24,879 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971
All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| NYB-AI/vecura-mcp-server | 0 | Claude Code, Codex, OpenCode | 3 | 5,346 tok |
| zbvxbb622-code/wechat-mcp-friend-automation macOS MCP server for Excel-driven WeChat friend requests and contact status checks | 0 | Claude Code, Codex, OpenCode | 8 | 1,267 tok |
| mei-shui-xing/galatea-garden-chatgpt-wake-mcp Durable Garden wake inbox and MCP wait tools for ChatGPT Chat on Windows. | 0 | Codex, OpenCode | 1 | 384 tok |
| Lukapetro/itaca npmjs.com Every project is an Ithaca. A local-first registry of your projects — stack, services, sta | 0 | Claude Code, Codex, OpenCode | 2 | 222 tok |
| movie-reservation-platform-lab/movie-recommendation-mcp | 0 | Claude Code, Codex, OpenCode | 12 | 1,332 tok |
| movie-reservation-platform-lab/movie-reservation-mcp | 0 | Claude Code, Codex, OpenCode | 12 | 1,351 tok |
| avinash-1707/Strata Local-first memory layer for AI agents. Compresses context with a local LLM, indexes it wi | 0 | Codex, OpenCode | 1 | 1,208 tok |
| Adityaladi/AI-Bain Persistent memory MCP server for AI coding agents. Qdrant + NetworkX + MCP, with decay-bas | 0 | Codex, OpenCode | 1 | 3,393 tok |
| nhannguyenalien/mcpagentmem | 0 | Claude Code, Codex, OpenCode | 2 | 229 tok |
| All3yp/omnisearch-mcp | 0 | Claude Code, Codex, OpenCode | 3 | 1,019 tok |
| ludi-uni/runtime-inspector-mcp | 0 | Codex, OpenCode | 1 | 1,094 tok |
| ZunbaRan/tldraw-mcp-app | 0 | Codex, OpenCode | 1 | 252 tok |
| negativexq/repo-context-forge A local-first MCP platform that analyzes codebases and generates deterministic, source-gro | 0 | Codex, OpenCode | 1 | 1,024 tok |
| HanlunWang/apple-suite-mcp Secure, modular, opt-in MCP connector for the Apple app suite — a security-focused rewrite | 0 | Codex, OpenCode | 1 | 1,367 tok |
| YC-CLT/cmd-exec-mcp A simple MCP server for executing commands locally, in sandbox, and remote environments | 0 | Codex, OpenCode | 1 | 5,155 tok |
| anddali/mcp-starter | 0 | Codex, OpenCode | 1 | 3,563 tok |
| gsbenevides2/deco-unhide | 0 | Claude Code, Codex, OpenCode | 6 | 2,202 tok |
| mrodgersjs-web/rigforge rodgersintelligence.com Catches AI coding agents when they say work is done but it is not. | 0 | Codex, GitHub Copilot, OpenCode | 2 | 598 tok |
| jacobragsdale/skill-mcp Serve any compatible Agent Skills folder over MCP v2 | 0 | Codex, Cursor | 1 | — |
| PTCuong-1102/story-architect-mcp | 0 | Claude Code, Codex | 8 | — |
| mjwyr/mysql_mcp_plus mysql_mcp_plus | 0 | Claude Code, Codex, OpenCode | 22 | 251 tok |
| gitmoru/gitmoru gitmoru.dev Recover force-pushed GitHub branches and see what changed after a breach. Reads through th | 0 | Claude Code, Codex, OpenCode | 2 | 907 tok |
| St3nch/linux-vedaops-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 625 tok |
| rookslog/sophotron MCP server for philosophy papers: Semantic Scholar + OpenAlex + Unpaywall + PhilArchive, w | 0 | Claude Code, Codex, OpenCode | 2 | 2,181 tok |
| runitsolutions/kommo-mcp | 0 | Claude Code, Codex | 1 | — |
| kienbui-demo/byteplus-mcp MCP server for BytePlus models | 0 | Codex, OpenCode | 1 | 510 tok |
| aspose-pdf-cloud/aspose-pdf-cloud-mcp Aspose.PDF Cloud MCP and CLI Tools | 0 | Codex, OpenCode | 1 | 1,212 tok |
| as8457632/ocr-mcp OCR MCP: multimodal OCR recognition (server and client). | 0 | Codex, OpenCode | 1 | 1,311 tok |
| carteakey/rfd-mcp Standalone MCP server for RedFlagDeals deal search and monitoring | 0 | Codex, OpenCode | 1 | 138 tok |
| primax79/kilo-mcp MCP server and skills for delegating implementation work from an orchestrating AI to Kilo | 0 | Codex, OpenCode | 1 | 1,127 tok |
| mxppxm/ai-progress-monitor AI workbench progress monitoring platform - MCP reporting + web dashboard | 0 | Codex, OpenCode | 1 | 253 tok |
| guyvandam/yt-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 14 tok |
| yar822/twits_mcp | 0 | Codex, OpenCode | 1 | 4,686 tok |
| to-real/cognition-workbench Local-first guided cognition, durable knowledge, and contextual recall for Codex. | 0 | Codex, OpenCode | 1 | 692 tok |
| QinZinn/proton-mcp-server MCP server exposing Proton Mail (read-only) through Proton Mail Bridge IMAP, with multi-ac | 0 | Codex, OpenCode | 1 | 1,685 tok |
| arthurcoulston/helmo Self-hosted software for leading AI agent teams: plan the work, run the agents and track w | 0 | Claude Code, Codex, OpenCode | 2 | 652 tok |
| akshayark97/task-mcp-learning | 0 | Claude Code, Codex, OpenCode | 2 | 159 tok |
| robertobendi/wazzicode-godot WazziCode for Godot — production-grade local MCP tools, editor automation, diagnostics, pl | 0 | Claude Code, Codex, OpenCode | 2 | 490 tok |
| Rayyan011/maldives-gazette-mcp Agent-agnostic read-only MCP for the Maldives Government Gazette | 0 | Codex, OpenCode | 1 | 979 tok |
| Kvxw1105/lean-computer-use-mcp Low-context, state-safe MCP facade over Open Computer Use for inexpensive agent models | 0 | Codex, OpenCode | 1 | 359 tok |
| ensp1re/namescope Local-first project naming intelligence for developers | 0 | Claude Code, Codex, OpenCode | 2 | 471 tok |
| JoshuaSkootsky/api-secure-nlp-mcp A secure API queryable with natural language and MCP server | 0 | Codex, OpenCode | 1 | 2,732 tok |
| 1llum1n4t1s/Retroweb-MCP kagayoi.com An MCP server that follows web archives and old directories to uncover old personal websit | 0 | Codex, OpenCode | 1 | 966 tok |
| Arrowh3ad/docmesh-mcp Documentation ingestion and multi-source search MCP server | 0 | Codex, OpenCode | 1 | 63 tok |
| zwinglio/context-mcp A Laravel self-hosted AI memory service for sharing durable project context between Claude | 0 | Claude Code, Codex, OpenCode | 9 | 4,412 tok |
| ryokumaxell/odoo-mcp-project Conector MCP remoto para ChatGPT + Odoo 19: proyectos, tareas y adjuntos de imagen con fal | 0 | Codex, OpenCode | 1 | 3,657 tok |
| tqctqc1/deepseek-vision-mcp Vision bridge for text-only AI models - image analysis powered by Gemini API with MCP, CLI | 0 | Claude Code, Codex, OpenCode | 2 | 501 tok |
| blhsing/codex-ask-user Native structured clarification questions for Codex via MCP elicitation | 0 | Claude Code, Codex, OpenCode | 2 | 220 tok |
| PedroHenriqueNS/reapfield Scrape a URL into structured JSON from a natural-language field spec. Derives CSS selector | 0 | Codex, OpenCode | 1 | 253 tok |
| Brandon-Born/bga-mcp Unofficial MCP server for Board Game Arena Studio development | 0 | Claude Code, Codex, OpenCode | 2 | 3,005 tok |