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
paceaitian/google-health-chatgpt-selfhost Self-hosted single-user read-only Google Health MCP connector for private ChatGPT Develope 1 Codex, OpenCode 1 347 tok
avivancos/open-english OLCP - a portable MCP server that owns identity, curriculum and the learner model, while a 1 Claude Code, Codex, OpenCode 8 2,863 tok
kyoungjongkil/fileanalyzer_mcp_testmonial A FastMCP-based test suite for reading and analyzing specific local files. 1 Claude Code, Codex, OpenCode 2 3,153 tok
TianlinglingOvO/MoneyManager SMB (Sutady Moneybook) - A personal bookkeeping system based on SQLite and MCP 1 Codex, OpenCode 1 2,459 tok
brettdavies/sounding-webmcp-demo sounding.brettdavies.workers.dev Audit patient for the anc.dev WebMCP challenge. 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 81 tok
YanxReal/Xcode-MPC Professional MCP Server for Xcode — 52 tools + 5 Skills (xcodebuild, simctl, Assets.xcasse 1 Codex, OpenCode 1 2,107 tok
FTWAgency/wpconvert-devtools wpconvert.ai Open-source CLI, MCP server, and API examples for WPConvert.ai 1 Claude Code, Codex, OpenCode 2 418 tok
lovecatisgood-sudo/AI_Agent_MCP_Tool_for_Multi_Docu_PDF_PNG_QR_File_Conversion_Processing_Capability djai.academy Free local-first MCP server giving AI agents private token, RAG, context, CSV/JSON and QR 1 Codex, OpenCode 1 173 tok
royashbrook/lifescored You are already a number. Every rule cited, every weight editable. 1 Claude Code, Codex, OpenCode 2 941 tok
hlsitechio/Omarchy-4-AI-Agent-MCP MCP server that gives any LLM full control over an Omarchy Linux desktop — themes, tiling, 1 Codex, OpenCode 1 1,700 tok
zse4321/decision-anchor-sdk 1 Codex, OpenCode 1 6,236 tok
J8k3/aws-payment-cryptography-mcp jacobmarks.com MCP server for AWS Payment Cryptography — key lifecycle, HSM migration analysis, and PCI-a 1 Claude Code, Codex, OpenCode 2 4,345 tok
Treevu-ai/cli-market-world cli-market.dev Cost-of-Living OS for LatAm — market optimize: basket compare, TCO, substitutes, action li 1 Claude Code, Codex, OpenCode 8 4,773 tok
TranQui004/signalint tranqui004.github.io MCP server for compact, cached, loop-aware JavaScript and TypeScript diagnostics 1 Codex, OpenCode 1 1,307 tok
ar-agents/ar-agents ar-agents.ar Open infrastructure for Argentina's sociedades de IA (AI-operated companies, draft General 1 Claude Code, Codex, OpenCode 2 253 tok
ariaxhan/agentmailkit Scheduled, LLM-written email digests that run on your machine, read your own files, and se 1 Claude Code, Codex, OpenCode 2 5,148 tok
arkheiaai/arkheia-mcp Arkheia MCP Trust Server + Enterprise Proxy — fabrication detection for enterprise AI pipe 1 Codex, OpenCode 1 1,647 tok
KG-NINJA/HyperXosist-Agent 1 Codex, OpenCode 1 4,231 tok
YakupEmreYerli/mcp-firefly-iii yakupemreyerli.github.io Security-first, self-hosted MCP server for Firefly III — 152 operations behind 5 scoped to 1 Claude Code, Codex, OpenCode 2 3,976 tok
asattelmaier/gnome-ui-mcp A small Model Context Protocol server for GNOME Wayland desktop automation 1 Codex, OpenCode 1 486 tok
ANAMIZED/x402-cloudflare-starter The simplest, cleanest way to accept USDC payments on Base + Solana using x402. Bring your 1 Codex, OpenCode 1 524 tok
cyanheads/tmdb-mcp-server npmjs.com Search movies, TV, and people on The Movie Database (TMDB) — credits, ratings, trailers, i 1 Claude Code, Codex, OpenCode 2 13,120 tok
cyanheads/ourairports-mcp-server npmjs.com Resolve airport codes (IATA/ICAO/GPS/local), search airports, find the nearest by coordina 1 Claude Code, Codex, OpenCode 2 13,300 tok
cyanheads/shift-mcp-server Lightweight coordination layer for multiple AI agents working on the same codebase simulta 1 Claude Code, Codex, OpenCode 2 11,438 tok
cyanheads/reference-data-mcp-server npmjs.com Look up countries, timezones, periodic table elements, physical constants, units, HTTP sta 1 Claude Code, Codex, OpenCode 2 11,022 tok
cyanheads/seerr-mcp-server npmjs.com Search Jellyseerr/Overseerr, check availability, and create guarded media requests via MCP 1 Claude Code, Codex, OpenCode 2 13,276 tok
cyanheads/pentest-mcp-server npmjs.com Offline methodology engine and payload workshop for authorized penetration testing, CTF, s 1 Claude Code, Codex, OpenCode 2 10,384 tok
cyanheads/pokeapi-mcp-server npmjs.com Look up Pokémon, moves, abilities, items, natures, and type matchups from PokéAPI v2 via M 1 Claude Code, Codex, OpenCode 2 12,348 tok
cyanheads/reliefweb-mcp-server npmjs.com Search ReliefWeb humanitarian reports, disasters, jobs, training, and country profiles via 1 Claude Code, Codex, OpenCode 2 11,792 tok
cyanheads/sanctions-screening-mcp-server npmjs.com Screen names against the consolidated OFAC, EU, UK, and UN sanctions lists and resolve leg 1 Claude Code, Codex, OpenCode 2 15,908 tok
matheusfillipe/midifier Turns a song into a multi-track General MIDI file. REST + MCP. 1 Claude Code, Codex, OpenCode 2 1,085 tok
cyanheads/transitland-mcp-server npmjs.com Global transit data via the Transitland v2 registry — operators, GTFS/GTFS-RT/GBFS feeds w 1 Claude Code, Codex, OpenCode 2 13,286 tok
cyyprezz/codex-serverops-mcp desens.dev Windows-first local MCP transport for stateful SSH server operations 1 Codex, OpenCode 1 439 tok
dulzuradev/liveauth-mcp 1 Codex, OpenCode 1 351 tok
The-Code-Registry/mcp-server thecoderegistry.com Public MCP repository to describe how AI agents can use our hosted MCP server to get code 1 Codex, OpenCode 1 1,531 tok
cyanheads/usgs-water-mcp-server npmjs.com Query real-time and historical water data from ~8,000 USGS stream gages and groundwater we 1 Claude Code, Codex, OpenCode 2 8,284 tok
droideck/ldap-assistant-mcp 1 Claude Code, Codex, OpenCode 3 1,769 tok
lemmaoracle/lemma lemma.frame00.com Give AI proven facts — a cryptographically verified truth layer for agent AI, built on ZK 1 Claude Code, Codex, Cursor, OpenCode 11 216 tok
cyanheads/uniprot-mcp-server npmjs.com Search UniProtKB by protein function, fetch curated records, map IDs across databases, and 1 Claude Code, Codex, OpenCode 2 13,062 tok
cyanheads/usda-mcp-server npmjs.com Search foods, compare nutrients, and look up the full USDA FoodData Central database via M 1 Claude Code, Codex, OpenCode 2 14,206 tok
cyanheads/whois-mcp-server npmjs.com Look up domain registration, check availability, fetch DNS records, and resolve IPs and AS 1 Claude Code, Codex, OpenCode 2 11,620 tok
cyanheads/wsdot-mcp-server npmjs.com Query WA highway conditions, ferry schedules, vessel locations, toll rates, border waits, 1 Claude Code, Codex, OpenCode 2 10,640 tok
cyanheads/noaa-spaceweather-mcp-server npmjs.com Query NOAA SWPC space weather: geomagnetic storm scales, Kp index, aurora forecasts, solar 1 Claude Code, Codex, OpenCode 2 11,998 tok
cyanheads/federal-reserve-mcp-server npmjs.com Search and fetch ~800K Federal Reserve economic time-series from the FRED API via MCP. STD 1 Claude Code, Codex, OpenCode 2 11,224 tok
cyanheads/noaa-marine-mcp-server npmjs.com Find NOAA tide stations and NDBC buoys, fetch tide predictions, water levels, tidal curren 1 Claude Code, Codex, OpenCode 2 14,220 tok
cyanheads/cyanheads-mcp-server npmjs.com Fleet discovery MCP server — semantic search across a fleet of MCP servers with per-client 1 Claude Code, Codex, OpenCode 2 12,250 tok
cyanheads/musicbrainz-mcp-server npmjs.com Search artists, releases, recordings, works, and labels; traverse relationships; resolve I 1 Claude Code, Codex, OpenCode 2 14,522 tok
cyanheads/nist-nvd-mcp-server npmjs.com Search and audit CVEs by keyword, severity, CWE, CISA KEV status, and CPE via the NIST Nat 1 Claude Code, Codex, OpenCode 2 12,890 tok
cyanheads/onebusaway-mcp-server npmjs.com Query stops, routes, real-time arrivals, vehicle positions, and schedules from OneBusAway 1 Claude Code, Codex, OpenCode 2 5,057 tok
nolindnaidoo/numbers-le letools.dev Extract every hardcoded number in a codebase, so a person can check them 1 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,309 tok