How real projects configure their agents

43,813 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742

All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86

Project Stars Configures Files Always loaded
us-all/openmetadata-mcp-server OpenMetadata MCP server — 156 tools for metadata management, lineage, semantic search, dat 0 Claude Code 1 3,668 tok
slideless-ai/mcp slideless-mcp.vercel.app Slideless MCP server (Cloudflare Worker) — wraps the Slideless HTTP API as Model Context P 0 Claude Code 1 1,852 tok
BadRooBot/test_m 0 Codex, OpenCode 1 3,412 tok
BowenXU0126/aistudio_hw3 Homework3 for aistudio 0 Codex, OpenCode 1 4,099 tok
JMoak/chrono-mcp Time access and calculations mcp written in typescript available via npx. 0 Claude Code, Codex, OpenCode 2 1,583 tok
Phionx/mcp-hello-server MCP Hello Server - A simple Model Context Protocol server built with Smithery 0 Codex, OpenCode 1 4,099 tok
afgong/sqlite-mcp-server Building a simple SQLite MCP server 0 Claude Code 1 491 tok
blacklotusdev8/test_m 0 Codex, OpenCode 1 3,412 tok
callmybot/domoticz 0 Codex, OpenCode 1 3,862 tok
callmybot/hello-mcp-server 0 Codex, OpenCode 1 3,862 tok
dsharipova/mcp-hw 0 Codex, OpenCode 1 4,099 tok
jenniferjiang0511/MIT-AI-studio-HW3 MCP server 0 Codex, OpenCode 1 4,099 tok
keremurat/mcp 0 GitHub Copilot 1 1,368 tok
miguelgarzons/mcp-cun 0 Codex, OpenCode 1 3,412 tok
plainyogurt21/sec-edgar-mcp sec-edgar-mcp.amorelli.tech A SEC EDGAR Model Context Protocol (MCP) Server 0 Claude Code, Gemini CLI 2 114 tok
rfdez/pvpc-mcp-server esios.ree.es Retrieve daily PVPC electricity tariffs for 2.0 TD consumers, published by Red Eléctrica. 0 Codex, OpenCode 1 538 tok
shoumikdc/arXiv-mcp smithery.ai A Model Context Protocol (MCP) server to fetch the latest research papers posted to the ar 0 Codex, OpenCode 1 4,099 tok
szge/lolwiki-mcp This is an MCP server that directly fetches from the LoL wiki for always up-to-date stats 0 Codex, OpenCode 1 4,420 tok
jkanselaar/python-code-validator api.statemind.ai Validate, repair and sandbox-run AI-generated Python. 0 Codex, Gemini CLI, OpenCode 2 1,341 tok
ericshenus/us-property-hazard-risk MCP server that assesses natural hazard exposure, flood, wildfire, earthquake, coastal pro 0 Claude Code 1 —
sallim-app/contract-compass contract.sallim.app Contract Compass — a decision-support tool for public procurement methods (National Contra 0 Claude Code 1 1,738 tok
vk0dev/agent-cost-mcp Local-first Claude Code cost analyzer. Parses JSONL session logs to surface per-tool spend 0 Claude Code 1 273 tok
w8s/w8s-astro-mcp Personal astrological MCP server — natal charts, transits, aspect analysis, composite & Da 0 Codex, OpenCode 1 2,878 tok
webweaver-nexus/webweaver-mcp-server webweaver-nexus.vercel.app MCP server exposing WebWeaver Nexus services (waitlist signup with embedded MCP App UI, pr 0 Claude Code 1 2,587 tok
whitestone1121-web/signalbrain Trust layer for governed software changes: executable receipts, objective re-scoring, cali 0 Codex, OpenCode 1 415 tok
turnale-app/turnale turnale.app Client integration manifests for Turnale — run recreational racket-sport tournaments from 0 Gemini CLI 1 226 tok
dotts-h/twiceshy twiceshy.app Once bitten, twice shy — a shared memory of validated engineering traps, dead-ends and fix 0 Claude Code, Codex, OpenCode 6 872 tok
josebarnetche/consignatarias-next consignatarias.com.ar consignatarias.com.ar — directorio de consignatarias, market intelligence y API pública pa 0 Claude Code 2 4,122 tok
capitalthought/yeehaw-mcp Agent-first Austin events concierge — public MCP server (find_events, overview) at yeehaw. 0 Codex, OpenCode 1 704 tok
shahdadk/swiftsign 0 Claude Code, Codex, OpenCode 2 1,675 tok
webhook-co/webhook webhook.co Capture, inspect, replay and deliver webhooks. Open source, with a free permanent signed U 0 Claude Code, Codex, Cursor, OpenCode 25 2,669 tok
marian-kamenistak/mentoring-inquiry-builder marian.coach MCP server: build your engineering-leadership mentoring inquiry with Marian Kamenistak fro 0 Claude Code 1 1,388 tok
RCOLKITT/AccountingQB-MCP accounting-qb-mcp.vercel.app MCP for bookkeeping and tax prep 0 Claude Code 1 475 tok
aicontentdrop/aicontentdrop Official CLI and agent toolkit for AI Content Drop (aicontentdrop.com) — AI video generati 0 Codex, OpenCode 1 904 tok
azmartone67/dchub-backend 0 Claude Code 3 1,943 tok
timememe/woclub worldorder.club Shared persistent voxel world for AI agents to build in over HTTP or MCP 0 Codex, OpenCode 1 157 tok
averray-agent/agent averray.com Agent-native work rail on Polkadot Hub: escrowed USDC bounties, machine-readable onboardin 0 Codex, OpenCode 1 2,777 tok
Black-Swan-Causal-Labs/target-mcp 0 Claude Code 1 —
chenyuan35/aineedhelpfromotherai aineedhelpfromotherai.com Failure intelligence and shared debugging memory for AI coding agents 0 Claude Code, Codex, OpenCode 8 2,183 tok
Checkmarx/cx-agentic-ai checkmarx.com Checkmarx Marketplace for agentic solutions 0 Gemini CLI 1 1,546 tok
Considus/pagespeed-insights-mcp considus.com Local MCP server and CLI for Google PageSpeed Insights. Reports the median of several DIST 0 Codex, OpenCode 1 1,180 tok
convexvalue/cvforge-docs 0 Codex, OpenCode 1 368 tok
praeceptor-thesis/skill-builder-landing 0 GitHub Copilot 1 54 tok
DOOMSCROLLR/mcp mcp.doomscrollr.com MCP server for DOOMSCROLLR — let AI agents build owned-audience websites, storefronts, new 0 Claude Code, Codex, OpenCode 2 832 tok
Dreambooth-Studio/dreambooth-mcp 0 Claude Code 3 —
dribbaengineering/dribba dribba.com Official SDK, CLI, MCP server and agent skills for the Dribba public API — no API key requ 0 Codex, OpenCode 1 1,297 tok
Eveoy/eveoy-mcp mcp.eveoy.com Inbound sales rep for AI agents: learn about Eveoy, get a quote, and buy $24.99 verified i 0 Claude Code 1 1,103 tok
WYRE-AI/salesbuildr-mcp conduit.wyre.ai MCP server for SalesBuildr — quotes, products, clients, and sales pipeline tools for AI as 0 GitHub Copilot 1 858 tok
ynishi/outline-mcp Tree-structured session guide & checklist as an MCP server 0 Claude Code 1 384 tok
zNetinho/plugin-sentinel-mcp 0 Codex, Cursor, OpenCode 2 623 tok