How real projects configure their agents

31,992 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 agents7,690Claude Code6,656Data and AI3,669Backend and APIs3,506Languages3,395Planning3,227Git and workflow3,219Code review2,753Testing2,387Memory and context2,368Writing and docs2,331DevOps and cloud2,317Research2,292Frontend2,266Security2,036Productivity1,725

All Claude Code31,992 Codex23,401 OpenCode22,346 GitHub Copilot3,564 Gemini CLI1,917 Cursor1,741 Windsurf146 Kiro83

Project Stars Configures Files Always loaded
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
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
ncsound919/VibeServe ncsound919.github.io **VibeServe** is the first full-stack, fully-integrated AI development platform. It unifie 1 Claude Code, OpenCode 6
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
bestaiinsider/ai-visibility-mcp MCP server that audits AI-bot visibility: robots.txt per-bot, JSON-LD, llms.txt, brand men 1 Claude Code 1 870 tok
xlisp/thought-graph ThoughtGraph & Agent Memory MCP server 1 Claude Code 1 2,209 tok
thedavidquan01/ad-library-mcp Zero-auth MCP server for searching competitor ads across Meta Ad Library, Google Ads, Inst 1 Claude Code 1 1,587 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
andrewgazelka/arc-mcp MCPB extension for controlling Arc browser using AppleScript through the Model Context Pro 1 Claude Code 1 92 tok
kip-d/omnifocus-mcp OmniFocus automation via Model Context Protocol (MCP) 1 Claude Code, Codex, OpenCode 8 5,260 tok
ndcorder/claude-codex-team MCP server that bridges Claude Code to GPT Codex for adversarial brainstorming, code revie 1 Claude Code 1 223 tok
CrackenReleased/boarderless.app_MCP Agentic connection and control for boarderless.app 1 Claude Code, Codex, OpenCode 2 1,074 tok
goodandco/aws-serverless-mcp-server Serverless MCP server on AWS Lambda — Streamable HTTP via API Gateway, built with the offi 1 Claude Code 1 661 tok
sapientsai/microsoft-mcp-server 1 Claude Code 2 604 tok
alpacax/alpacon-mcp docs.alpacax.com Developer toolkit for enabling VibeOps—extending Alpacon for programmable infrastructure a 1 Claude Code, GitHub Copilot 2 2,346 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
KlausFreiberufler/devflow-mcp MCP Server for WorkFlow Pro - Claude Code Integration 1 Claude Code 1 1,357 tok
fideguch/my_pm_tools AI-era PM operator skill: GitHub Projects V2 + Notion + Google Workspace orchestration for 1 Claude Code 1 1,669 tok
crlian/mcp-pyatv pypi.org MCP server for controlling Apple TV, HomePod, and AirPlay devices. Control your TV with na 1 Claude Code 1 1,146 tok
supersaiyane/AmplifyrMCP AmplifyrMCP -- Amplify your content reach. MCP server connecting Claude Desktop to LinkedI 1 Claude Code 1 14,368 tok
windsornguyen/open-meteo-mcp MCP server hosting the Open-Meteo API. 1 Claude Code 1 942 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
SepehrShapouri/gmail-mcp-server 1 Claude Code 1 1,475 tok
TobiasArg/LocalFilesOrganizer-MCP a MCP with tools to organize our local files 1 Claude Code 1 523 tok
kyo504/krx-cli CLI & MCP server for KRX (Korea Exchange) Open API — Korean stock market data (KOSPI, KOSD 1 Claude Code 1 608 tok
halans/halans-mcp-server Simple MCP server implementation for halans.com for use with a static Hugo blog with llms- 1 Claude Code 1 1,032 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
mister-good-deal/host-mcp-jenkins A local MCP server for Jenkins that replicates the Jenkins MCP Server Plugin by calling Je 1 Claude Code, GitHub Copilot 2 2,539 tok
alanse-inc/clickup-multi-mcp-server ClickUp MCP Server with Multi-Workspace Support - Integrate multiple ClickUp workspaces wi 1 Claude Code 1 2,628 tok
mokemokechicken/yfinance-mcp-server Unofficial MCP server for Yahoo Finance stock data. 1 Claude Code 2 1,303 tok
lesleslie/neo4j-mcp MCP server for neo4j-mcp 1 Claude Code, Codex, OpenCode 2 1,612 tok
cahaseler/wikijs-mcp 1 Claude Code 1 684 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
Pro0f/devscontext devscontext.com MCP server that synthesizes engineering context from Jira, meetings, and docs for AI codin 1 Claude Code 1 1,603 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
nonz250/notepm-mcp-server npmjs.com (Unofficial) MCP server for NotePM. 1 Claude Code 1 825 tok