How real projects configure their agents

43,761 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 agents7,699Claude Code6,660Data and AI3,668Backend and APIs3,501Languages3,399Planning3,231Git and workflow3,226Code review2,759Testing2,389Memory and context2,368Writing and docs2,333DevOps and cloud2,313Research2,290Frontend2,267Security2,038Project management1,731

All Claude Code31,986 Codex23,430 OpenCode22,372 GitHub Copilot3,564 Gemini CLI1,915 Cursor1,742 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
catbru/idescat-mcp Paquet MCP per a Agents com Claude Code que habilita l'explotació de l'API d'Idescat per p 1 Claude Code 1 621 tok
Lucineer/LOG-mcp LOG Model Context Protocol — MCP server for the LOG.ai platform 1 Codex, OpenCode 1 749 tok
SeeleAI/gamedevbench-mcp gamedevbench+mcp 1 Claude Code, Gemini CLI 2 208 tok
steelcutoatmeal/net-mcp MCP server for network engineering — BGP routing, RPKI validation, DNSSEC-aware DNS, and h 1 Claude Code 3 1,518 tok
jd1207/whoop-mcp Only MCP server to write data to WHOOP using Claude 1 Claude Code 1 533 tok
jeanbispo/tududi-mcp tududi.com MCP server for Tududi. 1 Claude Code, Codex, OpenCode 2 777 tok
molicherry/kimicode-search kimisearch MCP 1 Codex, OpenCode 1 1,376 tok
varunajaytawde28-design/smm-sync Persistent decision memory and contradiction prevention for AI coding agents. MCP server + 1 Claude Code, Codex, Cursor, OpenCode 6 1,329 tok
wave-av/mcp-server docs.wave.online WAVE MCP Server — 18 tools exposing the WAVE streaming APIs to Claude Code, Cursor and Win 1 Codex, OpenCode 1 521 tok
purple-flea/agent-casino purpleflea.com Provably fair gambling API + MCP server for AI agents. 5 games, 0.5% house edge, real USDC 1 Claude Code 1
nerdyaustin/memory_mcp 1 Claude Code 1 2,200 tok
simonediroma/webfetch_mcp Drop-in WebFetch MCP with domain-scoped HTTP header injection for auth 1 Claude Code 2 1,999 tok
andrewkorot/mcp-server-unreal-engine A comprehensive MCP server that enables AI assistants to control Unreal Engine through the 1 Codex, GitHub Copilot, Gemini CLI, OpenCode 3 3,121 tok
garuh143/RPG-MakerMV-MCP MCP for rpgmakerMV 1 Claude Code 1 819 tok
necatiarslan/awsclaw AWS MCP 1 GitHub Copilot 1 155 tok
jeandelest/screen-mcp A FastMCP server that runs on the client machine and exposes screenshot tools to a host MC 1 Codex, OpenCode 1 741 tok
farrasfadhils/Godot-MCP 1 Codex, OpenCode 1 3,468 tok
1RaghavM/visualgen-mcp MCP server that lets Claude Code generate images (Imagen 4) and short videos (Veo 3.1) via 1 Claude Code 1
ark9164-create/blaylock-emma-mcp Custom MCP server connecting Claude to MSRB EMMA (muni bond market data). NYU Stern Blaylo 1 Claude Code 1 1,193 tok
dhiraj-ydv/trilium-mcp 1 Claude Code, Gemini CLI 2
vidal-renao/vidal-helpdesk-mcp vidal-helpdesk-mcp.vercel.app vidal-helpdesk-mcp 1 Codex, OpenCode 1 1,360 tok
OGCryptoKitty/hydra-arm3 1 Claude Code 1 5,729 tok
coilyco-flight-deck/eco-mcp-app eco-mcp.coilysiren.me Inline Claude Desktop widget for any public Eco game server — live player counts, meteor c 1 Claude Code, Codex, OpenCode 5 1,140 tok
brunolm/mal-mcp MyAnimeList MCP server 1 Claude Code 1
dronsv/jdwp-mcp Debug live JVMs through JDWP — from any MCP-compatible agent. 25 debug tools for Claude Co 1 Claude Code 7 1,016 tok
DaisukeHori/firecrawl-mcp firecrawl-mcp-omega.vercel.app 🔥 Firecrawl MCP Server — Use self-hosted Firecrawl from Claude via MCP 1 Claude Code 1 783 tok
gabrielmahia/civic-agent-kit pypi.org Unified SDK for Kenya civic AI agents — NHIF, KRA, NTSA integrations, Swahili locale, MCP- 1 Codex, OpenCode 1 108 tok
sdntechforum/mcp-secure-access-community Cisco Secure Access MCP Server 1 Codex, OpenCode 1 3,037 tok
reichaves/fec-mcp-server An MCP server that connects the OpenFEC API to AI assistants, allowing you to investigate 1 Claude Code 1 907 tok
kallusuvaidyam/frappe_mcp 1 Claude Code 1 2,210 tok
alona-iaig/overboard-claude-plugin overboard.studio Claude Code plugin — create visual whiteboards, diagrams, flowcharts & project plans from 1 Claude Code 1 130 tok
Freddymhs/template-mcp 1 Claude Code 1
fshaan/claw-ea Medical office automation MCP server — forwards work messages and automatically archives t 1 Claude Code 1 3,591 tok
dburge86/kenpom-mcp MCP server for KenPom basketball analytics with Cloudflare Workers support 1 Claude Code 1 4,611 tok
unvus/neosql-mcp Bridging NeoSQL and LLMs. Execute via npx to give your AI tools full access to NeoSQL's in 1 Codex, OpenCode 1 3,406 tok
paulieb89/uk-business-mcp 1 Claude Code, Codex, OpenCode 2 823 tok
cvandesande/project-code-intelligence Generic code intelligence indexer and stdio MCP server backed by Postgres/pgvector 1 Claude Code, Codex, OpenCode 2 1,424 tok
kallusuvaidyam/universal_mcp 1 Claude Code 1 4,035 tok
paulieb89/property-descriptions-mcp 1 Claude Code, Codex, OpenCode 2 797 tok
coveyjorjet/mcp-gerrit-code-review MCP Server for Gerrit Code Review 1 Codex, OpenCode 1 743 tok
ncsound919/VibeServe ncsound919.github.io **VibeServe** is the first full-stack, fully-integrated AI development platform. It unifie 1 Claude Code, OpenCode 6
JustinGuese/AgentBureau-402-embodiment-as-a-service agentbureau.de AgentBureau provides the legal and physical infrastructure for AI agents to operate within 1 Codex, OpenCode 1 1,864 tok
Bye-666/BYE-RAG 1 Claude Code, Codex 1
asgard-ai-platform/mcp-tw-company Model Context Protocol (MCP) server for Taiwan Business Registry. Provides real-time acces 1 Claude Code 1 475 tok
jaykim429/report-mcp MCP that creates reports 1 Claude Code, Codex, OpenCode 2 1,170 tok
mightbesaad/sovereignty-scan-mcp MCP server for EU AI Act vendor sovereignty scanning. MIT-licensed free tier. 1 Claude Code 1 3,510 tok
pauliowest/cmon-mcp Campaign Monitor MCP 1 Claude Code 1 784 tok
fangfuzha/article-mcp npmjs.com 1 Claude Code, Codex 1
ejoliet/mcp-starter mcp-starter-puce.vercel.app MCP starter or how to learn devlopping a mcp server 1 Claude Code 1 446 tok
decksaga/silentfail Your MCP servers are failing. You just don't know it yet. Health checks, token audits, sec 1 Claude Code 1 456 tok