How real projects configure their agents

43,652 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
sandraschi/windows-operations-mcp Windows system administration via MCP — services, registry, accounts, event logs, networki 4 Claude Code, Codex, Cursor, OpenCode 3 865 tok
JasonBates/rescuetime-mcp 4 Claude Code, Codex, OpenCode 2 446 tok
aoprisan/mcp-md-mmd-pdf 4 Claude Code 1 953 tok
lidless-labs/wazuh-mcp lidless.dev Your SIEM answers live behind a console you babysit. wazuh-mcp reads Wazuh alerts, agents, 4 Codex, OpenCode 1 1,156 tok
Platano78/faulkner-db Temporal Knowledge Graph System for Architectural Memory - Track decisions, patterns, and 4 Codex, OpenCode 1 1,249 tok
dshein-alt/crawly-mcp `Crawly-MCP` provides web search and content retrieval for local LLMs, enabling agents to 4 Codex, OpenCode 1 2,079 tok
netique/overleaf-mcp 4 Claude Code 1 2,120 tok
jaredthivener/fastapi-docs-mcp MCP server for real-time FastAPI documentation access 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,873 tok
rafalr100/synology-mcp MCP server to monitor & manage a Synology DSM 7 NAS (71 tools) and build dashboards in cha 4 Claude Code 1
retospect/precis-mcp pypi.org MCP server giving LLM agents a seven-verb API over papers, documents, code, state, patents 4 Claude Code, Codex, OpenCode, Windsurf 40 7,151 tok
thekie/read-no-evil-mcp A secure email gateway MCP server that protects AI agents from prompt injection attacks hi 4 Claude Code, Codex, Gemini CLI, OpenCode 3 1,233 tok
MauroDruwel/Smartschool-MCP Smartschool MCP: A Model Context Protocol (MCP) server that enables seamless communication 4 Claude Code, GitHub Copilot 2 2,365 tok
metanmai/libredesk-mcp 4 Codex, OpenCode 1 2,306 tok
ChinaCarlos/figma-agent-kit chinacarlos.github.io Open-source Figma plugin + MCP bridge for AI agents (Cursor, Claude Code, Codex). Local We 4 Cursor 1
gablabelle/mcp-kanban A Kanban board for AI agents powered by the Model Context Protocol (MCP) 4 Claude Code 4 599 tok
badchars/supply-chain-mcp-server npmjs.com 90-tool MCP server for software supply chain security — OSV, GHSA, NVD, EPSS, CISA KEV, np 4 Claude Code 1 550 tok
smaramwbc/statewave-connectors statewave.ai Connector ecosystem for Statewave — feed real-world events into agent memory 4 Codex, GitHub Copilot, OpenCode 2 1,061 tok
datatorag/mcp-gateway Open-source MCP gateway and marketplace — pay-per-use tools for AI agents 4 Claude Code 3 721 tok
internet-court/mcp internet-court-mcp-git-main-gen-layer-foundation.vercel.app Internet Court MCP — remote MCP server and install endpoint for the Internet Court skill ( 4 Claude Code, Codex, OpenCode 2 79 tok
UmutKDev/enabiz-mcp 4 Claude Code 11 2,383 tok
BackendGameSetMatch/sourcebook Git-backed markdown wiki that AI coding agents read and update over MCP 4 Claude Code 5 471 tok
mrnajiboy/ebay-mcp-remote-edition npmjs.com Open source MCP server providing AI assistants with comprehensive access to eBay's Sell AP 4 Codex, OpenCode 1 1,557 tok
sandraschi/vcv-rack-mcp MCP server for VCV Rack 2 - composes modular synth patches by emitting structured JSON, no 4 Codex, OpenCode 1 435 tok
RightNow-AI/autoevolve Agent-native evolutionary optimization. Say the goal in english, evolve code toward a meas 4 Claude Code, Codex, OpenCode 2 6,250 tok
WYRE-AI/datto-rmm-mcp conduit.wyre.ai MCP server for Datto RMM — device management, monitoring, alerts, and patch status tools f 4 GitHub Copilot 1 858 tok
cyanheads/met-museum-mcp-server npmjs.com Search the Metropolitan Museum of Art collection, fetch full artwork records and open-acce 4 Claude Code, Codex, OpenCode 2 11,476 tok
AmanKtyr/Tailor npmjs.com Stop vibe-coding bloat & token waste. Unified AI Coding-Agent & Spec-Driven Development (S 4 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 23 3,693 tok
cyanheads/noaa-climate-mcp-server npmjs.com Search NOAA CDO stations and datasets, fetch historical weather observations via MCP. STDI 4 Claude Code 1 5,741 tok
cyanheads/openlibrary-mcp-server npmjs.com Search books and authors, fetch editions, browse subjects, and resolve cover images from O 4 Claude Code, Codex, OpenCode 2 11,950 tok
furkanisikay/ardupilot-mcp ArduPilot uçuş loglarını (.bin) teşhis eden deterministik MCP sunucusu — yapay zekâ açıkla 4 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,829 tok
aeoess/agent-passport-mcp aeoess.com MCP server for the Agent Passport System. Identity, delegation, enforcement, and signed re 4 Claude Code, Codex, OpenCode 2 848 tok
cookiechain/cookie-mcp npmjs.com An MCP server that gives AI agents full onchain access to Cookie Chain — trade, launch, LP 4 Codex, OpenCode 1 1,350 tok
yiminspace/quarry yiminspace.github.io The database workbench built for the AI era — one safety-railed query kernel, many faces: 4 Claude Code, Codex, OpenCode 2 1,200 tok
hungryweb/cscart-mcp-server 4 Claude Code 1 938 tok
zachswift615/audio-analysis-mcp 4 Claude Code 3 685 tok
atpaawej/openboard openboard.aawej.in Local-first personal whiteboard workspace for developers and external AI agents (tldraw + 4 Claude Code, Codex 1
petrijr/openscad-mcp MCP Server for OpenSCAD 4 Codex, OpenCode 1 1,251 tok
yanlingLabs/video-extract-mcp Local-first MCP server for video: download any video from almost any URL, or get a transcr 4 Claude Code 1 3,803 tok
psyb0t/docker-mailbox ciprian.51k.eu Multi-mailbox IMAP/SMTP control plane. One YAML, N accounts, one bearer-auth gate. Unified 4 Claude Code 1
dinglebear-ai/runifi npmjs.com Rust MCP server and CLI for UniFi Network controllers, exposing REST-backed network operat 4 Claude Code, Codex, Gemini CLI, OpenCode 4 4,035 tok
Nosmoht/talos-mcp-server MCP server for Talos Linux cluster management via the native gRPC API 4 Claude Code, Codex, OpenCode 18 9,678 tok
AnthonyPuggs/ausecon-mcp-server auseconmcp.com MCP server for retrieval of Australian economic and financial data - supports ABS, RBA and 4 Claude Code, Codex, OpenCode 2 2,284 tok
chrischall/infinitecampus-mcp Multi-district MCP server for Infinite Campus (Campus Parent portal) 4 Claude Code 1 3,940 tok
sandraschi/grandorgue-mcp Control GrandOrgue pipe organ simulator via FastMCP 3.4. MIDI bridge, stop/piston/manual 4 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,213 tok
MarieLynneBlock/arcanum-artifex Prompts, skills, and agents that survive contact with real workflows. No vendor loyalty. O 4 GitHub Copilot 1 1,277 tok
asif-nvc/e2b-sandbox-mcp MCP server connecting Claude Code with E2B cloud sandboxes for working on any GitHub repo 4 Claude Code 1 830 tok
mostafa-drz/claude-skills Collection of Claude Code and Claude Desktop skills for developer workflows, automation, a 4 Claude Code 3
moabualruz/fulcrum Local-first Agent OS — project management, agent orchestration, docs, memory, and develope 4 Claude Code, Codex, Gemini CLI, OpenCode 3 5,706 tok
blakefeiza/vizwright Agent-orchestrated Tableau dashboard builder for Claude Code: analysis, design, and .twb X 4 Claude Code 8 1,500 tok
calven-ai/demoverse Grow a fake company's entire sales history across CRM, calls, email and Slack that moves e 4 Claude Code, Codex, OpenCode 7 3,794 tok