How real projects configure their agents

23,222 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
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
vidal-renao/vidal-helpdesk-mcp vidal-helpdesk-mcp.vercel.app vidal-helpdesk-mcp 1 Codex, OpenCode 1 1,360 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
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
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
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
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
jaykim429/report-mcp MCP that creates reports 1 Claude Code, Codex, OpenCode 2 1,170 tok
fangfuzha/article-mcp npmjs.com 1 Claude Code, Codex 1
GeekMai90/ticktick-mcp-cli Agent-friendly CLI and MCP server for TickTick and Dida365 1 Codex, OpenCode 1 242 tok
ParkviewLab/ebony-enriching an mcp lab notebook 1 Claude Code, Codex, OpenCode 2 1,004 tok
rmednitzer/relay-shell rmednitzer.github.io Model Context Protocol server for full shell and SSH fleet operation, with audit, tiered a 1 Claude Code, Codex, OpenCode 3 2,206 tok
kip-d/omnifocus-mcp OmniFocus automation via Model Context Protocol (MCP) 1 Claude Code, Codex, OpenCode 8 5,260 tok
CrackenReleased/boarderless.app_MCP Agentic connection and control for boarderless.app 1 Claude Code, Codex, OpenCode 2 1,074 tok
Mumega-com/inkwell inkwell.dev Agent-first content publishing engine. Config-driven, MCP-native, forkable. 1 Codex, OpenCode 1 422 tok
pxsloot/gitea-mcp-server Gitea MCP Server – A Model Context Protocol implementation for Gitea. Provides tools and r 1 Codex, OpenCode 1 319 tok
originalrashmi/rc-engine-product-framework rc-engine.vercel.app RC Engine — A complete AI-native product development pipeline. 31 MCP tools across 4 domai 1 Claude Code, Codex, OpenCode 41 5,187 tok
that-lucas/tts-mcp Give voice — for free — to Claude Code, OpenCode, Codex, and any other MPC tool 1 Codex, OpenCode 1 1,109 tok
sandraschi/steam-mcp MCP server for Valve's Steam — profile, library, stats, store, Workshop. 14 tools, React d 1 Claude Code, Codex, OpenCode 2 786 tok
Rentalot-ai/rentalot-mcp rentalot.ai MCP server exposing the Rentalot REST API (65 tools) for AI assistants — property manageme 1 Claude Code, Codex, OpenCode 2 1,562 tok
nami2111/junobuild-mcp MCP server for Juno (junobuild) - manage satellites, hosting, functions, snapshots and mor 1 Codex, OpenCode 1 2,046 tok
wongo/my-minimax-mcp MCP server wrapping MiniMax AI as autonomous code executor for Claude Code 1 Codex, OpenCode 1 551 tok
lesleslie/neo4j-mcp MCP server for neo4j-mcp 1 Claude Code, Codex, OpenCode 2 1,406 tok
VovaVindar/telegram-mcp Telegram MCP server for AI agents. Auto-categorize channels into folders, clean up inactiv 1 Claude Code, Codex, OpenCode 2 1,578 tok
abl030/pfsense-mcp MCP server for the pfSense REST API v2 — 677 tools for AI-driven firewall management 1 Claude Code, Codex, OpenCode 2 2,909 tok
dgalarza/buttondown-mcp 1 Claude Code, Codex 2 568 tok
OzBlumenfeld/mcp_server 1 Codex, OpenCode 1 3,830 tok
0x0L/ipykernel-mcp An MCP server that manages an IPython kernel 1 Claude Code, Codex, OpenCode 2 1,274 tok
jmpijll/unraid-code-mode-mcp Code-mode MCP server for the Unraid 7.2+ GraphQL API. Two tools (search + execute) with Qu 1 Claude Code, Codex, OpenCode 2 951 tok
bradsjm/nl2sql-mcp A natural language to SQL Model Context Protocol server 1 Codex, OpenCode 1 1,344 tok
InvariantHoldings/agda-mcp-server MCP server for interactive Agda proof development (type-checking, goals, refinement, proof 1 Codex, OpenCode 1 1,796 tok
zygou-31/immich-mcp 1 Codex, OpenCode 1 897 tok
mhaviv/pr-narrator-mcp npmjs.com AI-powered MCP server that generates consistent commit messages and PR descriptions from y 1 Codex, GitHub Copilot, OpenCode 5 6,984 tok
gerardbourguett/mcp-chilegob-dataset 1 Claude Code, Codex 5 351 tok
ManpreetShuann/bitbucket-server-mcp pypi.org An mcp for bitbucket enterprise edition server 1 Codex, OpenCode 1 1,561 tok
BigKAA/qmcp 1 Codex, OpenCode 1 2,529 tok
riccardovietri/thermal-mcp-server 1 Claude Code, Codex, OpenCode 2 2,319 tok
esneiderbravo/speclaw A self-contained suite that turns any repo into a spec-driven, agent-ready codebase for AI 1 Claude Code, Codex, OpenCode 3 4,956 tok
punt-labs/langlearn-tts A text-to-speech Claude Extension enabling Claude to teach you foreign languages more effe 1 Claude Code, Codex, OpenCode 9 2,889 tok
siddiquesahabaj/CoordMCP 1 Codex, OpenCode 1 2,707 tok
commune-dev/commune-mcp commune.email Email & SMS for Claude Desktop, Cursor, and Windsurf. 13 tools: create inboxes, send email 1 Codex, OpenCode 1 860 tok
otolab/search-docs Local document search system - provides vector search functionality for Markdown documents 1 Claude Code, Codex, OpenCode 2 2,517 tok
dpup/meshcore-mcp Model Context Protocol (MCP) server exposing a MeshCore node — and the mesh reachable thro 1 Claude Code, Codex, OpenCode 2 3,316 tok
laruss/grok-imagine-mcp-extension MCP server + chrome extension to get images from grok imagine 1 Claude Code, Codex, OpenCode 2 2,654 tok