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 |
|---|---|---|---|---|
| alejoacelas/07-30-docs-mcp Google Docs Preview MCP with comments, replies, suggestions, and organization OAuth | 0 | Claude Code, Codex, OpenCode | 2 | 109 tok |
| MkRafa/agentic-rag-coverage-determination Agentic RAG over payer medical-policy documents. Deterministic harness, MCP retrieval boun | 0 | Claude Code | 8 | — |
| ZenixSolutions/lumics-mcp | 0 | Claude Code | 1 | 2,691 tok |
| plemio/nanobanana-mcp-server Plemio fork of zhongweili/nanobanana-mcp-server — refusals explain themselves, up to 14 re | 0 | Claude Code | 1 | 3,030 tok |
| Npab19/clickup-mcp Multi-user MCP server for ClickUp (API v2 + v3) — 150 tools, per-user OAuth, encrypted tok | 0 | Claude Code | 1 | 2,722 tok |
| fledgeling-co/media-gen-pro-mcp Image and video generation as an MCP tool. GPT Image 2, Gemini, Recraft, Seedream, Grok, A | 0 | Claude Code | 1 | 134 tok |
| GyeongHoKim/gerrit-mcp-server Model Context Protocol server for Gerrit code review — find changes, read diffs, draft and | 0 | Claude Code, Codex, OpenCode | 2 | 3,403 tok |
| joshuamoesa/mendix-marketplace-mcp-proxy | 0 | Claude Code | 1 | 308 tok |
| francescojr/nobu **Game-agnostic MCP toolkit for composing chiptune / retro MIDI and rendering game audio.* | 0 | Claude Code, Codex, OpenCode | 2 | 2,333 tok |
| malpanishubham2/laptop-care Cross-platform laptop maintenance AI agent — MCP server for Claude Desktop | 0 | Claude Code | 1 | 742 tok |
| PrimeUpYourLife/dynamic-telegram-bot-api-mcp npmjs.com Dynamic MCP server for Telegram Bot API with latest API methods. | 0 | Claude Code, Codex, OpenCode | 2 | 1,686 tok |
| paralelum/ipbx-mcp MCP Server - IPBX | 0 | Claude Code | 1 | 6,877 tok |
| r3-yamauchi/mcp-server-blastengine-mailer | 0 | Claude Code | 1 | 511 tok |
| georgeck/hn-companion-mcp MCP for Hacker News Companion | 0 | Claude Code | 1 | 319 tok |
| argia-andreas/linear-mcp-server A Linear MCP Server for interacting with Linear | 0 | Claude Code | 1 | 316 tok |
| imax09-wq/mcp-py | 0 | Claude Code | 1 | 787 tok |
| michaelahern/airthings-consumer-mcp A Model Context Protocol (MCP) server for Airthings air quality monitoring devices. | 0 | Claude Code | 1 | — |
| crdant/mbta-mcp-server | 0 | Claude Code | 1 | 2,564 tok |
| chadkunsman/netbox_mcp FastMCP server for read-only NetBox API access with natural language query support | 0 | Claude Code | 1 | 7,780 tok |
| tomnagengast/mcp-server-airflow Model Context Protocol server for Apache Airflow - enables AI assistants to interact with | 0 | Claude Code | 1 | — |
| atla-digital/mcp-gitlab Fork with more tools and streaming http | 0 | Claude Code | 1 | 4,273 tok |
| seletz/mcp-odoo-shell | 0 | Claude Code | 1 | 587 tok |
| wubbyweb/mcp-demo | 0 | Claude Code | 1 | 1,910 tok |
| alejoair/mcp-code-editor mcp-code-editor | 0 | Claude Code | 2 | 951 tok |
| federated-alpha/MCP | 0 | Claude Code | 1 | 272 tok |
| JoshuaOliphant/scratchpad_mcp MCP server providing a 'think' tool for structured reasoning | 0 | Claude Code | 1 | 703 tok |
| currentspace/pg_mcp_prod | 0 | Claude Code | 1 | 653 tok |
| currentspace/shortcut_mcp | 0 | Claude Code | 1 | 1,557 tok |
| yostos/jrnl-mcp MCP Server for jrnl | 0 | Claude Code | 1 | 1,546 tok |
| uright/azure-devops-wiki-mcp | 0 | Claude Code | 1 | 2,565 tok |
| yorifuji/mcp-wtit npmjs.com | 0 | Claude Code | 1 | — |
| shimizu/modelslab-text2img-mcp-server A Model Context Protocol server dedicated to Text2Image image generation using the ModelsL | 0 | Claude Code | 1 | 2,220 tok |
| CaptainCrouton89/mcp-reasoning | 0 | Claude Code | 1 | 642 tok |
| mjmorales/simple-mcp-runner | 0 | Claude Code | 10 | — |
| ampcome-mcps/chargebee-mcp | 0 | Claude Code | 1 | 670 tok |
| iamayuppie/AnyDbApp MCP server for AI-powered database operations with Ollama integration | 0 | Claude Code | 1 | 1,037 tok |
| exrienz/pollenai-mcp | 0 | Claude Code | 1 | 440 tok |
| jacobboykin/amazing-marvin-mcp-server MCP Server for Amazing Marvin | 0 | Claude Code | 6 | 800 tok |
| rdwj/fda-mcp MCP Server for Looking Up Products on FDA Approval List | 0 | Claude Code, Codex, OpenCode | 2 | 6,521 tok |
| ricleedo/reasoning-boilerplate-mcp | 0 | Claude Code | 1 | 642 tok |
| CodaLabs-xyz/Template-x402-Mcp Template-x402-Mcp | 0 | Claude Code | 1 | 7,528 tok |
| op-enny/mcp-server-fakestore mcp-server-fakestore | 0 | Claude Code | 3 | — |
| SuperPiTT/self-improving-memory-mcp Sistema de memoria auto-evolutivo para proyectos de código con Claude. Captura automáticam | 0 | Claude Code | 14 | — |
| Ravenight13/codebase-mcp Production-grade MCP server for semantic code search with PostgreSQL and pgvector | 0 | Claude Code | 9 | 3,662 tok |
| semistrict/mcpman MCP manager supporting code mode and reduced context | 0 | Claude Code | 1 | 2,889 tok |
| worksona/-worksona-mcp-server worksona agents mcp server for claude desktop | 0 | Claude Code, Cursor | 1 | — |
| LassiterJ/mcp-playground A place play around with an MCP server. | 0 | Claude Code | 6 | 800 tok |
| leo7nel23/KnowledgeSmith-MCP KnowkedgeSmith-MCP | 0 | Claude Code | 1 | — |
| jerkovicl/flights-mcp | 0 | Claude Code, Codex, GitHub Copilot, Cursor, OpenCode | 4 | 3,787 tok |
| db-nethra/mcp-you.com-demo you.com mcp demo | 0 | Claude Code | 8 | 6,574 tok |