Sixteen layers, from the agents you use to the sandboxes their code runs in. Not a curated link list: every project here is measured daily, scored on adoption, upkeep, growth and how many user questions get answered, and ranked inside its own layer.
Measurement is deterministic and runs daily in CI: scripts/refresh.ts reads every
listed project and rewrites this page. Membership is a judgement, so it is made by an agent
(fastagent/) that reads each candidate's README and places it in a layer; a regular
expression did that job first and put a Java interview guide, a database and a news dashboard in the
index. Human corrections live in overrides.json, with a reason each.
2736 open-source projects across 16 layers, measured 2026-11-09. 1444 shipped a release with real notes in the last 30 days; 644 have shipped none in 90.
You use it to write and change code. You are its user, not a builder on it.
| Project | Score | Adoption | Upkeep | Growth | Answers | Stars | Stars/day | Weekly installs | Last release | User issues (30d) |
|---|---|---|---|---|---|---|---|---|---|---|
| anomalyco/opencode The open source coding agent. |
75 | 43 | 99 | 60 | 100 | 225,678 | +240 | — | 2d ago | 46+ |
| can1357/oh-my-pi ⌥ Coding agent with the IDE wired in. Built by Stencil Labs. |
70 | 37 | 100 | 52 | 90 | 38,377 | +116 | — | 0d ago | 30+ |
| cline/cline Autonomous coding agent as an SDK, IDE extension, or CLI assistant. |
68 | 39 | 93 | 41 | 100 | 71,491 | +44 | — | 14d ago | 30+ |
| openchamber/openchamber Agentic Development Environment based on OpenCode AI agent |
68 | 33 | 100 | 40 | 100 | 12,754 | +38 | — | 1d ago | 49+ |
| QwenLM/qwen-code An open-source AI coding agent that lives in your terminal. |
64 | 36 | 100 | 38 | 80 | 29,130 | +33 | — | 0d ago | 5+ |
| OrchestratorInc/agent-orchestrator Plan, run and supervise fleets of agents from task to merged PR. Desktop (macOS, Windows, |
64 | 33 | 100 | 41 | 81 | 14,344 | +41 | — | 0d ago | 8+ |
| 1jehuang/jcode High performance coding agent harness written in Rust, built for heavy multi-agent dev wor |
61 | 35 | 99 | 38 | 72 | 21,639 | +32 | — | 3d ago | 57+ |
| nyldn/claude-octopus Run multiple AI models against the same research, design, or coding task. Surface disagree |
60 | 29 | 100 | 25 | 86 | 4,417 | +9 | — | 0d ago | 14 |
| openai/codex Lightweight coding agent that runs in your terminal |
59 | 41 | 79 | 54 | 62 | 134,281 | +144 | — | 3d ago | 91+ |
| OpenHands/OpenHands 🙌 OpenHands: AI-Driven Development |
59 | 40 | 99 | 47 | 50 | 93,034 | +76 | — | 3d ago | 10+ |
| AntigmaLabs/ante Ghost in your shell. Ante is a self-contained agent harness with a highly optimized core. |
59 | 26 | 99 | 10 | 100 | 2,027 | +2 | — | 3d ago | 14 |
| magiksoft/aider-desk Platform for AI-powered software engineers |
58 | 25 | 100 | 8 | 100 | 1,468 | +1 | — | 0d ago | 11 |
All 159 projects in this layer →
Agents that go and find out: deep research, document analysis, report writing.
| Project | Score | Adoption | Upkeep | Growth | Answers | Stars | Stars/day | Weekly installs | Last release | User issues (30d) |
|---|---|---|---|---|---|---|---|---|---|---|
| lfnovo/open-notebook An Open Source implementation of Notebook LM with more flexibility and features |
56 | 37 | 66 | 47 | 75 | 41,793 | +75 | — | 5d ago | 9 |
| xuzhougeng/wisp-science Open-source, local-first desktop AI research workbench for scientific computing with Pytho |
55 | 24 | 97 | 8 | 91 | 1,068 | +1 | — | 6d ago | 22+ |
| synthetic-sciences/openscience The open-source AI workbench for scientific research |
54 | 29 | 95 | 20 | 73 | 4,359 | +5 | — | 10d ago | 11 |
| yilewang/llm-for-zotero An open-source research agent system for your Zotero library. |
54 | 28 | 97 | 24 | 67 | 3,533 | +8 | — | 6d ago | 30 |
| Companion-Inc/feynman The open source AI research agent. |
50 | 32 | 100 | 20 | — | 10,099 | +5 | — | 1d ago | 1 |
| steven-jianhao-li/zotero-AI-Butler 【Zotero AI 管家】调用大模型，自动精读论文库里的论文，总结为Zotero笔记。支持主流大模型平台！您只需像往常一样把文献丢进 Zotero， 管家会自动帮您精读论文，将文 |
49 | 26 | 84 | 12 | 75 | 1,871 | +2 | — | 1d ago | 7 |
| alphaXiv/OpenResearch Turn your coding agents into research agents |
48 | 31 | 94 | 39 | 27 | 8,011 | +34 | — | 12d ago | 26+ |
| miurla/morphic An AI-powered search engine with a generative UI |
47 | 32 | 80 | 25 | 53 | 9,307 | +9 | — | 0d ago | 9 |
| aipoch/open-science The open-source AI research workbench for scientific research and agent workflows. Local-f |
47 | 30 | 100 | 27 | 31 | 5,502 | +11 | — | 0d ago | 13+ |
| HolmesGPT/holmesgpt SRE Agent - CNCF Sandbox Project |
47 | 29 | 98 | 27 | 33 | 3,828 | +11 | — | 5d ago | 12+ |
| OpenOSINT/OpenOSINT The OSINT toolkit for AI agents: Agent Skill, MCP server and CLI. Passive by default, no A |
47 | 26 | 98 | 18 | — | 1,912 | +4 | — | 4d ago | 2 |
| jordan-gibbs/hyperresearch Convert Claude Code or Codex into the most intelligent Deep Research Agent. Collect, searc |
46 | 29 | 74 | 35 | — | 4,447 | +24 | — | 12d ago | 1 |
All 63 projects in this layer →
Agents that drive a screen: browsers, desktops, phones.
| Project | Score | Adoption | Upkeep | Growth | Answers | Stars | Stars/day | Weekly installs | Last release | User issues (30d) |
|---|---|---|---|---|---|---|---|---|---|---|
| browser-use/browser-use Open-source Python library for AI browser agents, plus Browser Use Cloud: stealth browsers |
65 | 100 | 82 | 48 | 30 | 120,421 | +83 | 1,610,367 | 13d ago | 10+ |
| lexmount/moli Best headless browser for AI agents. Lite, Fast, High-Compatibility. Built in Rust |
63 | 35 | 99 | 54 | — | 23,154 | +149 | — | 3d ago | 0+ |
| vercel-labs/agent-desktop Computer use CLI for AI agents |
61 | 34 | 98 | 82 | 30 | 20,173 | +1943 | — | 4d ago | 30+ |
| citrolabs/ego-lite The fastest browser for AI agents to run browser automation, built for sharing your logged |
60 | 35 | 98 | 54 | 55 | 22,281 | +142 | — | 4d ago | 62+ |
| microsoft/playwright-mcp Playwright MCP server |
59 | 37 | 76 | 44 | 80 | 39,376 | +56 | — | 9d ago | 35 |
| jo-inc/camofox-browser Stealth headless browser for AI agents — bypass Cloudflare, bot detection, and anti-scrapi |
58 | 33 | 83 | 31 | 87 | 12,216 | +16 | — | 35d ago | 98+ |
| jackwener/OpenCLI Make Any Website into CLI & Use your logged-in browser by AI agent. |
57 | 36 | 84 | 34 | 75 | 30,977 | +22 | — | 1d ago | 24+ |
| phone-harness/phone-harness let your agent control your phone |
57 | 29 | 97 | 50 | 53 | 4,755 | +100 | — | 7d ago | 9 |
| feder-cr/Jobs_Applier_AI_Agent AI job application bot: automated job search and job hunting, auto-apply to resume-matchin |
56 | 36 | 100 | 32 | — | 32,419 | +18 | — | 1d ago | 2 |
| lightpanda-io/browser Lightpanda: the headless browser designed for AI and automation |
55 | 37 | 86 | 61 | 35 | 41,678 | +278 | — | 4d ago | 8+ |
| Tencent/BrowserSkill Let AI agents use your real, logged-in browser without interrupting your work. CLI + exten |
52 | 32 | 98 | 41 | 36 | 10,227 | +44 | — | 4d ago | 36+ |
| callstack/agent-device Open source device layer for AI coding agents: a CLI, MCP server, and typed Node.js API to |
52 | 30 | 97 | 27 | 55 | 5,313 | +11 | — | 6d ago | 11+ |
All 65 projects in this layer →
The agent that sits next to your work and does errands across your own tools.
| Project | Score | Adoption | Upkeep | Growth | Answers | Stars | Stars/day | Weekly installs | Last release | User issues (30d) |
|---|---|---|---|---|---|---|---|---|---|---|
| makecindy/cindy Consider it done. The open-source AI agent that works out of the box · 想到，就能做到。开源、开箱即用的 AI |
70 | 32 | 99 | 49 | 100 | 9,628 | +89 | — | 3d ago | 51+ |
| agentscope-ai/QwenPaw Your Personal AI Assistant; easy to install, deploy on your own machine or on the cloud; s |
69 | 37 | 100 | 43 | 96 | 37,537 | +52 | — | 0d ago | 27+ |
| Orkas-AI/Orkas Orkas is an open-source (MIT), local-first AI team for your desktop: a Commander turns you |
68 | 32 | 94 | 62 | 85 | 9,134 | +289 | — | 4d ago | 9 |
| NousResearch/hermes-agent The agent that grows with you |
57 | 43 | 99 | 63 | 25 | 261,995 | +323 | — | 3d ago | 16+ |
| AstrBotDevs/AstrBot AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plu |
57 | 37 | 96 | 54 | 42 | 46,523 | +138 | — | 9d ago | 36+ |
| shiwenwen/hope-agent 🦭 A cross-device desktop AI agent with memory, autonomous goals, dynamic workflows, and h |
57 | 26 | 97 | 8 | 96 | 1,858 | +-1 | — | 6d ago | 9 |
| Dodaios/Dodaios Dodaios is an open-source agent OS for your desktop: it runs your coding agents, browser a |
57 | 20 | 94 | 19 | 96 | 347 | +5 | — | 13d ago | 25+ |
| razzant/ouroboros Ouroboros — self-creating AI agent. Born Feb 16, 2026. |
56 | 26 | 100 | 17 | 81 | 1,627 | +4 | — | 1d ago | 21+ |
| vellum-ai/vellum-assistant An AI Assistant that’s easy to setup, does your work 24/7, knows your preferences and gets |
55 | 25 | 100 | 11 | 84 | 1,487 | +2 | — | 1d ago | 6 |
| tinyhumansai/openhuman The fastest, cheapest, most efficient open-source agent harness. Run more than 500 agents |
54 | 37 | 73 | 32 | 76 | 42,609 | +18 | — | 31d ago | 4+ |
| Mai-with-u/MaiBot MaiSaka, an LLM-based intelligent agent, is a digital lifeform devoted to understanding yo |
54 | 31 | 100 | 33 | 51 | 6,943 | +20 | — | 1d ago | 68+ |
| netease-youdao/LobsterAI Open-source, desktop-grade AI agent that gets real work done — data analysis, slides, docs |
54 | 30 | 99 | 12 | 75 | 6,176 | +2 | — | 3d ago | 7+ |
All 140 projects in this layer →
The chat window, terminal UI or desktop shell you put in front of an agent.
| Project | Score | Adoption | Upkeep | Growth | Answers | Stars | Stars/day | Weekly installs | Last release | User issues (30d) |
|---|---|---|---|---|---|---|---|---|---|---|
| farion1231/cc-switch A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode,DeepSeek Ha |
75 | 41 | 100 | 61 | 98 | 153,028 | +272 | — | 0d ago | 52+ |
| CherryHQ/cherry-studio Your AI workspace for models, agents, and productivity. |
67 | 38 | 96 | 36 | 100 | 53,375 | +26 | — | 9d ago | 26+ |
| zhu1090093659/dsh-web DeepSeek Harness (DSH) Web 插件聚合生态 · 万物皆插件，通过创意工坊分发｜｜DeepSeek Harness (DSH) Web Plugin Aggr |
67 | 32 | 99 | 42 | 96 | 10,274 | +46 | — | 2d ago | 93+ |
| assistant-ui/assistant-ui Typescript/React Library for AI Chat 💬🚀 |
66 | 33 | 100 | 31 | 100 | 13,026 | +17 | — | 1d ago | 23+ |
| CopilotKit/CopilotKit The Frontend Stack for Agents & Generative UI. React, Angular, Mobile, Slack, and more. M |
65 | 37 | 99 | 31 | 94 | 38,579 | +17 | — | 2d ago | 16+ |
| PurpleDoubleD/locally-uncensored The all-in-one local AI studio for your desktop: chat, image and video generation and a co |
64 | 28 | 98 | 46 | 86 | 3,626 | +66 | — | 4d ago | 49 |
| CopilotKit/OpenBot Open-source AI coworkers that each get a computer of their own: a browser, files and tools |
63 | 32 | 100 | 56 | — | 10,547 | +170 | — | 0d ago | 2+ |
| nesquena/hermes-webui Hermes WebUI: The best way to use Hermes Agent from the web or from your phone! |
62 | 34 | 100 | 31 | 84 | 19,459 | +16 | — | 0d ago | 6+ |
| tiann/hapi App for Codex / Claude Code / Pi / OpenCode / Kimi Code / Grok Build, vibe coding anytime, |
62 | 30 | 100 | 19 | 100 | 5,386 | +5 | — | 0d ago | 26+ |
| anywhere-labs/dsh-desktop 为 DeepSeek Harness (DSH) 插件生态打造的现代化桌面端解决方案。万物皆「插件」，桌面本身也是「插件」。 |
61 | 36 | 98 | 54 | 54 | 35,507 | +143 | — | 4d ago | 37+ |
| agent-of-empires/agent-of-empires Manage multiple Claude Code, OpenCode agents from either TUI or Web for easy access on mob |
60 | 29 | 100 | 44 | 67 | 3,947 | +58 | — | 0d ago | 18+ |
| herdrdev/herdr the runtime your coding agents live on |
59 | 38 | 88 | 62 | 48 | 49,681 | +292 | — | 25d ago | 88+ |
All 240 projects in this layer →
The loop you build on: tool execution, context management, turn control. Opinionated, not a library.
| Project | Score | Adoption | Upkeep | Growth | Answers | Stars | Stars/day | Weekly installs | Last release | User issues (30d) |
|---|---|---|---|---|---|---|---|---|---|---|
| earendil-works/pi AI agent toolkit: unified LLM API, agent loop, TUI, coding agent CLI |
74 | 41 | 97 | 58 | 100 | 121,030 | +209 | — | 7d ago | 62+ |
| deepseek-ai/deepseek-harness DeepSeek Harness: Everything is a Plugin. |
73 | 44 | 98 | 77 | — | 277,255 | +1171 | — | 5d ago | 0 |
| rocketride-org/rocketride-server High-performance AI pipeline engine with a C++ core and 50+ Python-extensible nodes. Build |
72 | 34 | 100 | 53 | 100 | 20,061 | +130 | — | 0d ago | 10+ |
| omnigent-ai/omnigent Omnigent is an open-source AI agent framework and meta-harness: orchestrate Claude Code, C |
65 | 32 | 98 | 32 | 96 | 11,297 | +18 | — | 4d ago | 9+ |
| langchain-ai/deepagents The batteries-included agent harness. |
63 | 36 | 99 | 39 | 80 | 31,141 | +34 | — | 2d ago | 15+ |
| yvgude/lean-ctx LeanCTX is the Context Gateway for AI Systems. Select task-relevant context, apply support |
59 | 29 | 98 | 13 | 94 | 3,937 | +2 | — | 4d ago | 36+ |
| agentic-os-org/ANOLISA ANOLISA (Agentic Nexus Operating Layer & Interface System Architecture) |
Agentic OS with | 58 | 23 | 100 | 10 | 100 | 662 | +1 | — | 0d ago |
| yyjeqhc/webcodex Give cloud AI agents a real development environment on your own machines. |
57 | 27 | 96 | 17 | 88 | 2,498 | +4 | — | 8d ago | 17+ |
| Atmosphere/atmosphere Portable AI agent runtime for the JVM. One @Agent class runs on Spring AI, LangChain4j, An |
55 | 29 | 91 | 8 | 92 | 3,832 | +0 | — | 18d ago | 12 |
| EverMind-AI/Raven The Harness of Harnesses • Super Agent: a trusted, persistent, self-evolving multi-agent e |
54 | 30 | 98 | 34 | — | 6,131 | +22 | — | 5d ago | 2+ |
| RandyChen1985/nanzi-ai-agent-platform 🚀 开源企业级多智能体平台与 ChatBI 数据洞察平台。支持多 Agent 协作、RAG 知识增强、物理数据源直连与安全沙箱执行、Redis 长期记忆引擎，并集成多模态 Emb |
53 | 19 | 100 | 9 | 84 | 233 | +1 | — | 1d ago | 6 |
| yc-software/qm Multiplayer agent harness for work. |
52 | 34 | 99 | 24 | — | 15,663 | +8 | — | 3d ago | 2+ |
All 143 projects in this layer →
Composable libraries for building an agent: handoffs, structured output, graphs.
| Project | Score | Adoption | Upkeep | Growth | Answers | Stars | Stars/day | Weekly installs | Last release | User issues (30d) |
|---|---|---|---|---|---|---|---|---|---|---|
| pydantic/pydantic-ai How Python does AI. Agents, realtime voice, image generation, embeddings. Every model, eve |
79 | 97 | 98 | 30 | 90 | 21,102 | +15 | 1,601,738 | 5d ago | 20+ |
| agno-agi/agno The self-driving agent platform |
74 | 94 | 95 | 30 | 76 | 43,118 | +15 | 516,797 | 11d ago | 33+ |
| google/adk-python An open-source, code-first Python toolkit for building, evaluating, and deploying sophisti |
72 | 99 | 99 | 26 | 63 | 22,160 | +10 | 2,564,724 | 2d ago | 38+ |
| langchain-ai/langchain The agent engineering platform. |
71 | 41 | 99 | 44 | 100 | 149,263 | +54 | — | 3d ago | 31+ |
| langchain-ai/langgraph Build resilient agents. |
65 | 37 | 99 | 44 | 83 | 44,697 | +55 | — | 3d ago | 23+ |
| microsoft/agent-framework A framework for building, orchestrating and deploying AI agents and multi-agent workflows |
64 | 33 | 100 | 31 | 92 | 14,604 | +17 | — | 1d ago | 26+ |
| vercel/eve The Open Framework for Building Agents |
64 | 30 | 99 | 26 | 100 | 5,832 | +10 | — | 3d ago | 32+ |
| crewAIInc/crewAI Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative |
63 | 96 | 100 | 40 | 16 | 60,689 | +38 | 590,729 | 0d ago | 25+ |
| agentscope-ai/agentscope Build and run agents you can see, understand and trust. |
63 | 36 | 78 | 46 | 91 | 35,682 | +71 | — | 13d ago | 47+ |
| cloudflare/agents Build and deploy AI Agents on Cloudflare |
61 | 30 | 97 | 21 | 94 | 5,976 | +6 | — | 6d ago | 33+ |
| 0xPlaygrounds/rig ⚙️🦀 Build modular and scalable LLM Applications in Rust |
59 | 32 | 80 | 24 | 100 | 9,101 | +8 | — | 9d ago | 26+ |
| googleapis/python-genai Google Gen AI Python SDK provides an interface for developers to integrate Google's genera |
59 | 29 | 99 | 8 | 100 | 4,058 | +1 | — | 3d ago | 17+ |
All 196 projects in this layer →
Files you load into an agent: skills, prompt packs, AGENTS.md collections. No code to run.
| Project | Score | Adoption | Upkeep | Growth | Answers | Stars | Stars/day | Commits (90d) | User issues (30d) |
|---|---|---|---|---|---|---|---|---|---|
| nextlevelbuilder/ui-ux-pro-max-skill An AI skill that provides design intelligence for building professional UI/UX across multi |
75 | 41 | 100 | 66 | 91 | 147,239 | +444 | 84 | 11 |
| mattpocock/skills Skills for Real Engineers. Straight from my .agents directory. |
70 | 44 | 100 | 78 | 58 | 319,350 | +1324 | 100+ | 83+ |
| github/spec-kit 💫 Toolkit to help you get started with SDD or any other process! |
69 | 41 | 100 | 69 | 67 | 148,931 | +556 | 100+ | 36+ |
| garrytan/gstack Use Garry Tan's exact Claude Code setup: 23 opinionated tools that serve as CEO, Designer, |
66 | 41 | 100 | 62 | 60 | 140,908 | +313 | 100+ | 20+ |
| pbakaus/impeccable The design vocabulary for your coding agent. Steer with polish and bolder, review with cri |
66 | 40 | 100 | 75 | 48 | 106,634 | +1005 | 100+ | 25+ |
| earthtojake/text-to-cad Design physical products with AI |
66 | 35 | 100 | 56 | 71 | 25,894 | +171 | 100+ | 24+ |
| OthmanAdi/planning-with-files Persistent file-based planning for AI coding agents and long-running tasks. Crash-proof ma |
64 | 36 | 100 | 33 | 88 | 27,967 | +21 | 100+ | 7 |
| msitarzewski/agency-agents A complete AI agency at your fingertips - From frontend wizards to Reddit community ninjas |
63 | 42 | 100 | 58 | 53 | 167,449 | +202 | 100+ | 9+ |
| wshobson/agents Plugins, agents, skills, and commands for Claude Code, Codex CLI, Cursor, OpenCode, Antigr |
63 | 37 | 100 | 38 | 75 | 42,352 | +33 | 100+ | 16 |
| dotnet/skills Repository for skills to assist AI coding agents with .NET and C# |
63 | 30 | 100 | 26 | 94 | 5,859 | +10 | 100+ | 18 |
| affaan-m/ECC The agent harness performance optimization system. Skills, instincts, memory, security, an |
61 | 44 | 100 | 71 | 28 | 300,025 | +715 | 100+ | 25+ |
| shanraisshan/claude-code-best-practice from vibe coding to agentic engineering - practice makes claude perfect |
61 | 39 | 100 | 44 | — | 68,879 | +58 | 100+ | 1 |
All 416 projects in this layer →
What keeps an agent alive between turns: queues, retries, state, serving.
| Project | Score | Adoption | Upkeep | Growth | Answers | Stars | Stars/day | Weekly installs | Last release | User issues (30d) |
|---|---|---|---|---|---|---|---|---|---|---|
| paperclipai/paperclip The open-source app everyone uses to manage agents at work |
68 | 40 | 99 | 64 | 70 | 112,538 | +353 | — | 2d ago | 10+ |
| rivet-dev/rivet The orchestrator for agentic workloads. A fast, high-density and scalable orchestrator for |
67 | 31 | 98 | 39 | 100 | 6,815 | +36 | — | 4d ago | 34+ |
| openJiuwen-ai/jiuwenswarm JiuwenSwarm is an intelligent AI Agent built on openJiuwen. It extends the powerful capabi |
62 | 31 | 90 | 25 | 100 | 8,574 | +9 | — | 5d ago | 41+ |
| Paca-AI/paca AI-native, free, open-source alternative to Jira, Trello, ClickUp & Monday. Built for Scru |
61 | 26 | 100 | 18 | 100 | 2,046 | +4 | — | 0d ago | 25+ |
| Yeachan-Heo/oh-my-claudecode Teams-first Multi-agent orchestration for Claude Code |
59 | 37 | 100 | 37 | 64 | 40,712 | +29 | — | 0d ago | 9+ |
| flyteorg/flyte Type-safe, distributed orchestration of agents, ML pipelines, and real-time inference on y |
59 | 31 | 98 | 8 | 100 | 7,831 | +-2 | — | 5d ago | 26+ |
| Get-Concord-AI/concord-mcp Live messaging for coding agents |
58 | 24 | 100 | 36 | 72 | 1,006 | +27 | — | 0d ago | 3+ |
| NanmiCoder/dsh-agent-teams DeepSeek Harness 的 Agent Teams 多智能体协作插件，支持多个 AI Agent 组成团队，协同完成复杂任务，实现任务分配、并行执行、成员通信与团队协作。 |
57 | 28 | 99 | 33 | 68 | 2,813 | +19 | — | 3d ago | 63+ |
| simstudioai/sim Sim is the collaborative workspace to build, deploy, and monitor AI agents and workflows. |
56 | 36 | 100 | 32 | — | 30,116 | +17 | — | 0d ago | 1+ |
| langbot-app/LangBot Production-grade platform for building agentic IM bots - 生产级多平台智能机器人开发平台/ Agent、知识库编排、插件系统 |
54 | 34 | 95 | 34 | — | 18,848 | +22 | — | 11d ago | 2+ |
| omnara-ai/omnara The open-source managed agent platform. A self-hostable alternative to Claude Managed Agen |
54 | 28 | 100 | 17 | 69 | 3,372 | +4 | — | 0d ago | 8+ |
| conductor-oss/conductor Conductor is an event driven agentic workflow engine providing durable and highly resilien |
53 | 36 | 99 | 22 | 57 | 32,449 | +7 | — | 2d ago | 37 |
All 152 projects in this layer →
What the agent remembers after the session ends.
| Project | Score | Adoption | Upkeep | Growth | Answers | Stars | Stars/day | Weekly installs | Last release | User issues (30d) |
|---|---|---|---|---|---|---|---|---|---|---|
| thedotmack/claude-mem Persistent Context Across Sessions for Every Agent – Captures everything your agent does |
79 | 40 | 100 | 74 | 100 | 115,260 | +878 | — | 0d ago | 11+ |
| mem0ai/mem0 The Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Con |
72 | 96 | 78 | 44 | 71 | 68,692 | +58 | 577,817 | 44d ago | 35+ |
| gastownhall/beads Beads - A memory upgrade for your coding agent |
68 | 36 | 98 | 37 | 100 | 28,617 | +30 | — | 5d ago | 10+ |
| topoteretes/cognee Cognee is the open-source AI memory platform for agents. Give your AI agents persistent lo |
62 | 36 | 99 | 34 | 80 | 33,178 | +22 | — | 2d ago | 5+ |
| cortexkit/magic-context Unbounded context. Memory that manages itself. One session, for life. The hippocampus for |
61 | 27 | 100 | 19 | 96 | 2,490 | +5 | — | 0d ago | 84+ |
| SuanmoSuanyangTechnology/MemoryBear MemoryBear Equip AI with human-like memory capability |
60 | 32 | 99 | 50 | — | 10,024 | +95 | — | 3d ago | 1+ |
| Gentleman-Programming/engram Persistent memory system for AI coding agents. Agent-agnostic Go binary with SQLite + FTS5 |
60 | 31 | 100 | 32 | 77 | 7,872 | +18 | — | 1d ago | 13+ |
| doobidoo/mcp-memory-service Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Clau |
59 | 27 | 99 | 21 | 88 | 2,102 | +6 | — | 2d ago | 7+ |
| mnemosyne-oss/mnemosyne Zero-cloud AI memory that works everywhere. SQLite-backed. One pure-Python dependency. |
57 | 28 | 94 | 21 | 86 | 3,610 | +6 | — | 12d ago | 43+ |
| iwe-org/iwe Markdown knowledge graph — LSP for your editor, CLI + MCP memory for your AI agents |
56 | 26 | 99 | 10 | 88 | 1,820 | +2 | — | 2d ago | 7 |
| 410979729/scope-recall-hermes Local long-term memory for Hermes, Codex, Claude Code, WorkBuddy and dsh agents: one SQLit |
56 | 22 | 99 | 13 | 91 | 536 | +2 | — | 2d ago | 35+ |
| volcengine/OpenViking Self-evolving Context Database for AI Agents. Unify Agent Memory, Knowledge RAG and Skills |
55 | 37 | 100 | 47 | 36 | 41,859 | +72 | — | 0d ago | 22+ |
All 226 projects in this layer →
Everything between your agent and whichever model answers: proxies, routers, key and account switchers.
| Project | Score | Adoption | Upkeep | Growth | Answers | Stars | Stars/day | Weekly installs | Last release | User issues (30d) |
|---|---|---|---|---|---|---|---|---|---|---|
| QuantumNous/new-api Open-source AI gateway. Self-hosted LLM gateway with OpenAI-, Claude- and Gemini-compatibl |
71 | 38 | 100 | 45 | 100 | 51,624 | +63 | — | 1d ago | 38+ |
| Alishahryar1/free-claude-code Use Claude Code, Codex, Antigravity, VSCode, Pi, and OpenCode (and 6 other harnesses) for |
69 | 39 | 100 | 60 | 79 | 67,534 | +239 | — | 0d ago | 58+ |
| miuuyy/codex-chatgpt-web Use ChatGPT Web (including Pro) as a native model in Codex — with context, tools, streamin |
67 | 34 | 100 | 38 | 98 | 15,627 | +32 | — | 0d ago | 60+ |
| rtk-ai/rtk CLI proxy that reduces LLM token consumption by 60-90% on common dev commands. Single Rust |
62 | 39 | 64 | 50 | 93 | 85,986 | +100 | — | 1d ago | 15+ |
| tashfeenahmed/freellmapi 7.4 billion tokens per month. 34 free LLM providers. 635 free model endpoints. All behind |
62 | 38 | 100 | 68 | 44 | 49,564 | +520 | — | 1d ago | 41+ |
| xiufengsun/TokenTracker Local-first AI token usage & cost tracker for 31 coding tools incl. Claude Code, Codex, Cu |
62 | 27 | 100 | 22 | 100 | 2,212 | +6 | — | 1d ago | 23+ |
| lidge-jun/opencodex Universal provider proxy for OpenAI Codex & Claude Code — use any LLM (Claude, Gemini, Gro |
60 | 34 | 100 | 35 | 70 | 18,324 | +25 | — | 1d ago | 10+ |
| xtekky/gpt4free The official gpt4free repository |
various collection of powerful language models | opus 4 | 59 | 39 | 97 | 22 | 81 | 67,015 | +7 | — |
| jundot/omlx LLM inference server with continuous batching & SSD caching for Apple Silicon — managed fr |
59 | 35 | 98 | 37 | 67 | 23,480 | +29 | — | 5d ago | 33+ |
| linguo2625469/workbuddy2api-panel 把腾讯WorkBuddy账号变成 OpenAI 兼容 API 的多账号网关，同时自动完成任务中心全部任务，附 Web 管理面板（账号池可视化 / 积分任务 / 配置热更新）。基于 |
59 | 29 | 84 | 29 | 93 | 4,764 | +14 | — | 32d ago | 60+ |
| ollama/ollama Get up and running with Kimi, GLM, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other model |
58 | 42 | 98 | 51 | 42 | 186,439 | +113 | — | 5d ago | 24+ |
| router-for-me/CLIProxyAPI Wrap Antigravity, ChatGPT Codex, Claude Code, Grok Build, Muse Code, Devin as an OpenAI/Ge |
58 | 38 | 100 | 51 | 45 | 58,051 | +110 | — | 1d ago | 51+ |
All 193 projects in this layer →
The standards agents speak, the SDKs that implement them, and the registries tools are published to.
| Project | Score | Adoption | Upkeep | Growth | Answers | Stars | Stars/day | Weekly installs | Last release | User issues (30d) |
|---|---|---|---|---|---|---|---|---|---|---|
| iflytek/skillhub Self-hosted, open-source agent skill registry for enterprises. Publish & version skill pac |
61 | 30 | 99 | 16 | 100 | 5,379 | +4 | — | 3d ago | 22+ |
| totec448-spec/chat-on-steroids Cross-platform local MCP capabilities for ChatGPT with Chrome integration, Goal, Compact & |
60 | 30 | 100 | 14 | 95 | 5,146 | +3 | — | 0d ago | 21+ |
| mark3labs/mcp-go A Go implementation of the Model Context Protocol (MCP), enabling seamless integration bet |
58 | 32 | 87 | 14 | 100 | 9,230 | +3 | — | 10d ago | 42+ |
| microsoft/mcp Catalog of official Microsoft MCP (Model Context Protocol) server implementations for AI-p |
57 | 29 | 99 | 15 | 85 | 3,839 | +3 | — | 3d ago | 9+ |
| PrefectHQ/fastmcp 🚀 The fast, Pythonic way to build MCP servers and clients. |
56 | 36 | 98 | 28 | 64 | 28,362 | +12 | — | 5d ago | 28+ |
| modelcontextprotocol/python-sdk The official Python SDK for Model Context Protocol servers and clients |
55 | 35 | 70 | 27 | 90 | 24,811 | +11 | — | 37d ago | 40+ |
| ag-ui-protocol/ag-ui AG-UI: the Agent-User Interaction Protocol. Bring Agents into Frontend Applications. |
55 | 34 | 99 | 30 | 59 | 17,078 | +15 | — | 3d ago | 27+ |
| BlockRunAI/blockrun-mcp Live data for AI agents — search, research, markets, crypto, X/Twitter. Pay-per-call via x |
54 | 21 | 99 | 8 | 88 | 389 | +-0 | — | 2d ago | 7 |
| ascending-llc/jarvis-registry Connect any AI copilot or autonomous agent to your enterprise tools — through a single, se |
52 | 29 | 97 | 31 | — | 3,874 | +16 | — | 7d ago | 1 |
| supabase/mcp Connect Supabase to your AI assistants |
49 | 28 | 99 | 10 | 58 | 3,002 | +1 | — | 3d ago | 12 |
| mcp-use/mcp-use The fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Servers for AI |
47 | 32 | 100 | 14 | 43 | 10,860 | +3 | — | 1d ago | 21+ |
| XiaoDuoYa/codex-with-chatgpt ChatGPT thinks. Codex works. Use ChatGPT as the planning brain while keeping the Codex har |
47 | 31 | 61 | 22 | 76 | 7,683 | +7 | — | 39d ago | 4 |
All 88 projects in this layer →
What an agent reaches for: search, scraping, documents, data access.
| Project | Score | Adoption | Upkeep | Growth | Answers | Stars | Stars/day | Weekly installs | Last release | User issues (30d) |
|---|---|---|---|---|---|---|---|---|---|---|
| Graphify-Labs/graphify Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowled |
77 | 41 | 100 | 69 | 100 | 144,851 | +563 | — | 1d ago | 45+ |
| upstash/context7 Context7 Platform -- Up-to-date docs for AI agents |
69 | 38 | 100 | 41 | 96 | 64,416 | +44 | — | 0d ago | 24+ |
| D4Vinci/Scrapling 🕷️ The BEST Web Scraping framework that handles everything from a single request to a ful |
66 | 40 | 74 | 77 | 73 | 100,356 | +1162 | — | 4d ago | 15 |
| liustack/modlens The first vision plugin for DeepSeek Harness, and the vision bridge for every text-only co |
63 | 30 | 100 | 34 | 88 | 4,877 | +23 | — | 1d ago | 7 |
| apify/apify-mcp-server The Apify MCP server enables your AI agents to extract data from social media, search engi |
62 | 34 | 99 | 55 | — | 15,408 | +155 | — | 3d ago | 2+ |
| dmtrKovalenko/fff The fastest and the most accurate file search SDK for AI agents, Neovim, Rust, C, Python, |
62 | 32 | 99 | 16 | 100 | 11,218 | +3 | — | 3d ago | 18 |
| openclaw/Peekaboo Peekaboo is a macOS CLI & optional MCP server that enables AI agents to capture screenshot |
62 | 30 | 99 | 20 | 100 | 5,457 | +5 | — | 3d ago | 13+ |
| heygen-com/hyperframes Write HTML. Render video. Built for agents. |
61 | 39 | 100 | 69 | 36 | 81,484 | +568 | — | 0d ago | 11+ |
| iOfficeAI/OfficeCLI OfficeCLI is the first and best Office suite purpose-built for AI agents to read, edit, a |
61 | 36 | 95 | 38 | 73 | 33,167 | +33 | — | 10d ago | 41+ |
| fastcrw/crw Fast, lightweight Firecrawl/Tavily alternative in Rust. Web scraper, crawler & search API |
61 | 25 | 100 | 19 | 100 | 1,237 | +5 | — | 0d ago | 16 |
| dshplugin/dsh-plugin-hub DSH Plugin 插件市场 - DeepSeek Harness Plugin Market (DSH) 下载与安装 · 插件大全 |
61 | 22 | 100 | 27 | 97 | 499 | +11 | — | 0d ago | 98+ |
| shanliuling/dsh-image-gen 可在对话内生成、编辑、对比图像；内置 500 + 提示词、图库、多模型工作流，支持 ComfyUI。AI image studio for DeepSeek Harness — g |
60 | 25 | 100 | 33 | 82 | 1,198 | +19 | — | 1d ago | 39 |
All 301 projects in this layer →
Where the agent's code is allowed to run.
| Project | Score | Adoption | Upkeep | Growth | Answers | Stars | Stars/day | Weekly installs | Last release | User issues (30d) |
|---|---|---|---|---|---|---|---|---|---|---|
| e2b-dev/E2B Open-source, secure environment with real-world tools for enterprise-grade agents. |
66 | 33 | 98 | 32 | 100 | 14,782 | +17 | — | 4d ago | 10+ |
| trycua/cua Scale computer-use 2.0 with open-source drivers, cross-OS sandboxes, and benchmarks for tr |
65 | 36 | 100 | 47 | 79 | 32,067 | +73 | — | 0d ago | 19+ |
| nolabs-ai/nono agent runtime security - zero trust, zero setup, zero latency agent sandboxing |
63 | 30 | 91 | 30 | 100 | 4,901 | +15 | — | 10d ago | 35+ |
| smol-machines/smolvm An embeddable, portable, branchable virtual machine to safely run Agents locally. |
56 | 31 | 100 | 33 | 60 | 7,045 | +20 | — | 1d ago | 10+ |
| google/gvisor Application Kernel for Containers |
53 | 34 | 97 | 27 | — | 19,936 | +11 | — | 6d ago | 2+ |
| CelestoAI/celesto Secure and persistent computer for AI agents |
50 | 25 | 99 | 21 | 57 | 1,195 | +6 | — | 3d ago | 4 |
| WasmEdge/WasmEdge WasmEdge is a lightweight, high-performance, and extensible WebAssembly runtime for cloud |
49 | 32 | 92 | 8 | 63 | 10,855 | +1 | — | 17d ago | 27+ |
| bytecodealliance/wasmtime A lightweight WebAssembly runtime that is fast, secure, and standards-compliant |
47 | 34 | 95 | 16 | 44 | 18,837 | +3 | — | 10d ago | 18+ |
| superradcompany/microsandbox 🧱 easy, fast, programmable and local-first microVM runtime and library |
47 | 32 | 100 | 29 | 28 | 9,005 | +13 | — | 1d ago | 36+ |
| akitaonrails/ai-jail Multi-OS sandbox to run AI agents with better constraints (it is not 100% secure, but enou |
46 | 25 | 100 | 21 | 37 | 1,491 | +6 | — | 1d ago | 30 |
| firecracker-microvm/firecracker Secure and fast microVMs for serverless computing. |
45 | 37 | 72 | 33 | 38 | 37,916 | +20 | — | 0d ago | 13+ |
| opensandbox-group/OpenSandbox Secure, Fast, and Extensible Sandbox runtime for AI agents. |
45 | 34 | 98 | 39 | 8 | 16,799 | +35 | — | 5d ago | 25+ |
All 69 projects in this layer →
How you find out whether the agent is still doing its job.
| Project | Score | Adoption | Upkeep | Growth | Answers | Stars | Stars/day | Weekly installs | Last release | User issues (30d) |
|---|---|---|---|---|---|---|---|---|---|---|
| promptfoo/promptfoo Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. |
76 | 96 | 93 | 40 | — | 26,991 | +38 | 1,236,121 | 15d ago | 1+ |
| comet-ml/opik Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows wit |
65 | 35 | 99 | 35 | 92 | 23,284 | +25 | — | 3d ago | 8+ |
| jarrodwatts/claude-hud A Claude Code plugin that shows what's happening - context usage, active tools, running ag |
64 | 36 | 97 | 25 | 100 | 29,139 | +9 | — | 7d ago | 16 |
| mlflow/mlflow The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables te |
64 | 36 | 90 | 31 | 100 | 28,733 | +16 | — | 5d ago | 16+ |
| confident-ai/deepeval The LLM Evaluation Framework |
63 | 93 | 73 | 33 | 54 | 19,383 | +20 | 759,461 | 23d ago | 13+ |
| ifixai-ai/iFixAi Independent Auditing of AI Agents. Run by human or the agent itself, to answer the most cr |
59 | 37 | 80 | 61 | — | 44,248 | +285 | — | 17d ago | 2+ |
| TestSprite/testsprite-cli Official TestSprite CLI — AI-powered automated testing from your terminal |
57 | 30 | 96 | 14 | 89 | 5,163 | +3 | — | 8d ago | 47+ |
| Giskard-AI/giskard-oss 🐢 Open-Source Evaluation & Testing library for LLM Agents |
51 | 30 | 93 | 9 | 72 | 5,947 | +1 | — | 15d ago | 3 |
| truera/trulens Evaluation and Tracking for LLM Experiments and AI Agents |
50 | 28 | 66 | 10 | 96 | 3,633 | +1 | — | 20d ago | 27+ |
| pydantic/logfire AI observability platform for production LLM and agent systems. |
49 | 29 | 99 | 9 | 60 | 4,541 | +1 | — | 2d ago | 15+ |
| Arize-ai/openinference OpenTelemetry Instrumentation for AI Observability |
49 | 25 | 98 | 10 | 62 | 1,311 | +1 | — | 4d ago | 26+ |
| CopilotKit/aimock Mock everything your AI app talks to — LLM APIs, MCP, A2A, AG-UI, vector DBs, search. One |
49 | 24 | 94 | 8 | 70 | 1,008 | +1 | — | 13d ago | 6 |
All 154 projects in this layer →
Stopping an agent from being talked into something, or taking the system with it.
| Project | Score | Adoption | Upkeep | Growth | Answers | Stars | Stars/day | Weekly installs | Last release | User issues (30d) |
|---|---|---|---|---|---|---|---|---|---|---|
| KeygraphHQ/shannon Shannon is an AI pentester for web applications and APIs. It analyzes your source code, id |
66 | 38 | 94 | 50 | 82 | 51,528 | +95 | — | 13d ago | 11 |
| Tencent/AI-Infra-Guard A full-stack AI Red Teaming platform securing AI ecosystems via Agent Scan, Skills Scan, M |
58 | 31 | 98 | 35 | 69 | 7,446 | +25 | — | 4d ago | 13 |
| kenryu42/cc-safety-net A pre-execution guard for AI coding agents. It blocks destructive Git and file system comm |
58 | 26 | 100 | 27 | 77 | 1,976 | +11 | — | 0d ago | 26 |
| NVIDIA/SkillSpector Security scanner for AI agent skills. Detect vulnerabilities, malicious patterns, security |
57 | 35 | 98 | 55 | 42 | 25,022 | +154 | — | 4d ago | 24+ |
| vxcontrol/pentagi Fully autonomous AI Agents system capable of performing complex penetration testing tasks |
53 | 36 | 47 | 51 | 80 | 33,774 | +111 | — | 35d ago | 20 |
| xiaYuTian11/maskit 数据面具 Data Maskit — 专为大模型打造的本地隐私脱敏网关（请求自动打码，回复流式还原；支持 Cursor / Claude Code / Codex / Pi 等任意 |
52 | 20 | 98 | 8 | 81 | 331 | +1 | — | 4d ago | 8 |
| agent-sh/agnix The missing linter and lsp for AI coding assistants. Validate CLAUDE.md, AGENTS.md, SKILL. |
51 | 21 | 98 | 9 | 75 | 476 | +1 | — | 5d ago | 28+ |
| AgentSafeLabs/safelabs-eval Red-teaming and evaluation framework for AI agents, built around an OWASP-inspired ASI01–A |
50 | 23 | 77 | 8 | 92 | 814 | +-25 | — | 15d ago | 8 |
| jentic/jentic-one Self-hosted execution layer for AI agents: connect any agent to real APIs, scope exactly w |
50 | 19 | 94 | 8 | 80 | 223 | +0 | — | 13d ago | 5+ |
| Asymptote-Labs/agent-beacon The cross-harness, self-improving memory layer for AI agents. Join our community: https:// |
49 | 28 | 100 | 44 | 25 | 3,403 | +57 | — | 0d ago | 7+ |
| AIPentest/CyberStrikeAI The system of action for AI-native cybersecurity—where intent becomes governed execution, |
48 | 31 | 88 | 35 | 36 | 8,508 | +25 | — | 24d ago | 11 |
| obot-platform/obot Complete AI Governance Platform from Obot AI |
47 | 25 | 100 | 17 | — | 1,174 | +4 | — | 1d ago | 1+ |
All 131 projects in this layer →
Score averages four sub-scores and compares projects inside one layer only. The shape follows npms.io, which scores packages on separate axes rather than one number, and Libraries.io's SourceRank 2.0, whose goals are a score comparable within an ecosystem, readable without explanation, and published with its breakdown.
| Sub-score | Built from | Why |
|---|---|---|
| Adoption | stars and weekly installs, log scaled | Stars can be bought, so they are compressed hard and an install counts for more |
| Upkeep | how recently a release with real notes shipped, and how many in 90 days (commits, for skills) | Attention is not maintenance |
| Growth | stars per day between snapshots; for a project measured once, its lifetime average, discounted | A project published this month cannot show velocity yet, and should not score zero for it |
| Answers | share of the last 30 days' user issues that got a reply, weighted by how many | Answering half of forty beats answering both of two. Shown as — under three issues |
A composite score can be gamed — there is a paper on exactly that for SourceRank — so every input is printed in the same row. If a score looks wrong, the arithmetic is checkable.
- User issues counts issues opened in the last 30 days by someone who is not a maintainer, via GitHub's
author_association. It separates a project with users from one with an author. A+means the count filled an API page. - Not every project is re-read every day: the 24 highest scoring in each layer and anything pushed recently are read on every run, the rest at least weekly. A row carried forward shows how many days ago it was read.
- Every number here is also published as JSON at
data/index.json, regenerated with the page. - Weekly installs is npm or PyPI downloads for a package declared in
overrides.json. Detecting it from a repository's root manifest was tried and removed: in a monorepo it reads the placeholder package.