How real projects configure their agents

24,842 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
shuji-bonji/houki-egov-mcp npmjs.com An MCP server for using Japanese laws and regulations (e-Gov Law Search / Law API v2) from 2 Codex, OpenCode 1 2,617 tok
twinity1/better-confluence-mcp MCP server for confluence adjusted to work better with coding agents 2 Claude Code, Codex, OpenCode 2 2,384 tok
Kemetra/Seshat-BI pypi.org Readiness system that lets AI agents build your BI pipeline but never approve it -- eviden 2 Claude Code, Codex, OpenCode 61 2,798 tok
chiyan11/glm-4.6v-flash-mcp 2 Codex, OpenCode 1 487 tok
biocontext-ai/protocol-mcp Wet lab protocol retrieval MCP server, including protocols.io 2 Claude Code, Codex, OpenCode 2 68 tok
Tehnolabs/pixelforge-mcp AI-powered image generation, editing, and analysis MCP server using Google's Gemini models 2 Claude Code, Codex, OpenCode 2 4,372 tok
psam-717/psamvault-mcp 2 Claude Code, Codex, OpenCode 2 5,478 tok
Kos-M/tempus-mcp MCP server for Toggl Track - time entries, projects, workspaces, and time slot management 2 Codex, OpenCode 1 328 tok
wanghehacker/cocos-mcp 2 Codex, OpenCode 1 150 tok
sandraschi/plexmcp Talk to your Plex library from Claude — FastMCP server + Tauri desktop app + web UI for br 2 Claude Code, Codex, Cursor, OpenCode 6 2,715 tok
sandraschi/ittybittyvideos tiny tool, big videos. topic in, video out. no film degree required. webapp, windows app a 2 Claude Code, Codex, OpenCode 2 1,001 tok
boonkgim/mcp-google-contacts Remote MCP server for Google Contacts on Cloudflare Workers, for use as a claude.ai custom 2 Claude Code, Codex, OpenCode 2 45 tok
sorryorc/mcp-codex-worker sorryorc.github.io Make Codex stop eating giant diffs: delegate heavy Claude Code loops to cheap gateways and 2 Claude Code, Codex, OpenCode 16 389 tok
draekien-industries/membank Memory for your LLM 2 Claude Code, Codex, OpenCode 7 2,057 tok
luizhbesper/react-native-mcp luizhbesper.github.io MCP server for React Native development — unified device control, Metro/Hermes runtime bri 2 Claude Code, Codex, OpenCode 2 732 tok
Morphicai/harness-fe The agent that built it never leaves. A source-aware harness for every AI-built app — sour 2 Codex, OpenCode 1 82 tok
crowterliam/2d6mcp jupiter.industries AI GM Assistant — system-agnostic 2d6 TTRPG rules engine, dice roller, Discord bot, and MC 2 Claude Code, Codex, OpenCode, Windsurf 8 9,741 tok
omelet-ai/tms-dev-mcp MCP server for developing TMS(Transportation Management Systems) using Omelet & iNavi's AP 2 Claude Code, Codex, OpenCode 2 3,070 tok
astrobleem/mame-mcp 2 Codex, OpenCode 1 291 tok
emreycolakoglu/taskforge Full-stack task tracker: NestJS REST + MCP Server + Kanban SPA. Agents and humans collabor 2 Claude Code, Codex, OpenCode 2 7,169 tok
Szatek/giphy-mcp-server 2 Claude Code, Codex 2 —
ArtiPyHeart/mcp-ebook-read 2 Codex, OpenCode 1 1,699 tok
Bollard-db/Bollard bollard-beta.vercel.app Safe, stateful database access layer for AI editors and MCP clients (Cursor, VS Code, Clau 2 Claude Code, Codex, OpenCode 2 391 tok
borysttk/auth-vault-template 🧩 Template auth-vault — MCP credential management server, clean version to fork and adapt 2 Codex, OpenCode 1 3,420 tok
wishsoul/sf-symbol-mcp 2 Codex, OpenCode 1 160 tok
kkaminsk/NotebookLM-MCP Building another MCP. 2 Claude Code, Codex, OpenCode 5 286 tok
hlebtkachenko/moneys3-mcp MCP server for Money S3 accounting (www.moneys3.cz) — invoices, contacts, stock, banking, 2 Codex, OpenCode 1 424 tok
N283T/chimerax-mcp-plus 2 Codex, OpenCode 1 302 tok
rohanvinaik/ModelAtlas Google for open-source AI models — search by what you mean, not by keywords 2 Claude Code, Codex, OpenCode 8 2,282 tok
hardyjosh/raindex-mcp 2 Codex, OpenCode 1 625 tok
sinmb79/KCSC-MCP KCSC-MCP — uses documents on construction standards (such as specifications) provided by t 2 Codex, OpenCode 1 1,422 tok
Cloud-Temple/mcp-tools Serveur MCP — Bibliothèque centrale d'outils exécutables pour agents IA Cloud Temple 2 Claude Code, Codex, OpenCode 2 279 tok
flyinglimao/mcp-server-memos npmjs.com MCP server for Memos - a privacy-focused note-taking application 2 Codex, OpenCode 1 1,274 tok
elephant-xyz/elephant-mcp elephant-mcp-two.vercel.app 2 Codex, Cursor, OpenCode 2 1,807 tok
getlien/lien lien.dev Local-first semantic code search for AI coding assistants. Indexes your codebase with loca 2 Claude Code, Codex, GitHub Copilot, OpenCode 9 7,645 tok
Wenri/siyuan-mcp OAuth authentication proxy for MCP servers using Cloudflare Access 2 Codex, OpenCode 1 6,918 tok
technicallypete/outreacher Boilerplate AI MCP+SaaS LLM foundation with use-case as an AI-powered lead management CRM 2 Claude Code, Codex, OpenCode 2 3,434 tok
kubachour/mobile-growth-mcp npmjs.com An MCP based on specific mobile growth knowledge, mainly for Claude code to make growth ma 2 Claude Code, Codex, OpenCode 2 2,956 tok
hlavacm/solocrawl SoloCrawl is a local MCP/CLI tool for personal developer workflows. It is safe by default 2 Claude Code, Codex, Cursor, OpenCode 3 2,100 tok
honzapav/portuni portuni.com Portuni is a shared map of how your organization works – its processes, projects, areas, a 2 Claude Code, Codex, OpenCode 2 6,152 tok
tillkolter/guck-mcp 2 Codex, OpenCode 1 66 tok
Wulnut/lark_agent feishu project api mcp and agent. 2 Claude Code, Codex, OpenCode 12 3,387 tok
chokukil/timesfm-mcp MCP server for local GPU TimesFM forecasting 2 Codex, OpenCode 1 150 tok
suapapa/openscad-wasm-mcp suapapa.github.io An OpenSCAD MCP server that runs with OpenSCAD-WASM 2 Codex, OpenCode 1 1,428 tok
abdul-hamid-achik/codemap codemap.tools Local-first code intelligence: a code graph + semantic search for agents and people (CLI + 2 Claude Code, Codex, OpenCode 2 3,696 tok
EnragedAntelope/comfy-draftsman Local-first MCP server that drafts ComfyUI workflows a human can actually read - organized 2 Claude Code, Codex, OpenCode 2 3,003 tok
asim-altayb/trello-mcp MCP server for Trello with per-project board profiles 2 Codex, OpenCode 1 470 tok
qd313/decky-plugin-studio VS Code / Cursor extension for Decky plugin development — live QAM preview, MCP tools for 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,050 tok
velias/mcp-client-credentials-auth A local stdio MCP server that authenticates to remote OAuth-protected MCP servers using th 2 Codex, OpenCode 1 5,079 tok
EdmendZ/Modular-Rag-Mcp-Server 2 Claude Code, Codex 9 —