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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.

    338,623 stars 85,477 forks1,279 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,...

    284,228 stars 42,218 forks247 open issuesJavaScriptlast push 2026-10-20MIT

  3. 3

    NousResearch/hermes-agent

    The agent that grows with you

    255,322 stars 55,583 forks50,107 open issuesPythonlast push 2026-10-20MIT

  4. 4

    deepseek-ai/deepseek-harness

    DeepSeek Harness: Everything is a Plugin.

    254,696 stars 30,784 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. 🔥

    193,142 stars 10,196 forks631 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.

    168,241 stars 9,146 forks38 open issuesJavaScriptlast push 2026-10-18MIT

  7. 7

    langchain-ai/langchain

    The agent engineering platform.

    148,101 stars 24,855 forks664 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...

    129,266 stars 12,467 forks1,567 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.

    118,572 stars 13,159 forks559 open issuesPythonlast push 2026-10-17MIT

  10. 10

    google-gemini/gemini-cli

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

    107,459 stars 14,745 forks749 open issuesTypeScriptlast push 2026-10-20Apache-2.0

  11. 11

    paperclipai/paperclip

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

    104,834 stars 17,477 forks6,236 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...

    101,833 stars 8,961 forks96 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

    99,450 stars 6,766 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,...

    98,501 stars 6,285 forks8,624 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...

    92,501 stars 11,042 forks1,376 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.

    85,934 stars 5,850 forks259 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....

    85,876 stars 8,930 forks268 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...

    84,167 stars 11,753 forks947 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.

    79,355 stars 8,712 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...

    78,586 stars 11,420 forks311 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 04:18 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.