3,719 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.
Building agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960
All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| satish-kori-27/postgres-mcp-server A specialized MCP (Model Context Protocol) server for PostgreSQL that enables AI assistant | 1 | GitHub Copilot | 1 | 503 tok |
| yigitkonur/mcp-supersubagents MCP server for spawning and managing parallel AI agents. Run multiple autonomous Copilot s | 1 | Claude Code, Codex, GitHub Copilot, OpenCode | 9 | 9,778 tok |
| Tymek/js-mcp MCP server for JS/TS development with intelligent project tooling and testing capabilities | 1 | GitHub Copilot | 1 | 388 tok |
| jegriffi91/mobile-automator-mcp | 1 | Claude Code, Codex, GitHub Copilot, OpenCode | 6 | 3,356 tok |
| onigetoc/mcp-context-master Automatically add Context and Docs to your project | 1 | Claude Code, Codex, GitHub Copilot, OpenCode | 4 | 14,527 tok |
| jamesjfoong/github-pr-review-mcp Github PR review MCP Server | 1 | Claude Code, Codex, GitHub Copilot, Cursor, OpenCode | 12 | 985 tok |
| maithanhduyan/py.chroma.mcp Python Chroma MCP | 1 | GitHub Copilot | 1 | 1,765 tok |
| pashaarshad/my-first-MCP | 1 | GitHub Copilot | 1 | 322 tok |
| drewsonne/ruff-mcp-server | 1 | GitHub Copilot | 1 | 417 tok |
| SandboxServers/Memory-Alpha-MCP | 1 | Claude Code, Codex, GitHub Copilot, OpenCode | 3 | 3,474 tok |
| MDBrothers/ada-mcp-server An MCP server wrapper in Python for the standard Ada Language Server (ALS) | 1 | GitHub Copilot | 1 | 1,009 tok |
| marcosnunesmbs/mcp_coingecko_price_ts | 1 | GitHub Copilot | 1 | 88 tok |
| Unity-Billal-mesloub/mcp-documentation-server unity-billal-mesloub.github.io MCP Documentation Server - Bridge the AI Knowledge Gap. ✨ Features: Document management • | 1 | GitHub Copilot | 1 | 1,147 tok |
| Jordonh18/fastmail-mcp-server fastmail.jordonh.me A Model Context Protocol (MCP) server for Fastmail. Enables any MCP-compatible AI assistan | 1 | GitHub Copilot | 1 | 2,637 tok |
| ragna-ai/mcp-google-vertex A Model Context Protocol (MCP) server that provides AI-powered image and video generation | 1 | GitHub Copilot | 1 | 244 tok |
| rkratky/docshub MCP server that provides agents with access to developer documentation via `llms.txt` file | 1 | GitHub Copilot | 1 | 2,655 tok |
| enihcam/opencode-webmcp MCP server bridge — exposes Chromium WebMCP tools (document.modelContext) as MCP tools. Wo | 1 | Claude Code, Codex, GitHub Copilot, OpenCode | 3 | 2,935 tok |
| Sekharz/web-scrapper-mcp A small playwright scrapper to scrape web pages but can used through Natural Languages or | 1 | GitHub Copilot | 1 | 291 tok |
| onatozmenn/sezzle-merchant-mcp An unofficial, experimental, security-focused Model Context Protocol server for safe Sezzl | 1 | GitHub Copilot | 1 | 216 tok |
| du-yuxuan/xiaozhi-mcphub Multi-user MCP tool bridge and console — true multi-tenant isolation, permission control, | 1 | GitHub Copilot | 1 | 402 tok |
| alrcatraz/astra-aigate A all-in-one system to organise your LLM providers, MCP, and other supportive services for | 1 | Codex, GitHub Copilot, OpenCode | 2 | 5,248 tok |
| risadams/OpenGathyr rss-aggregator feed-processor open-source mcp content-orchestration syndication feed-manag | 1 | GitHub Copilot | 1 | 322 tok |
| sandraschi/podman-mcp FastMCP 3.5 control plane for Podman on Windows/WSL2 — containers, pods, compose, analytic | 1 | Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf | 6 | 1,201 tok |
| ourobx/agent-ebpf ksec.space Zero-Code, Zero-Overhead Kernel Firewall for AI Workflows & LLM Agents (eBPF / MCP) | 1 | Claude Code, Codex, GitHub Copilot, OpenCode | 11 | 20,564 tok |
| Wilsonnijc-bot/NGOPilot | 1 | GitHub Copilot | 1 | 994 tok |
| sandraschi/rtorrent-mcp rTorrent MCP server: torrent management, multi-source search, post-processing, and Austria | 1 | Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf | 6 | 2,855 tok |
| Vivswan/chromium-bridge vivswan.github.io Authenticated MCP bridge to your real Chromium browsers (Brave, Chrome): Rust native-messa | 1 | Claude Code, Codex, GitHub Copilot, OpenCode | 4 | 1,446 tok |
| techkwon/comci-agent comci-agent-timetable-20260807.techkwon.chatgpt.site Unofficial local-first Python CLI, REST API, and MCP server for Korean Comci school timeta | 1 | Codex, GitHub Copilot, OpenCode | 2 | 1,609 tok |
| gugu9999gu/PC-CONTROL-MCP | 1 | Claude Code, Codex, GitHub Copilot, OpenCode | 9 | 2,466 tok |
| hecateq/mcp-coolify npmjs.com Production-grade Coolify MCP Server — secure, policy-controlled Coolify management for AI | 1 | Codex, GitHub Copilot, OpenCode | 2 | 4,332 tok |
| Kaifazad/Style-DNA-Ghostwriter Learn a codebase's unwritten conventions (Python, React, Next.js, TypeScript, Tailwind) an | 1 | Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf | 6 | 3,102 tok |
| AntaresQAQ/VoxMesh Platform-independent, voice-first AI agent gateway with pluggable LLM, STT, and TTS provid | 1 | Claude Code, Codex, GitHub Copilot, OpenCode | 4 | 1,572 tok |
| brettdavies/sounding-webmcp-demo sounding.brettdavies.workers.dev Audit patient for the anc.dev WebMCP challenge. | 1 | Claude Code, Codex, GitHub Copilot, OpenCode | 3 | 81 tok |
| ariekogan/ateam-mcp ADAS MCP Server — build, validate, and deploy multi-agent solutions from any AI environmen | 1 | GitHub Copilot | 1 | — |
| AceDataCloud/KlingMCP platform.acedata.cloud MCP server for Kling AI video generation via AceDataCloud API | 1 | Claude Code, GitHub Copilot | 2 | 825 tok |
| AceDataCloud/HailuoMCP platform.acedata.cloud MCP server for Hailuo (MiniMax) AI video generation via AceDataCloud API | 1 | Claude Code, GitHub Copilot | 2 | 818 tok |
| nolindnaidoo/numbers-le letools.dev Extract every hardcoded number in a codebase, so a person can check them | 1 | Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf | 6 | 11,776 tok |
| billallison/brsearch-mcp-server MCP Server for URL retrieval and Brave search | 1 | GitHub Copilot | 1 | 385 tok |
| GoCoder7/coolify-mcp-server Coolify MCP Server | 1 | GitHub Copilot | 1 | 765 tok |
| burkeholland/youtube-mcp youtube-mcp-one.vercel.app | 1 | GitHub Copilot | 2 | 1,010 tok |
| aiopnet/mcp-nautobot | 1 | Claude Code, GitHub Copilot | 2 | 996 tok |
| call518/MCP-Ambari-API deepwiki.com 🚀 Natural-language Hadoop cluster management via MCP. Connect LLM agents (Claude, GPT, et | 1 | Claude Code, GitHub Copilot | 2 | 1,895 tok |
| Kaina3/Debug-MCP A MCP tool which will debug automatically | 1 | GitHub Copilot | 1 | 609 tok |
| jeffaf/kivv kivv - Automated arXiv research paper discovery and AI-powered summarization system with M | 1 | Claude Code, GitHub Copilot | 2 | 1,212 tok |
| Uninen/devserver-mcp MCP server and a unified TUI for managing dev servers + Playwright | 1 | Claude Code, GitHub Copilot, Gemini CLI | 3 | 2,067 tok |
| bhf/st-k8s sanjeev.pages.dev View and chat to your K8s cluster & application logs. K9s themed dashboard, REST API+MCP s | 1 | Claude Code, Codex, GitHub Copilot | 5 | 1,022 tok |
| the-single-gentlemans-club/storybook-mcp A Model Context Protocol (MCP) server for Storybook story generation, component analysis, | 1 | Claude Code, Codex, GitHub Copilot | 5 | 2,141 tok |
| danduh/mcp-security | 1 | Claude Code, GitHub Copilot | 2 | 418 tok |
| l4b4r4b4b4/portfolio-mcp Portfolio analysis MCP server powered by mcp-refcache - Comprehensive portfolio metrics, o | 1 | GitHub Copilot | 1 | 709 tok |
| zarfld/presonus-studiolive-mcp MCP server using featherbear / presonus-studiolive-ap | 1 | Claude Code, Codex, GitHub Copilot, OpenCode | 67 | 61,377 tok |