com/FlowiseAI/Flowise) - Drag-and-drop UI for building customized LLM flows and AI agents."
   ],
   "repository_evidence": [
    "Development Tools\n\nTools for building, testing, and deploying AI agents.",
    "- [Flowise](https://github.com/FlowiseAI/Flowise) - Drag-and-drop UI for building customized LLM flows and AI agents."
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   "stars_evidence": null,
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   "project_evidence": [
    "Development Tools\n\nTools for building, testing, and deploying AI agents.",
    "- [Spec Kit](https://github.blog/developer-skills/agentic-ai-mcp-and-spec-driven-development-top-blog-posts-of-2025/) - Open-source toolkit for spec-driven development with coding agents."
   ],
   "repository_evidence": [
    "Development Tools\n\nTools for building, testing, and deploying AI agents.",
    "- [Spec Kit](https://github.blog/developer-skills/agentic-ai-mcp-and-spec-driven-development-top-blog-posts-of-2025/) - Open-source toolkit for spec-driven development with coding agents."
   ],
   "stars_evidence": null,
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   "title": "GitHub - AFunLS/awesome-ai-agent-tools: \ud83e\udd16 Awesome list of AI agent tools, frameworks, marketplaces, and resources",
   "project": "Weaviate",
   "repository": "https://weaviate.io/",
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   "project_evidence": [
    "Vector Databases & Memory\n\nStorage solutions for agent memory, context, and knowledge retrieval.",
    "- [Weaviate](https://weaviate.io/) - Open-source vector database with built-in vectorization and hybrid search capabilities."
   ],
   "repository_evidence": [
    "Vector Databases & Memory\n\nStorage solutions for agent memory, context, and knowledge retrieval.",
    "- [Weaviate](https://weaviate.io/) - Open-source vector database with built-in vectorization and hybrid search capabilities."
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   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
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   "title": "GitHub - AFunLS/awesome-ai-agent-tools: \ud83e\udd16 Awesome list of AI agent tools, frameworks, marketplaces, and resources",
   "project": "Chroma",
   "repository": "https://www.trychroma.com/",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "Vector Databases & Memory\n\nStorage solutions for agent memory, context, and knowledge retrieval.",
    "- [Chroma](https://www.trychroma.com/) - Lightweight, open-source embedding database designed for AI applications."
   ],
   "repository_evidence": [
    "Vector Databases & Memory\n\nStorage solutions for agent memory, context, and knowledge retrieval.",
    "- [Chroma](https://www.trychroma.com/) - Lightweight, open-source embedding database designed for AI applications."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/AFunLS/awesome-ai-agent-tools",
   "title": "GitHub - AFunLS/awesome-ai-agent-tools: \ud83e\udd16 Awesome list of AI agent tools, frameworks, marketplaces, and resources",
   "project": "Milvus",
   "repository": "https://milvus.io/",
   "stars": null,
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   "license": null,
   "project_evidence": [
    "Vector Databases & Memory\n\nStorage solutions for agent memory, context, and knowledge retrieval.",
    "- [Milvus](https://milvus.io/) - Open-source vector database built for scalable similarity search and AI applications."
   ],
   "repository_evidence": [
    "Vector Databases & Memory\n\nStorage solutions for agent memory, context, and knowledge retrieval.",
    "- [Milvus](https://milvus.io/) - Open-source vector database built for scalable similarity search and AI applications."
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   "stars_evidence": null,
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   "license_evidence": null
  },
  {
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   "title": "GitHub - AFunLS/awesome-ai-agent-tools: \ud83e\udd16 Awesome list of AI agent tools, frameworks, marketplaces, and resources",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
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   "license": null,
   "project_evidence": [
    "Multi-Agent Systems\n\nFrameworks specifically designed for coordinating multiple AI agents.",
    "- [MetaGPT](https://github.com/geekan/MetaGPT) - Multi-agent framework that simulates software development teams with specialized roles."
   ],
   "repository_evidence": [
    "Multi-Agent Systems\n\nFrameworks specifically designed for coordinating multiple AI agents.",
    "- [MetaGPT](https://github.com/geekan/MetaGPT) - Multi-agent framework that simulates software development teams with specialized roles."
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   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://github.com/AFunLS/awesome-ai-agent-tools",
   "title": "GitHub - AFunLS/awesome-ai-agent-tools: \ud83e\udd16 Awesome list of AI agent tools, frameworks, marketplaces, and resources",
   "project": "ChatDev",
   "repository": "https://github.com/OpenBMB/ChatDev",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Multi-Agent Systems\n\nFrameworks specifically designed for coordinating multiple AI agents.",
    "- [ChatDev](https://github.com/OpenBMB/ChatDev) - Collaborative agents forming a virtual software company with roles like CEO, CTO, and developers."
   ],
   "repository_evidence": [
    "Multi-Agent Systems\n\nFrameworks specifically designed for coordinating multiple AI agents.",
    "- [ChatDev](https://github.com/OpenBMB/ChatDev) - Collaborative agents forming a virtual software company with roles like CEO, CTO, and developers."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/AFunLS/awesome-ai-agent-tools",
   "title": "GitHub - AFunLS/awesome-ai-agent-tools: \ud83e\udd16 Awesome list of AI agent tools, frameworks, marketplaces, and resources",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Multi-Agent Systems\n\nFrameworks specifically designed for coordinating multiple AI agents.",
    "- [CAMEL](https://github.com/camel-ai/camel) - Communicative Agents for \"Mind\" Exploration of Large Language Model Society."
   ],
   "repository_evidence": [
    "Multi-Agent Systems\n\nFrameworks specifically designed for coordinating multiple AI agents.",
    "- [CAMEL](https://github.com/camel-ai/camel) - Communicative Agents for \"Mind\" Exploration of Large Language Model Society."
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/best-for/best-agent-orchestration-frameworks",
   "title": "Best Agent Orchestration Frameworks \u2014 Directories by Enterprise DNA",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The picks",
    "Ranked by fit, not by popularity. Each entry links to its full Directories page.",
    "### [LangGraph](/directories/open-source/langgraph)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/best-for/best-agent-orchestration-frameworks",
   "title": "Best Agent Orchestration Frameworks \u2014 Directories by Enterprise DNA",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The picks",
    "Ranked by fit, not by popularity. Each entry links to its full Directories page.",
    "### [AutoGen](/directories/open-source/autogen)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/best-for/best-agent-orchestration-frameworks",
   "title": "Best Agent Orchestration Frameworks \u2014 Directories by Enterprise DNA",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The picks",
    "Ranked by fit, not by popularity. Each entry links to its full Directories page.",
    "### [CrewAI](/directories/open-source/crewai)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
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  {
   "url": "https://enterprisedna.co/directories/best-for/best-agent-orchestration-frameworks",
   "title": "Best Agent Orchestration Frameworks \u2014 Directories by Enterprise DNA",
   "project": "pydantic-ai",
   "repository": null,
   "stars": null,
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   "license": null,
   "project_evidence": [
    "## The picks",
    "Ranked by fit, not by popularity. Each entry links to its full Directories page.",
    "7. 7",
    "### pydantic-ai"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "title": "Best Open Source CLI Coding Agents in 2026",
   "project": "OpenCode",
   "repository": "https://github.com/anomalyco/opencode",
   "stars": "165000",
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **OpenCode** | ~165k | MIT | Yes (Ollama) | The default open-source pick; provider-agnostic |",
    "[OpenCode](https://opencode.ai) is the open-source breakout of the era and the most-starred coding agent on GitHub, full stop."
   ],
   "repository_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "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": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **OpenCode** | ~165k | MIT | Yes (Ollama) | The default open-source pick; provider-agnostic |",
    "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."
   ],
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "title": "Best Open Source CLI Coding Agents in 2026",
   "project": "OpenAI Codex CLI",
   "repository": "https://github.com/openai/codex",
   "stars": "85000",
   "description": "OpenAI users wanting a sandboxed agent",
   "license": "Apache-2.0",
   "project_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| 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": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "  - [OpenAI Codex CLI](https://github.com/openai/codex) (~85k) - open source (Apache-2.0), tuned for OpenAI models, sandboxed"
   ],
   "stars_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **OpenAI Codex CLI** | ~85k | Apache-2.0 | Yes (`--oss`) | OpenAI users wanting a sandboxed agent |"
   ],
   "description_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **OpenAI Codex CLI** | ~85k | Apache-2.0 | Yes (`--oss`) | OpenAI users wanting a sandboxed agent |"
   ],
   "license_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **OpenAI Codex CLI** | ~85k | Apache-2.0 | Yes (`--oss`) | OpenAI users wanting a sandboxed agent |"
   ]
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "title": "Best Open Source CLI Coding Agents in 2026",
   "project": "OpenHands",
   "repository": "https://github.com/OpenHands/OpenHands",
   "stars": "75000",
   "description": "Autonomous, sandboxed runs and CI/CD",
   "license": "MIT",
   "project_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **OpenHands** | ~75k | MIT | Yes | Autonomous, sandboxed runs and CI/CD |"
   ],
   "repository_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "  - [OpenHands](https://github.com/OpenHands/OpenHands) (~75k) - autonomous, sandboxed, runs headless in CI"
   ],
   "stars_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **OpenHands** | ~75k | MIT | Yes | Autonomous, sandboxed runs and CI/CD |"
   ],
   "description_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **OpenHands** | ~75k | MIT | Yes | Autonomous, sandboxed runs and CI/CD |"
   ],
   "license_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **OpenHands** | ~75k | MIT | Yes | Autonomous, sandboxed runs and CI/CD |"
   ]
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "title": "Best Open Source CLI Coding Agents in 2026",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": "62000",
   "description": "One agent across IDE, CLI, and SDK",
   "license": "Apache-2.0",
   "project_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Cline** | ~62k | Apache-2.0 | Yes | One agent across IDE, CLI, and SDK |"
   ],
   "repository_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "  - [Cline](https://github.com/cline/cline) (~62k) - model-agnostic across IDE, CLI, and SDK"
   ],
   "stars_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Cline** | ~62k | Apache-2.0 | Yes | One agent across IDE, CLI, and SDK |"
   ],
   "description_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Cline** | ~62k | Apache-2.0 | Yes | One agent across IDE, CLI, and SDK |"
   ],
   "license_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Cline** | ~62k | Apache-2.0 | Yes | One agent across IDE, CLI, and SDK |"
   ]
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "title": "Best Open Source CLI Coding Agents in 2026",
   "project": "Pi",
   "repository": "https://github.com/earendil-works/pi",
   "stars": "54000",
   "description": "A lean, hackable, token-efficient harness",
   "license": "MIT",
   "project_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Pi** | ~54k | MIT | Yes | A lean, hackable, token-efficient harness |"
   ],
   "repository_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "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": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Pi** | ~54k | MIT | Yes | A lean, hackable, token-efficient harness |"
   ],
   "description_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Pi** | ~54k | MIT | Yes | A lean, hackable, token-efficient harness |"
   ],
   "license_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Pi** | ~54k | MIT | Yes | A lean, hackable, token-efficient harness |"
   ]
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "title": "Best Open Source CLI Coding Agents in 2026",
   "project": "Goose",
   "repository": "https://github.com/aaif-goose/goose",
   "stars": "46000",
   "description": "MCP-driven general automation (not just code)",
   "license": "Apache-2.0",
   "project_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Goose** | ~46k | Apache-2.0 | Yes | MCP-driven general automation (not just code) |"
   ],
   "repository_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "  - [Goose](https://github.com/aaif-goose/goose) (~46k) - general MCP agent, now under the Linux Foundation"
   ],
   "stars_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Goose** | ~46k | Apache-2.0 | Yes | MCP-driven general automation (not just code) |"
   ],
   "description_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Goose** | ~46k | Apache-2.0 | Yes | MCP-driven general automation (not just code) |"
   ],
   "license_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Goose** | ~46k | Apache-2.0 | Yes | MCP-driven general automation (not just code) |"
   ]
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "title": "Best Open Source CLI Coding Agents in 2026",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": "45000",
   "description": "Git-native, surgical multi-file edits",
   "license": "Apache-2.0",
   "project_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Aider** | ~45k | Apache-2.0 | Yes | Git-native, surgical multi-file edits |"
   ],
   "repository_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "  - [Aider](https://github.com/Aider-AI/aider) (~45k) - Git-native pair programming"
   ],
   "stars_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Aider** | ~45k | Apache-2.0 | Yes | Git-native, surgical multi-file edits |"
   ],
   "description_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Aider** | ~45k | Apache-2.0 | Yes | Git-native, surgical multi-file edits |"
   ],
   "license_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Aider** | ~45k | Apache-2.0 | Yes | Git-native, surgical multi-file edits |"
   ]
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "title": "Best Open Source CLI Coding Agents in 2026",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": "33000",
   "description": "Open-source agent wired into CI as PR checks",
   "license": "Apache-2.0",
   "project_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| 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": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "**Repo:** `continuedev/continue` - ~33k stars - Apache-2.0"
   ],
   "stars_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Continue** | ~33k | Apache-2.0 | Yes | Open-source agent wired into CI as PR checks |"
   ],
   "description_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Continue** | ~33k | Apache-2.0 | Yes | Open-source agent wired into CI as PR checks |"
   ],
   "license_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Continue** | ~33k | Apache-2.0 | Yes | Open-source agent wired into CI as PR checks |"
   ]
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "title": "Best Open Source CLI Coding Agents in 2026",
   "project": "Qwen Code",
   "repository": "https://github.com/QwenLM/qwen-code",
   "stars": "25000",
   "description": "Open fork of Gemini CLI + open-weight models",
   "license": "Apache-2.0",
   "project_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| 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": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "**[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": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Qwen Code** | ~25k | Apache-2.0 | Yes | Open fork of Gemini CLI + open-weight models |"
   ],
   "description_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Qwen Code** | ~25k | Apache-2.0 | Yes | Open fork of Gemini CLI + open-weight models |"
   ],
   "license_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Qwen Code** | ~25k | Apache-2.0 | Yes | Open fork of Gemini CLI + open-weight models |"
   ]
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "title": "Best Open Source CLI Coding Agents in 2026",
   "project": "Crush",
   "repository": "https://github.com/charmbracelet/crush",
   "stars": "25000",
   "description": "The best-looking terminal UI; mid-session model swaps",
   "license": "FSL-1.1-MIT",
   "project_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| 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": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "**[Crush](https://github.com/charmbracelet/crush)** (~25k stars, FSL) - Charm\u2019s gorgeous Go TUI, from the team behind Bubble Tea."
   ],
   "stars_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| 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 |"
   ],
   "description_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| 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 |"
   ],
   "license_evidence": [
    "Best Open Source CLI Coding Agents in 2026",
    "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.",
    "| 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 |"
   ]
  },
  {
   "url": "https://repocritics.com/repos/github/langgenius/dify/wiki",
   "title": "RepoCritics",
   "project": "Dify",
   "repository": "https://github.com/repocritics/wiki/edit/main/wiki/github/langgenius/dify.md",
   "stars": "143000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Wiki: langgenius/dify",
    "# langgenius/dify",
    "A production-ready platform for agentic workflow development \u2014 visual + code-friendly LLM pipelines, RAG, agents, and tool orchestration with both no-code UI and full programmatic API."
   ],
   "repository_evidence": [
    "# Wiki: langgenius/dify",
    "Last synced 2026-07-16 \u00b7 481 words \u00b7 [Edit wiki on GitHub \u2192](https://github.com/repocritics/wiki/edit/main/wiki/github/langgenius/dify.md)"
   ],
   "stars_evidence": [
    "# Wiki: langgenius/dify",
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   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://levelop.dev/blog/ai-agent-orchestration-frameworks-guide-2026",
   "title": "AI Agent Orchestration Frameworks: A 2026 Guide",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Orchestration Frameworks: A 2026 Guide",
    "How the leading frameworks implement orchestration",
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://levelop.dev/blog/ai-agent-orchestration-frameworks-guide-2026",
   "title": "AI Agent Orchestration Frameworks: A 2026 Guide",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://levelop.dev/blog/ai-agent-orchestration-frameworks-guide-2026",
   "title": "AI Agent Orchestration Frameworks: A 2026 Guide",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
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    "How the leading frameworks implement orchestration",
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   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://levelop.dev/blog/ai-agent-orchestration-frameworks-guide-2026",
   "title": "AI Agent Orchestration Frameworks: A 2026 Guide",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Orchestration Frameworks: A 2026 Guide",
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   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitechconnect.in/news/agent-sdk-wars-openai-google-anthropic-2026",
   "title": "Agent-SDK wars: OpenAI vs Google ADK vs Anthropic \u2014 which to pick",
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    "## What changed in the last sixty days",
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    "Primary sources for this piece: [platform.openai.com/docs](https://platform.openai.com/docs), [google.github.io/adk-docs](https://google.github.io/adk-docs/), [docs.anthropic.com](https://docs.anthropic.com), [langchain-ai.github.io/langgraph](https://langchain-ai.github.io/langgraph), and [github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)."
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   "url": "https://aitechconnect.in/news/agent-sdk-wars-openai-google-anthropic-2026",
   "title": "Agent-SDK wars: OpenAI vs Google ADK vs Anthropic \u2014 which to pick",
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   "repository_evidence": [
    "Primary sources for this piece: [platform.openai.com/docs](https://platform.openai.com/docs), [google.github.io/adk-docs](https://google.github.io/adk-docs/), [docs.anthropic.com](https://docs.anthropic.com), [langchain-ai.github.io/langgraph](https://langchain-ai.github.io/langgraph), and [github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)."
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   "url": "https://aitechconnect.in/news/agent-sdk-wars-openai-google-anthropic-2026",
   "title": "Agent-SDK wars: OpenAI vs Google ADK vs Anthropic \u2014 which to pick",
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    "## What changed in the last sixty days",
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   "repository_evidence": [
    "Primary sources for this piece: [platform.openai.com/docs](https://platform.openai.com/docs), [google.github.io/adk-docs](https://google.github.io/adk-docs/), [docs.anthropic.com](https://docs.anthropic.com), [langchain-ai.github.io/langgraph](https://langchain-ai.github.io/langgraph), and [github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)."
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   "url": "https://aitechconnect.in/news/agent-sdk-wars-openai-google-anthropic-2026",
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   "repository_evidence": [
    "Primary sources for this piece: [platform.openai.com/docs](https://platform.openai.com/docs), [google.github.io/adk-docs](https://google.github.io/adk-docs/), [docs.anthropic.com](https://docs.anthropic.com), [langchain-ai.github.io/langgraph](https://langchain-ai.github.io/langgraph), and [github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)."
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   "url": "https://aitechconnect.in/news/agent-sdk-wars-openai-google-anthropic-2026",
   "title": "Agent-SDK wars: OpenAI vs Google ADK vs Anthropic \u2014 which to pick",
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    "Primary sources for this piece: [platform.openai.com/docs](https://platform.openai.com/docs), [google.github.io/adk-docs](https://google.github.io/adk-docs/), [docs.anthropic.com](https://docs.anthropic.com), [langchain-ai.github.io/langgraph](https://langchain-ai.github.io/langgraph), and [github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)."
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    "If you stepped away from agent tooling for the first quarter of 2026, you came back to a different stack.",
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    "## Browse all GitHub repos",
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    "## Browse all GitHub repos",
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   "title": "GitHub - chendongqi/awesome-ai-coding: AI Coding Resource Hub",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Coding",
    "## AI Agent Frameworks",
    "### Multi-Agent Systems",
    "- **[CrewAI](https://github.com/joaomdmoura/crewAI)** - Multi-agent collaboration framework"
   ],
   "repository_evidence": [
    "# Awesome AI Coding",
    "## AI Agent Frameworks",
    "### Multi-Agent Systems",
    "- **[CrewAI](https://github.com/joaomdmoura/crewAI)** - Multi-agent collaboration framework"
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   "stars_evidence": null,
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  {
   "url": "https://github.com/chendongqi/awesome-ai-coding",
   "title": "GitHub - chendongqi/awesome-ai-coding: AI Coding Resource Hub",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Coding",
    "## AI Agent Frameworks",
    "### Multi-Agent Systems",
    "- **[AutoGen](https://github.com/microsoft/autogen)** - Microsoft's multi-agent conversation framework"
   ],
   "repository_evidence": [
    "# Awesome AI Coding",
    "## AI Agent Frameworks",
    "### Multi-Agent Systems",
    "- **[AutoGen](https://github.com/microsoft/autogen)** - Microsoft's multi-agent conversation framework"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://github.com/chendongqi/awesome-ai-coding",
   "title": "GitHub - chendongqi/awesome-ai-coding: AI Coding Resource Hub",
   "project": "JoyAgent-JDGeni",
   "repository": "https://github.com/jd-opensource/joyagent-jdgenie",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Coding",
    "## AI Agent Frameworks",
    "### Multi-Agent Systems",
    "- **[JoyAgent-JDGeni](https://github.com/jd-opensource/joyagent-jdgenie)** - JD.com's open-source end-to-end product-level general agent system"
   ],
   "repository_evidence": [
    "# Awesome AI Coding",
    "## AI Agent Frameworks",
    "### Multi-Agent Systems",
    "- **[JoyAgent-JDGeni](https://github.com/jd-opensource/joyagent-jdgenie)** - JD.com's open-source end-to-end product-level general agent system"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
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  {
   "url": "https://github.com/chendongqi/awesome-ai-coding",
   "title": "GitHub - chendongqi/awesome-ai-coding: AI Coding Resource Hub",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Coding",
    "## AI Agent Frameworks",
    "### Agent Development Frameworks",
    "- **[LangGraph](https://github.com/langchain-ai/langgraph)** - LangChain's agent orchestration framework"
   ],
   "repository_evidence": [
    "# Awesome AI Coding",
    "## AI Agent Frameworks",
    "### Agent Development Frameworks",
    "- **[LangGraph](https://github.com/langchain-ai/langgraph)** - LangChain's agent orchestration framework"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/chendongqi/awesome-ai-coding",
   "title": "GitHub - chendongqi/awesome-ai-coding: AI Coding Resource Hub",
   "project": "AgentEvolv",
   "repository": "https://github.com/modelscope/AgentEvolver",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Coding",
    "## AI Agent Frameworks",
    "### Agent Development Frameworks",
    "- **[AgentEvolv](https://github.com/modelscope/AgentEvolver)** - Agent framework supporting autonomous learning and optimization"
   ],
   "repository_evidence": [
    "# Awesome AI Coding",
    "## AI Agent Frameworks",
    "### Agent Development Frameworks",
    "- **[AgentEvolv](https://github.com/modelscope/AgentEvolver)** - Agent framework supporting autonomous learning and optimization"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/chendongqi/awesome-ai-coding",
   "title": "GitHub - chendongqi/awesome-ai-coding: AI Coding Resource Hub",
   "project": "BMAD-METHOD",
   "repository": "https://github.com/bmad-code-org/bmad-method",
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Coding",
    "## Development Tools & Acceleration",
    "### Project Management",
    "- **[BMAD-METHOD](https://github.com/bmad-code-org/bmad-method)** - AI agent framework supporting codebase flattening (`npx bmad-method flatten`) and multi-agent collaboration, helping teams quickly implement natural language requirements into code"
   ],
   "repository_evidence": [
    "# Awesome AI Coding",
    "## Development Tools & Acceleration",
    "### Project Management",
    "- **[BMAD-METHOD](https://github.com/bmad-code-org/bmad-method)** - AI agent framework supporting codebase flattening (`npx bmad-method flatten`) and multi-agent collaboration, helping teams quickly implement natural language requirements into code"
   ],
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/bianzhilong2-ctrl/agents-radar/issues/26",
   "title": "\ud83d\udcc8 AI Open Source Trends 2026-06-08",
   "project": "goose",
   "repository": "https://github.com/aaif-goose/goose",
   "stars": "322",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends 2026-06-08 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-06-08 07:41 UTC --- **AI Open\u2011Source Ecosystem \u2013 Trends Report (2026\u201106\u201108)** ---",
    "## 2. Top Projects by Category",
    "| Category | Project (GitHub) | Stars (total / today) | Why it matters today |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends 2026-06-08 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-06-08 07:41 UTC --- **AI Open\u2011Source Ecosystem \u2013 Trends Report (2026\u201106\u201108)** ---",
    "## 2. Top Projects by Category",
    "| Category | Project (GitHub) | Stars (total / today) | Why it matters today |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends 2026-06-08 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-06-08 07:41 UTC --- **AI Open\u2011Source Ecosystem \u2013 Trends Report (2026\u201106\u201108)** ---",
    "## 2. Top Projects by Category",
    "| Category | Project (GitHub) | Stars (total / today) | Why it matters today |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/bianzhilong2-ctrl/agents-radar/issues/26",
   "title": "\ud83d\udcc8 AI Open Source Trends 2026-06-08",
   "project": "hermes-agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "187576",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends 2026-06-08 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-06-08 07:41 UTC --- **AI Open\u2011Source Ecosystem \u2013 Trends Report (2026\u201106\u201108)** ---",
    "## 2. Top Projects by Category",
    "| Category | Project (GitHub) | Stars (total / today) | Why it matters today |",
    "| **\ud83e\udd16 AI Agents / Workflows** | **[NousResearch/hermes\u2011agent](https://github\u200b.com/NousResearch/hermes-agent)** \u2013 Python | 186,464 / +1 112 (Trending) | One of the most starred autonomous\u2011agent frameworks; today\u2019s spike shows developers adopting it as a base for \u201cskill\u2011driven\u201d assistants. |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends 2026-06-08 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-06-08 07:41 UTC --- **AI Open\u2011Source Ecosystem \u2013 Trends Report (2026\u201106\u201108)** ---",
    "## 2. Top Projects by Category",
    "| Category | Project (GitHub) | Stars (total / today) | Why it matters today |",
    "| **\ud83e\udd16 AI Agents / Workflows** | **[NousResearch/hermes\u2011agent](https://github\u200b.com/NousResearch/hermes-agent)** \u2013 Python | 186,464 / +1 112 (Trending) | One of the most starred autonomous\u2011agent frameworks; today\u2019s spike shows developers adopting it as a base for \u201cskill\u2011driven\u201d assistants. |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends 2026-06-08 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-06-08 07:41 UTC --- **AI Open\u2011Source Ecosystem \u2013 Trends Report (2026\u201106\u201108)** ---",
    "## 2. Top Projects by Category",
    "| Category | Project (GitHub) | Stars (total / today) | Why it matters today |",
    "| **\ud83e\udd16 AI Agents / Workflows** | **[NousResearch/hermes\u2011agent](https://github\u200b.com/NousResearch/hermes-agent)** \u2013 Python | 186,464 / +1 112 (Trending) | One of the most starred autonomous\u2011agent frameworks; today\u2019s spike shows developers adopting it as a base for \u201cskill\u2011driven\u201d assistants. |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/bianzhilong2-ctrl/agents-radar/issues/26",
   "title": "\ud83d\udcc8 AI Open Source Trends 2026-06-08",
   "project": "CowAgent",
   "repository": "https://github.com/zhayujie/CowAgent",
   "stars": "45144",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends 2026-06-08 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-06-08 07:41 UTC --- **AI Open\u2011Source Ecosystem \u2013 Trends Report (2026\u201106\u201108)** ---",
    "## 2. Top Projects by Category",
    "| Category | Project (GitHub) | Stars (total / today) | Why it matters today |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends 2026-06-08 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-06-08 07:41 UTC --- **AI Open\u2011Source Ecosystem \u2013 Trends Report (2026\u201106\u201108)** ---",
    "## 2. Top Projects by Category",
    "| Category | Project (GitHub) | Stars (total / today) | Why it matters today |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends 2026-06-08 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-06-08 07:41 UTC --- **AI Open\u2011Source Ecosystem \u2013 Trends Report (2026\u201106\u201108)** ---",
    "## 2. Top Projects by Category",
    "| Category | Project (GitHub) | Stars (total / today) | Why it matters today |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/bianzhilong2-ctrl/agents-radar/issues/26",
   "title": "\ud83d\udcc8 AI Open Source Trends 2026-06-08",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "184836",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends 2026-06-08 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-06-08 07:41 UTC --- **AI Open\u2011Source Ecosystem \u2013 Trends Report (2026\u201106\u201108)** ---",
    "## 2. Top Projects by Category",
    "| Category | Project (GitHub) | Stars (total / today) | Why it matters today |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends 2026-06-08 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-06-08 07:41 UTC --- **AI Open\u2011Source Ecosystem \u2013 Trends Report (2026\u201106\u201108)** ---",
    "## 2. Top Projects by Category",
    "| Category | Project (GitHub) | Stars (total / today) | Why it matters today |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends 2026-06-08 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-06-08 07:41 UTC --- **AI Open\u2011Source Ecosystem \u2013 Trends Report (2026\u201106\u201108)** ---",
    "## 2. Top Projects by Category",
    "| Category | Project (GitHub) | Stars (total / today) | Why it matters today |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/bianzhilong2-ctrl/agents-radar/issues/26",
   "title": "\ud83d\udcc8 AI Open Source Trends 2026-06-08",
   "project": "CopilotKit",
   "repository": "https://github.com/CopilotKit/CopilotKit",
   "stars": "33820",
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends 2026-06-08 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-06-08 07:41 UTC --- **AI Open\u2011Source Ecosystem \u2013 Trends Report (2026\u201106\u201108)** ---",
    "## 2. Top Projects by Category",
    "| Category | Project (GitHub) | Stars (total / today) | Why it matters today |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends 2026-06-08 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-06-08 07:41 UTC --- **AI Open\u2011Source Ecosystem \u2013 Trends Report (2026\u201106\u201108)** ---",
    "## 2. Top Projects by Category",
    "| Category | Project (GitHub) | Stars (total / today) | Why it matters today |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends 2026-06-08 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-06-08 07:41 UTC --- **AI Open\u2011Source Ecosystem \u2013 Trends Report (2026\u201106\u201108)** ---",
    "## 2. Top Projects by Category",
    "| Category | Project (GitHub) | Stars (total / today) | Why it matters today |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentpatch.ai/blog/best-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks in 2026: A Practical Comparison",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### LangGraph",
    "This post compares the major frameworks, describes what each is good at, and explains how AgentPatch works as a tool layer across all of them."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentpatch.ai/blog/best-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks in 2026: A Practical Comparison",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### CrewAI",
    "This post compares the major frameworks, describes what each is good at, and explains how AgentPatch works as a tool layer across all of them."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentpatch.ai/blog/best-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks in 2026: A Practical Comparison",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### AutoGen",
    "This post compares the major frameworks, describes what each is good at, and explains how AgentPatch works as a tool layer across all of them."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/vibbsdod/frameworks-for-orchestration-crewai-vs-autogen-4nel",
   "title": "Frameworks for Orchestration: CrewAI vs. AutoGen",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Frameworks for Orchestration: CrewAI vs. AutoGen",
    "This post will help you avoid my mistakes.",
    "We will compare these two leading **orchestration frameworks** head-to-head and give you a clear decision matrix."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/vibbsdod/frameworks-for-orchestration-crewai-vs-autogen-4nel",
   "title": "Frameworks for Orchestration: CrewAI vs. AutoGen",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Frameworks for Orchestration: CrewAI vs. AutoGen",
    "This post will help you avoid my mistakes.",
    "We will compare these two leading **orchestration frameworks** head-to-head and give you a clear decision matrix."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/vibbsdod/frameworks-for-orchestration-crewai-vs-autogen-4nel",
   "title": "Frameworks for Orchestration: CrewAI vs. AutoGen",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Frameworks for Orchestration: CrewAI vs. AutoGen",
    "The multi-agent field is crowded: LangGraph, the OpenAI Agents SDK, Microsoft Agent Framework, and new entrants every quarter."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/vibbsdod/frameworks-for-orchestration-crewai-vs-autogen-4nel",
   "title": "Frameworks for Orchestration: CrewAI vs. AutoGen",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Frameworks for Orchestration: CrewAI vs. AutoGen",
    "The multi-agent field is crowded: LangGraph, the OpenAI Agents SDK, Microsoft Agent Framework, and new entrants every quarter."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/vibbsdod/frameworks-for-orchestration-crewai-vs-autogen-4nel",
   "title": "Frameworks for Orchestration: CrewAI vs. AutoGen",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Frameworks for Orchestration: CrewAI vs. AutoGen",
    "The multi-agent field is crowded: LangGraph, the OpenAI Agents SDK, Microsoft Agent Framework, and new entrants every quarter."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bearplex.com/best/frameworks-for-ai-agents",
   "title": "Best Framework for AI Agents in 2026",
   "project": "LangGraph",
   "repository": null,
   "stars": "37300",
   "description": null,
   "license": null,
   "project_evidence": [
    "### LangGraph",
    "For most teams shipping production agents in 2026, the best framework is LangGraph."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "GitHub",
    "37.3k stars (verified July 2026)",
    "### LangGraph"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bearplex.com/best/frameworks-for-ai-agents",
   "title": "Best Framework for AI Agents in 2026",
   "project": "Claude Agent SDK",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Claude Agent SDK",
    "Pick the Claude Agent SDK when you want the deepest ready-made harness (built-in file, shell, and web tools, subagents, hooks, and permissions) and can commit to Claude models."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bearplex.com/best/frameworks-for-ai-agents",
   "title": "Best Framework for AI Agents in 2026",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "27900",
   "description": null,
   "license": null,
   "project_evidence": [
    "### OpenAI Agents SDK",
    "Pick the OpenAI Agents SDK when you want the smallest set of primitives that still covers handoffs, guardrails, and tracing."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "GitHub",
    "27.9k stars (verified July 2026)",
    "### OpenAI Agents SDK"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bearplex.com/best/frameworks-for-ai-agents",
   "title": "Best Framework for AI Agents in 2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "55500",
   "description": null,
   "license": null,
   "project_evidence": [
    "### CrewAI",
    "CrewAI is the fastest route to role-based multi-agent teams, smolagents is the sharpest minimal library for code-acting agents, and AutoGen is now in maintenance mode and should not anchor new builds."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "GitHub",
    "55.5k stars (verified July 2026)",
    "### CrewAI"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bearplex.com/best/frameworks-for-ai-agents",
   "title": "Best Framework for AI Agents in 2026",
   "project": "smolagents",
   "repository": null,
   "stars": "28400",
   "description": null,
   "license": null,
   "project_evidence": [
    "### smolagents",
    "CrewAI is the fastest route to role-based multi-agent teams, smolagents is the sharpest minimal library for code-acting agents, and AutoGen is now in maintenance mode and should not anchor new builds."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "GitHub",
    "28.4k stars (verified July 2026)",
    "### smolagents"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bearplex.com/best/frameworks-for-ai-agents",
   "title": "Best Framework for AI Agents in 2026",
   "project": "AutoGen",
   "repository": null,
   "stars": "59700",
   "description": null,
   "license": null,
   "project_evidence": [
    "### AutoGen",
    "CrewAI is the fastest route to role-based multi-agent teams, smolagents is the sharpest minimal library for code-acting agents, and AutoGen is now in maintenance mode and should not anchor new builds."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "GitHub",
    "59.7k stars (verified July 2026)",
    "### AutoGen"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://best100tools.com/flowise-vs-dify-vs-langflow-low-code-ai-platforms-compared",
   "title": "Flowise vs Dify vs Langflow: Low-Code AI Platforms Compared",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Flowise vs Dify vs Langflow: Low-Code AI Platforms Compared",
    "Flowise is renowned for its highly intuitive, pure visual builder experience."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://best100tools.com/flowise-vs-dify-vs-langflow-low-code-ai-platforms-compared",
   "title": "Flowise vs Dify vs Langflow: Low-Code AI Platforms Compared",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Flowise vs Dify vs Langflow: Low-Code AI Platforms Compared",
    "Dify positions itself as a full-stack, end-to-end platform for building and deploying AI applications."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
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    "| LangGraph | Directed cyclic graphs (state machines) | Stateful, long-running workflows with branching logic | High | Yes | Tech-forward SMBs, enterprises needing auditability |",
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    "| AutoGen | Conversational multi-agent | Autonomous task execution, research workflows | Medium\u2013High | Yes (Microsoft) | Teams needing human-AI collaboration at scale |",
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    "- [LangChain](https://www.langchain.com): Modular, open-source framework with broad ecosystem and flexible RAG/memory."
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    "## how we pulled this"
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    "| **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 |",
    "## **2. [Pydantic](https://pydantic.dev) \u2014 Best for: teams building type-safe agents in Python",
    "[Pydantic](https://pydantic.dev) builds Pydantic AI, a type-safe agent framework, alongside the Logfire observability platform."
   ],
   "repository_evidence": [
    "# Top 10 open source agentic AI companies and contributors in Europe 2026",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vstorm.co/pydanticai/top-10-open-source-agentic-ai-contributors",
   "title": "Top 10 open source agentic AI companies and contributors in Europe 2026",
   "project": "mistral-inference",
   "repository": "https://github.com/mistralai",
   "stars": "10800",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 open source agentic AI companies and contributors in Europe 2026",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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 |",
    "## **3. [Mistral AI](https://mistral.ai) \u2014 Best for: organisations needing EU-sovereign, self-hostable open-weight models",
    "[Mistral AI](https://mistral.ai) is France\u2019s flagship model lab, releasing open-weight model families such as Mistral 3 along with agentic coding tooling such as Devstral and the Mistral Vibe CLI, which push towards the idea of an autonomous software engineer."
   ],
   "repository_evidence": [
    "# Top 10 open source agentic AI companies and contributors in Europe 2026",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vstorm.co/pydanticai/top-10-open-source-agentic-ai-contributors",
   "title": "Top 10 open source agentic AI companies and contributors in Europe 2026",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "25000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 open source agentic AI companies and contributors in Europe 2026",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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 |",
    "## **4. [deepset](https://haystack.deepset.ai) \u2014 Best for: production retrieval-augmented generation and pipeline orchestration",
    "[deepset](https://haystack.deepset.ai) is the company behind Haystack, an open source orchestration framework for retrieval-augmented generation, pipelines and agent workflows."
   ],
   "repository_evidence": [
    "# Top 10 open source agentic AI companies and contributors in Europe 2026",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vstorm.co/pydanticai/top-10-open-source-agentic-ai-contributors",
   "title": "Top 10 open source agentic AI companies and contributors in Europe 2026",
   "project": "spaCy",
   "repository": "https://github.com/explosion/spaCy",
   "stars": "33600",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 open source agentic AI companies and contributors in Europe 2026",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [spaCy](https://github.com/explosion/spaCy) (33,600) | Germany | MIT | Production NLP foundations |",
    "## **5. [Explosion](https://explosion.ai) \u2014 Best for: production natural language processing foundations",
    "[Explosion](https://explosion.ai) makes spaCy, one of the most widely adopted natural language processing libraries, along with spacy-llm for integrating language models into pipelines and an emerging agentic assistant, Ellf."
   ],
   "repository_evidence": [
    "# Top 10 open source agentic AI companies and contributors in Europe 2026",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [spaCy](https://github.com/explosion/spaCy) (33,600) | Germany | MIT | Production NLP foundations |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vstorm.co/pydanticai/top-10-open-source-agentic-ai-contributors",
   "title": "Top 10 open source agentic AI companies and contributors in Europe 2026",
   "project": "Qdrant",
   "repository": "https://github.com/qdrant/qdrant",
   "stars": "30000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 open source agentic AI companies and contributors in Europe 2026",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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 |",
    "## **6. [Qdrant](https://qdrant.tech) \u2014 Best for: high-performance agent memory and retrieval",
    "[Qdrant](https://qdrant.tech) is an open source vector database that underpins agent memory, retrieval-augmented generation and semantic search."
   ],
   "repository_evidence": [
    "# Top 10 open source agentic AI companies and contributors in Europe 2026",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vstorm.co/pydanticai/top-10-open-source-agentic-ai-contributors",
   "title": "Top 10 open source agentic AI companies and contributors in Europe 2026",
   "project": "Weaviate",
   "repository": "https://github.com/weaviate/weaviate",
   "stars": "16000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 open source agentic AI companies and contributors in Europe 2026",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [Weaviate](https://github.com/weaviate/weaviate) (16,000) | Netherlands | BSD-3-Clause | Agentic vector search |",
    "## **7. [Weaviate](https://weaviate.io) \u2014 Best for: agentic vector search with a built-in query agent",
    "[Weaviate](https://weaviate.io) is an open source vector database for search, retrieval-augmented generation and agents, with a native Query Agent and agentic demonstrations such as Elysia and Verba."
   ],
   "repository_evidence": [
    "# Top 10 open source agentic AI companies and contributors in Europe 2026",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [Weaviate](https://github.com/weaviate/weaviate) (16,000) | Netherlands | BSD-3-Clause | Agentic vector search |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vstorm.co/pydanticai/top-10-open-source-agentic-ai-contributors",
   "title": "Top 10 open source agentic AI companies and contributors in Europe 2026",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "26900",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 open source agentic AI companies and contributors in Europe 2026",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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 |",
    "## **8. [Aymeric Roucher](https://github.com/aymeric-roucher) \u2014 Best for: developers wanting minimal, code-first agents",
    "[Aymeric Roucher](https://github.com/aymeric-roucher) created and led smolagents, the Hugging Face library for agents that write their actions in code."
   ],
   "repository_evidence": [
    "# Top 10 open source agentic AI companies and contributors in Europe 2026",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vstorm.co/pydanticai/top-10-open-source-agentic-ai-contributors",
   "title": "Top 10 open source agentic AI companies and contributors in Europe 2026",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "183000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 open source agentic AI companies and contributors in Europe 2026",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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 |",
    "## **9. [Toran Bruce Richards](https://github.com/Significant-Gravitas/AutoGPT) \u2014 Best for: teams exploring the autonomous-agent reference project",
    "[Toran Bruce Richards](https://github.com/Significant-Gravitas/AutoGPT) created AutoGPT, the project that launched the autonomous-agent category in 2023."
   ],
   "repository_evidence": [
    "# Top 10 open source agentic AI companies and contributors in Europe 2026",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vstorm.co/pydanticai/top-10-open-source-agentic-ai-contributors",
   "title": "Top 10 open source agentic AI companies and contributors in Europe 2026",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": "194000",
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 open source agentic AI companies and contributors in Europe 2026",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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 |",
    "## **10. [n8n](https://n8n.io) \u2014 Best for: teams wanting visual, self-hostable agent workflows",
    "[n8n](https://n8n.io) is a workflow automation platform with native AI-agent nodes, built on LangChain, plus more than 400 integrations and MCP support."
   ],
   "repository_evidence": [
    "# Top 10 open source agentic AI companies and contributors in Europe 2026",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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",
    "The table below summarises key data points for each contributor. Company and maintainer names link to their websites or repositories. Star counts are approximate snapshots from Q2 2026 sources and should be re-checked before publication.",
    "| **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 |"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/pingcap/ossinsight/tree/main",
   "title": "GitHub - pingcap/ossinsight: Analysis, Comparison, Trends, Rankings of Open Source Software, you can also get insight from more than 10 billion with natural language (powered by LLM). Follow us on Twitter: https://twitter.com/ossinsight",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "For AI builders",
    "- **[AI Agent Frameworks](https://ossinsight.io/collections/ai-agent-frameworks)** \u2014 Rankings and trends across LangChain, CrewAI, AutoGen, and 50+ agent frameworks"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/pingcap/ossinsight/tree/main",
   "title": "GitHub - pingcap/ossinsight: Analysis, Comparison, Trends, Rankings of Open Source Software, you can also get insight from more than 10 billion with natural language (powered by LLM). Follow us on Twitter: https://twitter.com/ossinsight",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "For AI builders",
    "- **[AI Agent Frameworks](https://ossinsight.io/collections/ai-agent-frameworks)** \u2014 Rankings and trends across LangChain, CrewAI, AutoGen, and 50+ agent frameworks"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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   "license_evidence": null
  },
  {
   "url": "https://github.com/pingcap/ossinsight/tree/main",
   "title": "GitHub - pingcap/ossinsight: Analysis, Comparison, Trends, Rankings of Open Source Software, you can also get insight from more than 10 billion with natural language (powered by LLM). Follow us on Twitter: https://twitter.com/ossinsight",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "For AI builders",
    "- **[AI Agent Frameworks](https://ossinsight.io/collections/ai-agent-frameworks)** \u2014 Rankings and trends across LangChain, CrewAI, AutoGen, and 50+ agent frameworks"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
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  {
   "url": "https://slashdev.io/answers/best-ai-agent-frameworks-2026",
   "title": "Best AI Agent Frameworks in 2026",
   "project": "LangChain",
   "repository": null,
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   "project_evidence": [
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   "url": "https://slashdev.io/answers/best-ai-agent-frameworks-2026",
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   "project": "LangGraph",
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   "url": "https://slashdev.io/answers/best-ai-agent-frameworks-2026",
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   "url": "https://slashdev.io/answers/best-ai-agent-frameworks-2026",
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   "url": "https://slashdev.io/answers/best-ai-agent-frameworks-2026",
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  },
  {
   "url": "https://slashdev.io/answers/best-ai-agent-frameworks-2026",
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 "notes": [
  "Merged 8 queries (1403 total) \u2192 1086 unique results",
  "Search result set: r7c2baee8558 (1086 rows), reference it as FROM r7c2baee8558 in follow-up queries",
  "WARNING: semantic extraction failed on 22 of 1086 rows \u2014 extracted values are null on those rows. First error: timed_out after 90.0s"
 ]
}