31,993 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742
All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| wyattlindsey/plant-intel-mcp MCP server giving agents structured plant data for garden planning: species care profiles, | 0 | Claude Code | 1 | 762 tok |
| aesoper101/vision-mcp MCP server giving text-only agents vision understanding & OCR via Chinese and internationa | 0 | Claude Code | 2 | — |
| LesVulture/regwatch-co Monitor normativo y legislativo colombiano con procedencia obligatoria: ningún dato sin UR | 0 | Claude Code | 1 | 2,524 tok |
| KevinInoCol/coppeliasim-mcp pypi.org MCP server to drive CoppeliaSim 4.10 from Claude Code and other MCP clients — build scenes | 0 | Claude Code | 1 | 1,674 tok |
| roguebot13/stash Bookmark MCP server | 0 | Claude Code, Codex, OpenCode | 2 | 159 tok |
| YingsHermes/lifestyle-mcp-gym Lifestyle MCP gym assistant with human and agent registration | 0 | Claude Code, Codex, OpenCode | 2 | 159 tok |
| memvara/openclaw-memvara OpenClaw: hosted Memvara MCP (mcp add / native plugin). Not a capture plugin. | 0 | Claude Code | 1 | 4,651 tok |
| arrugit/vuln_mcp_app | 0 | Claude Code | 1 | 4,434 tok |
| MalekYala/yala-agentic-toolkit Yala Agentic Toolkit — 570 AI-agent CLI tools + MCP server for Claude, Codex & Cursor - On | 0 | Claude Code, Codex, OpenCode | 2 | 4,699 tok |
| Steph-ux/linkedin-mcp-server LinkedIn MCP server — Patchright + 10 tools, persistent browser, rate limiter | 0 | Claude Code | 1 | 4,059 tok |
| samabenie1/skylight-mcp-fork Skylight MCP Patched | 0 | Claude Code | 1 | 1,203 tok |
| ruben-salas20/nimbus-copiloto Servidor MCP y copiloto de IA para un helpdesk de soporte. Proyecto de aprendizaje de AI E | 0 | Claude Code | 1 | 2,985 tok |
| astatineRS/Nexoraa-tree Nexoraa — the open AI-workforce SaaS: animated interactive map of 137 AI jobs, gated skill | 0 | Claude Code, Codex, OpenCode | 2 | 159 tok |
| ZeroPointSix/steel-mcp-server Steel MCP Server for Railway deployment | 0 | Claude Code | 1 | 457 tok |
| courtkillion/utility-api utility-api-jn9g.onrender.com Exact residential electricity rates and bills for SRP (Phoenix, AZ), computed from filed t | 0 | Claude Code, Codex | 1 | — |
| Semmargl/enterprise-ai-chat-agent Internal enterprise chat agent: LangGraph create_agent + on-demand MCP filesystem server, | 0 | Claude Code | 1 | 4,000 tok |
| MasterBrogrammer/SW-OpenC64 Browser Commodore 64. Sibling of SW-OpenApple. MCP: WOZMCP64. | 0 | Claude Code, Codex, OpenCode | 19 | 12,423 tok |
| ZehuiTIAN/calibre-mcp MCP server that gives AI assistants (Claude Code, Claude Desktop, Cursor, ...) read and wr | 0 | Claude Code | 1 | 481 tok |
| wernerth-cs/ticketsystem-mcp | 0 | Claude Code | 1 | 2,605 tok |
| Mavline/docx_mcp_server_ts TypeScript MCP server for DOCX/OOXML processing: text, tables, images, headers/footers, SD | 0 | Claude Code | 1 | 1,549 tok |
| Mavline/mcp-server_word-translator MCP server that translates DOCX documents with the Google Cloud Translation API while pres | 0 | Claude Code | 1 | 2,681 tok |
| MiemieYang-yang/MODULAR-RAG-MCP-SERVER | 0 | Claude Code, Codex | 9 | — |
| dncore/efferent-ble-simulator Efferent — Turn Linux into a Bluetooth peripheral. BLE cycling/fitness device simulator (F | 0 | Claude Code | 1 | 3,013 tok |
| minmax/pi-cli-mcp MCP server that delegates coding tasks to your locally installed pi CLI. Wraps the real bi | 0 | Claude Code, Codex, OpenCode | 6 | 462 tok |
| akmalkhaniub/drizzle-sentinel-mcp | 0 | Claude Code | 1 | 381 tok |
| txcxgzs/ssh-mcp Derivative fork of YawLabs/ssh-mcp with server-side SSH credential aliases and known_hosts | 0 | Claude Code | 1 | 708 tok |
| aesoper101/image-gen-mcp Multi-provider AI image generation MCP server (stdio) for agents without image capabilitie | 0 | Claude Code | 2 | — |
| fc0web/rei-checker-mcp Formal-verification checker MCP server — three-valued verdict (VALID/INVALID/UNDECIDED), n | 0 | Claude Code | 1 | 4,304 tok |
| zuarbase/Zuar-Portal-MCP-Public zuar.com Zuar Portal MCP server — stable releases for customers. Build and operate a Zuar Portal fr | 0 | Claude Code | 19 | — |
| JumpLink/troedler Troedler — search several second-hand marketplaces from one query. A local CLI and MCP ser | 0 | Claude Code, Codex, OpenCode | 2 | 5,291 tok |
| mcintalmo/godot-docs-mcp An MCP server that serves the Godot Engine documentation to AI coding agents. | 0 | Claude Code | 1 | 1,728 tok |
| brulure1/labsolu-mcp-test MCP test bot Labsolu pour Claude + Render | 0 | Claude Code, Codex, OpenCode | 2 | 1,069 tok |
| genvjacobc/lightspeed-x-mcp Read-only Model Context Protocol server for Lightspeed X (Retail POS / Vend): sales report | 0 | Claude Code | 1 | 1,813 tok |
| Utkarsh-Sinha0/razor-dvara Gated agentic checkout for COD commerce. Five MCP tools, bounded money actions, audit trai | 0 | Claude Code | 1 | 490 tok |
| adrianparker/SetlistMCP MCP server for Setlist.fm | 0 | Claude Code | 1 | 1,447 tok |
| thalleshcm/ploomes-mcp | 0 | Claude Code | 1 | 1,625 tok |
| edgargalvan/mise-en-place MCP Nutrition Tool | 0 | Claude Code | 3 | 1,523 tok |
| paulocesaaars/nix Servidor MCP que expõe um vault do Obsidian | 0 | Claude Code, Codex, Cursor, OpenCode | 2 | 1,226 tok |
| ElioLin/sfoa-enterprise-mcp | 0 | Claude Code, Codex, OpenCode | 6 | 688 tok |
| jhn-kim/motionworks A direct manipulation motion design layer for projects built with AI coding agents. | 0 | Claude Code, Codex, OpenCode | 2 | 942 tok |
| yth20667-boop/tradingview-mcp. | 0 | Claude Code | 1 | 1,873 tok |
| duanefields/imessage-mcp MCP server for iMessage on macOS: reads the local message database and (later) sends throu | 0 | Claude Code | 1 | 959 tok |
| rkilchmn/tradingview-control-mcp Control trading view electron application via MCP | 0 | Claude Code | 1 | 1,987 tok |
| rileygramlich/obsidian-gate MCP server — let any AI agent read, search, write, and connect notes in your Obsidian vaul | 0 | Claude Code | 1 | 388 tok |
| R-HUA/coding-mcp | 0 | Claude Code, Codex, Cursor, OpenCode | 10 | 2,260 tok |
| hlucent/safemap-uv-index-mcp Seoul UV index and Korea Meteorological Administration lifestyle weather index lookup serv | 0 | Claude Code | 1 | 2,232 tok |
| kiyeps/dkg-memory-mcp MCP server exposing DKG V10 verifiable memory (WM/SWM/VM) as MCP tools for any MCP-capable | 0 | Claude Code, Codex, OpenCode | 2 | 801 tok |
| alejandrorodm/MCP-Pionex MCP server for the Pionex exchange with strict anti-hallucination guardrails: two-phase or | 0 | Claude Code | 1 | 3,185 tok |
| meeeeeca2/agent-chatroom Human-in-the-loop MCP chatroom for coordinating multiple AI agents | 0 | Claude Code, Codex, OpenCode | 2 | 1,064 tok |
| pnaskardev/Batcave-MCP | 0 | Claude Code | 1 | 723 tok |