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
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
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
guimaster97/api_scraper_markdown 1 Cursor 1 490 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
Mumega-com/inkwell inkwell.dev Agent-first content publishing engine. Config-driven, MCP-native, forkable. 1 Codex, OpenCode 1 422 tok
sapientsai/microsoft-mcp-server 1 Claude Code 2 604 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
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
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
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
mikepsinn/clickup-mcp-server ClickUp MCP Server - Integrate ClickUp tasks with AI through Model Context Protocol 1 Cursor 1 64 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
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
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 1,612 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
dgalarza/buttondown-mcp 1 Claude Code, Codex 2 568 tok
OzBlumenfeld/mcp_server 1 Codex, OpenCode 1 3,830 tok
koei-kaji/zk-utils MCP server for zk note management tool - Search, create, and analyze notes with link track 1 Claude Code 2 823 tok
ArthurSrz/graphRAGmcp graphragmcp-production.up.railway.app Repo for the MCP of the law graph 1 Claude Code 1 212 tok
laoluojuhai/ai-canvas AI-Native Design Tool - TypeScript monorepo with MCP integration for AI assistants 1 Claude Code 1 7,787 tok
modelmycontext/mmc-mcp Model Context Protocol server that orchestrates AI-assisted business workflows through out 1 Claude Code 1 1,830 tok
0x0L/ipykernel-mcp An MCP server that manages an IPython kernel 1 Claude Code, Codex, OpenCode 2 1,274 tok
famtong8-dev/w3-mcp-server-lsp pypi.org w3-mcp-server-lsp 1 Claude Code 1
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