22,224 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717
All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| sharph/lunchmoney-mcp-mini a minimal MCP implementation for lunchmoney's v2 API | 0 | Codex, OpenCode | 1 | 164 tok |
| Backerss/web-search-mcp Free web search MCP server via SearXNG | 0 | Codex, OpenCode | 1 | 1,121 tok |
| get-mdpilot/MDPilot-mcp md-pilot-mcp.vercel.app | 0 | Claude Code, Codex, OpenCode | 3 | 959 tok |
| shinypebble/openai-ads-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 15 tok |
| ahmadzafar-code/emailsRboring Apple Mail MCP server for my Stanford inbox | 0 | Codex, OpenCode | 1 | 1,064 tok |
| ramadhanidiwanda-alt/threads-mcp MCP server for Threads comment research — analyze public sentiment and frustrations via AI | 0 | Codex, OpenCode | 1 | 512 tok |
| xmszm/memory Personal MCP memory server | 0 | Codex, OpenCode | 1 | 1,963 tok |
| WhileTrueBlackObelizk/shared-workspace-mcp Shared Workspace MCP server for agent handover, pipelines, code tools, and token usage tra | 0 | Claude Code, Codex, OpenCode | 2 | 1,050 tok |
| damosullivan/daft-mcp MCP server that lets AI assistants search Irish property listings on Daft.ie via the daftl | 0 | Codex, OpenCode | 2 | 784 tok |
| miticojo/ge-app-mcp | 0 | Codex, OpenCode | 1 | 4,518 tok |
| dpaula/chatgpt-codex-local-mcp Local MCP server for ChatGPT/Codex workspace access | 0 | Claude Code, Codex, OpenCode | 13 | 187 tok |
| arseniytech/MCPPostgreSQLExplorer | 0 | Codex, OpenCode | 1 | 120 tok |
| frontier-infra/roundtable roundtable.sh Convene a council of frontier models — Grok · Codex/OpenAI · GLM · MiniMax · Claude · Gemi | 0 | Claude Code, Codex, OpenCode | 1 | 1,271 tok |
| aperswal/motus motus-sable.vercel.app Find the cheapest flights that land a whole group within one shared arrival window. All-in | 0 | Claude Code, Codex, OpenCode | 2 | 79 tok |
| DevelopmentAgentSDD/MCP-JiraCloud | 0 | Claude Code, Codex, OpenCode | 15 | 504 tok |
| htmambo/coding-bridge-mcp A service based on the MCP protocol that wraps the iFlytek Spark / iFlytek Xingchen Coding | 0 | Codex, OpenCode | 1 | 671 tok |
| SteinX/mem0-oss-mcp | 0 | Codex, OpenCode | 1 | 198 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 | — |
| YoshiaKefasu/mcp-local-files Local Files MCP server with safe text and binary file tools. | 0 | Codex, OpenCode | 1 | 2,059 tok |
| zyf0717/repo-context Local MCP server that exposes configurable context retrieval from a context-model endpoint | 0 | Codex, OpenCode | 1 | 1,442 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 |
| 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 |
| PrimeUpYourLife/dynamic-discord-bot-api-mcp Dynamic MCP server for Discord Bot API with latest API methods. | 0 | Codex, OpenCode | 1 | 349 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 |
| 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 |
| rileylsmith1997/sample-mcp-systemctl | 0 | Codex, OpenCode | 1 | 800 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 |
| 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 |
| 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 |
| 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 |
| digimetalab/dml-bps-mcp MCP (Model Context Protocol) server for BPS (Badan Pusat Statistik) Indonesia statistical | 0 | Codex, OpenCode | 1 | 251 tok |
| hakatashi/slack-patron-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 1,307 tok |