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人工智能

Top 20 AI agent frameworks on GitHub

The stars race between agent toolkits

更新于 · GitHub stars (stars)

为什么是这20个

Ranked by GitHub stars: how many developers bookmarked the project. Stars measure attention, not quality, so each row also shows forks, open issues, licence and the last push.

  1. 1

    morluto/rea

    Reverse engineer anything with agents, from app behavior down to native binaries.

    341,792 stars 86,228 forks1,313 open issuesTypeScriptlast push 2026-10-20MIT

  2. 2

    affaan-m/ECC

    The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode,...

    284,393 stars 42,242 forks247 open issuesJavaScriptlast push 2026-10-20MIT

  3. 3

    NousResearch/hermes-agent

    The agent that grows with you

    255,398 stars 55,626 forks50,160 open issuesPythonlast push 2026-10-20MIT

  4. 4

    deepseek-ai/deepseek-harness

    DeepSeek Harness: Everything is a Plugin.

    255,078 stars 30,828 forks0 open issuesTypeScriptlast push 2026-10-17MIT

  5. 5

    firecrawl/firecrawl

    Supercharge your AI agents with data from the web and beyond. Building the library for superintelligence. 🔥

    193,212 stars 10,202 forks636 open issuesTypeScriptlast push 2026-10-20AGPL-3.0

  6. 6

    DietrichGebert/ponytail

    Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.

    168,530 stars 9,165 forks39 open issuesJavaScriptlast push 2026-10-18MIT

  7. 7

    langchain-ai/langchain

    The agent engineering platform.

    148,122 stars 24,859 forks674 open issuesPythonlast push 2026-10-20MIT

  8. 8

    Graphify-Labs/graphify

    Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and...

    129,440 stars 12,479 forks1,572 open issuesPythonlast push 2026-10-16Apache-2.0

  9. 9

    browser-use/browser-use

    Open-source Python library for AI browser agents, plus Browser Use Cloud: stealth browsers and a hosted agent API.

    118,603 stars 13,165 forks563 open issuesPythonlast push 2026-10-20MIT

  10. 10

    google-gemini/gemini-cli

    An open-source AI agent that brings the power of Gemini directly into your terminal.

    107,463 stars 14,746 forks751 open issuesTypeScriptlast push 2026-10-20Apache-2.0

  11. 11

    paperclipai/paperclip

    The open-source app everyone uses to manage agents at work

    104,969 stars 17,488 forks6,249 open issuesTypeScriptlast push 2026-10-20MIT

  12. 12

    thedotmack/claude-mem

    Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant...

    101,869 stars 8,963 forks97 open issuesTypeScriptlast push 2026-10-20Apache-2.0

  13. 13

    Leonxlnx/taste-skill

    Agent skills that give coding agents taste: art direction, reference images and a browser check instead of generic AI pages

    99,601 stars 6,772 forks2 open issuesJavaScriptlast push 2026-10-19MIT

  14. 14

    stablyai/orca

    Orca is the place for working with a fleet of agents (e.g. Grok Bot, Claude Code). Run any coding agent with your own subscription. Available on desktop,...

    98,886 stars 6,299 forks8,563 open issuesTypeScriptlast push 2026-10-20MIT

  15. 15

    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...

    92,517 stars 11,047 forks1,346 open issuesGolast push 2026-10-20Apache-2.0

  16. 16

    tt-a1i/archify

    Turn any idea, plan, or codebase into a beautiful interactive diagram. An agent skill for Claude Code, Codex, and more.

    86,073 stars 5,865 forks263 open issuesJavaScriptlast push 2026-10-20MIT

  17. 17

    unclecode/crawl4ai

    Open-source web crawler and scraper for LLMs and AI agents: any website into clean, LLM-ready Markdown. Run it yourself, or use Crawl4AI Cloud with one key....

    85,896 stars 8,937 forks269 open issuesPythonlast push 2026-10-20Apache-2.0

  18. 18

    bytedance/deer-flow

    An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and...

    84,188 stars 11,760 forks955 open issuesPythonlast push 2026-10-20MIT

  19. 19

    dair-ai/Prompt-Engineering-Guide

    🐙 Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents.

    79,365 stars 8,716 forks288 open issuesMDXlast push 2026-03-11MIT

  20. 20

    diegosouzapw/OmniRoute

    Never stop coding. Free MIT AI gateway: one endpoint, 375 providers (150+ free), 1,400+ models Kimi, Claude, GPT, Gemini, GLM, DeepSeek, MiniMax. Works with...

    78,693 stars 11,449 forks332 open issuesTypeScriptlast push 2026-10-20MIT

如何衡量

GitHub repository search `topic:ai-agents`, sorted by stars; archived repositories and forks are left out.

参考资料

  1. GitHub search: topic:ai-agents, GitHub (GitHub API terms). Checked 2026-10-20 09:49 UTC.

图片: KUKA industrial robotic arm performing "The Beach" by Roy Nachum - 02 by Oleg Yunakov, CC BY-SA 4.0 via Wikimedia Commons. Pictures in rows: Wikimedia Commons, GitHub and the linked pages.