43,832 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 agents7,763Claude Code6,670Data and AI3,659Backend and APIs3,501Languages3,393Git and workflow3,250Planning3,235Code review2,768Testing2,411Memory and context2,367Writing and docs2,341DevOps and cloud2,324Research2,284Frontend2,272Security2,048Project management1,751
All Claude Code31,994 Codex23,528 OpenCode22,474 GitHub Copilot3,571 Gemini CLI1,915 Cursor1,736 Windsurf150 Kiro87
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| aviciot/mcp-template | 0 | Claude Code, Cursor | 2 | 1,843 tok |
| boyzhong123/mcp22 111 | 0 | Claude Code, Codex, OpenCode | 2 | 208 tok |
| slettmayer/wunder-user-mcp MCP server for the Wunder Mobility v2 end-user (User) API — list vehicles (with distance), | 0 | Claude Code, Codex, OpenCode | 2 | 1,378 tok |
| kandotrun/x-mcp x.mcp.2-38.com Read-only MCP server for public X/Twitter search and retrieval via twitter.2-38.com | 0 | Codex, OpenCode | 1 | 313 tok |
| surajpanwar/advanced-calc-engine Secure, auditable Excel analytics and agentic workflow engine built with Python, MCP, and | 0 | Claude Code, Codex, OpenCode | 5 | 410 tok |
| allensandiego/postgres-mcp-server | 0 | Claude Code, OpenCode | 10 | — |
| yundoun/finance-docs-mcp MDX document search MCP server + RAG chatbot — universal template | 0 | Claude Code | 7 | 567 tok |
| YoshiaKefasu/mcp-local-files Local Files MCP server with safe text and binary file tools. | 0 | Codex, OpenCode | 1 | 2,059 tok |
| ShushannaKarapetyan/MCPImageGenerator | 0 | Claude Code | 4 | 1,924 tok |
| MartinCeska/docs-mcp | 0 | Claude Code | 1 | — |
| zyf0717/repo-context Local MCP server that exposes configurable context retrieval from a context-model endpoint | 0 | Codex, OpenCode | 1 | 1,442 tok |
| Gigaclank/RS3005P-MCP Control RS PRO power supply via MCP server | 0 | Claude Code | 1 | 1,380 tok |
| yb901104-wq/spine-mcp | 0 | Codex, OpenCode | 1 | 985 tok |
| Mehedad1948/tinify-mcp tinify-mcp.vercel.app | 0 | Claude Code, Codex, OpenCode | 2 | 79 tok |
| tutorcruncher/help-mcp Refer to help docs for data access | 0 | Claude Code | 1 | 1,044 tok |
| maThiaslI152/opencode-ast-mcp | 0 | Codex, OpenCode | 1 | 2,846 tok |
| blessthis/llm-council Blind multi-model councils + direct seat chat as a local MCP server | 0 | Codex, OpenCode | 1 | 2,597 tok |
| SuperInstance/plainsong-mcp | 0 | Claude Code | 1 | 1,829 tok |
| PrimeUpYourLife/dynamic-discord-bot-api-mcp Dynamic MCP server for Discord Bot API with latest API methods. | 0 | Codex, OpenCode | 1 | 349 tok |
| fc0web/lab-notebook-mcp Experimental notes MCP server — a shared primary-source layer connecting benchtop (measure | 0 | Claude Code | 1 | 808 tok |
| abhaymettu/claude-desktop-to-code Route work from a Claude Desktop chat into Claude Code: headless, or handed off to a real | 0 | Codex, OpenCode | 1 | 1,180 tok |
| joyous-coder/universal-db-mcp Universal MCP database connector — lets Claude Desktop connect directly to your database | 0 | Claude Code | 1 | 1,227 tok |
| ANTON072/pinboard-mcp | 0 | Claude Code | 14 | 727 tok |
| shahrukh-hack/vibe-memory shahrukh-hack.github.io Universal Long-Term Memory & Cross-Agent Handoff Protocol for AI Coding Agents | 0 | Claude Code, Codex, Cursor, OpenCode | 3 | 203 tok |
| Crino-999/ollama-mcp-workers A local hybrid layered MCP Worker suite based on Ollama: **Vision Worker** (qwen2.5vl:7b) | 0 | Codex, OpenCode | 1 | 182 tok |
| deveyus/qdrant-mcp-server Fork of mhalder/qdrant-mcp-server with time-based recency scoring in semantic and hybrid s | 0 | Codex, OpenCode | 1 | 945 tok |
| pcamarajr/personal-knowledge Local, AI-agnostic memory MCP server — a typed second brain with semantic recall and self- | 0 | Claude Code | 2 | 171 tok |
| rileylsmith1997/sample-mcp-systemctl | 0 | Codex, OpenCode | 1 | 800 tok |
| methodify/local-spark-mcp | 0 | Claude Code | 1 | 9,458 tok |
| AbiyuLingga/LTSpice-MCP | 0 | Claude Code, Codex, OpenCode | 2 | 4,454 tok |
| JNSlayer2/chatgpt-pro-mcp | 0 | Codex, OpenCode | 1 | 245 tok |
| Palanx/grimoire-beholder-mcp Turn your bookshelf into something Claude can read. A fully-local RAG grimoire: contextual | 0 | Codex, OpenCode | 1 | 1,528 tok |
| vaibuep/motion-mcp-server | 0 | Claude Code, Codex, OpenCode | 2 | 1,949 tok |
| yyu0310/lark-mcp MCP server connecting Claude Desktop App to your Lark workspace — built on lark-cli | 0 | Claude Code, Codex, Gemini CLI, OpenCode | 3 | 392 tok |
| zcharako81/iiq-mcp MCP server for SailPoint IdentityIQ 8.5 | 0 | Codex, OpenCode | 1 | 1,423 tok |
| Knuckles-Team/freshrss-agent knuckles-team.github.io FreshRSS API + MCP Server + A2A Server — curated, relevance-gated RSS world-model intake f | 0 | Claude Code, Codex, OpenCode | 2 | 3,497 tok |
| berntpopp/orphanet-link genefoundry.org MCP server for Orphanet (Orphadata): rare-disease nomenclature, gene–disease associations, | 0 | Claude Code, Codex, OpenCode | 10 | 6,542 tok |
| arianashafiee/smart-trade-ai MCP trading terminal for Claude Code — EVM and Solana | 0 | Claude Code | 1 | 615 tok |
| Ninjaboy249/azure-devops-copilot-bugs Azure DevOps Bug Tracker integrated with GitHub Copilot Agent via MCP - Query, analyze, an | 0 | GitHub Copilot | 1 | 776 tok |
| natesilva/mcp-certificate-monitor Monitor SSL/TLS certificate expiration across your domains by asking Claude | 0 | Claude Code | 23 | 269 tok |
| goosefly99/profile-project-claude-plugin Claude Code plugin: a fixed-DAG MCP server that profiles a project (codebase, docs, transc | 0 | Codex, OpenCode | 1 | 1,492 tok |
| creative-int/saya-plugins Plug any agent into your team's Saya — query the team brain over MCP. | 0 | Claude Code, Codex, OpenCode | 2 | 714 tok |
| josespinal/odoo-mcp-server-remote Remote MCP server for Odoo ERP — Streamable HTTP transport with bearer token auth | 0 | Claude Code | 1 | 375 tok |
| lionellau/leptin Personal, local-first memory infrastructure for your coding agent. No account, no subscrip | 0 | Codex, OpenCode | 1 | 713 tok |
| ton-to-ton/real-browser-mcp | 0 | Codex, OpenCode | 2 | 3,154 tok |
| latent-defense/mcp-server-public MCP server for the Latent Defense infrastructure security platform | 0 | Claude Code | 2 | — |
| Jatin-IITB/openbeautyfacts-mcp MCP server for Open Beauty Facts (cosmetics & personal care) — fork of JagjeevanAK/OpenFoo | 0 | GitHub Copilot | 1 | 139 tok |
| Jatin-IITB/openproductsfacts-mcp MCP server for Open Products Facts (general non-food products) — fork of JagjeevanAK/OpenF | 0 | GitHub Copilot | 1 | 139 tok |
| sabari245/websearch-mcp docs.morphllm.com MCP server for web search, fetch, and AI-powered extraction — powered by crawl4ai and morp | 0 | Codex, OpenCode | 1 | 214 tok |
| Lil-Beast-666/wikijs-mcp-http Native HTTP/SSE MCP server for Wiki.js. Clean, production-ready replacement for supergatew | 0 | Codex, OpenCode | 1 | 2,856 tok |