How real projects configure their agents

32,008 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
freegyes/project-ContemPlace adamfreisinger.me A modern commonplace book that auto-gardens into an MCP-connected knowledge base. Capture 3 Claude Code 10 4,140 tok
ttpears/mediawiki-mcp 3 Claude Code 1 791 tok
jgauffin/ts-language-mcp TypeScript MCP Server for Coding agents to reduce token usage and more accurate coding. 3 Claude Code 1 24 tok
Aries-Labs-HQ/alkanes-aries alkanes.build Aries: The Alkanes + Subfrost AI MCP 3 Claude Code 1 220 tok
fgravin/geonetwork_mcp 3 Claude Code 1 264 tok
adstastic/reflect-mcp MCP server for Reflect Notes API - use with Claude, Cline, or any MCP-compatible client 3 Claude Code 1 869 tok
easy1staking-com/cardano-unified-mcp-server 3 Claude Code 1 780 tok
sambt94/remarkable-mcp MCP server for reMarkable tablet document rendering — search, render, and read handwritten 3 Claude Code 1 248 tok
Chorozion/Sophia-Stack Self contained mCP web development platform 3 Claude Code 10 1,120 tok
Wirasm/orbit-mcp 3 Claude Code 2
JasonLinjc/mcp-ssh-remote 3 Claude Code 1 1,025 tok
israelroldan/unofficial-magister-mcp npmjs.com UNOFFICIAL - An MCP (Model Context Protocol) server for accessing Dutch school schedules f 3 Claude Code 1 660 tok
imdeniil/ya-tracker-mcp MCP server for Yandex Tracker API — 68 tools for issues, projects, boards, sprints, worklo 3 Claude Code 1 931 tok
mzkrasner/grok-x-insights-mcp Real-time social intelligence from X/Twitter for AI assistants — powered by Grok's live se 3 Claude Code, Codex, OpenCode 3 2,501 tok
leosakharoff/bandcamp-mcp MCP server for Bandcamp music discovery 3 Claude Code 1 558 tok
KaelinGraf/redraft Typed, versioned design records for engineering projects — decisions, rationale, and the r 3 Claude Code 1 768 tok
rish-e/BackendMax 🩺 AI-powered backend diagnostic MCP server. Understands what you're building and makes su 3 Claude Code 1
DasMonkey/refbase-mcp refbase-mcp for refbase.dev 3 Claude Code 1 830 tok
gaia-research/gaia-mcp Agent-native discovery, trust, installation, and progression interface for the Gaia Skill 3 Claude Code, Codex, OpenCode 2 1,131 tok
dongwookim-ml/slurm-mcp 3 Claude Code 1 1,649 tok
mohamedelamraoui1/mcp-shell-server-example A beginner-friendly example MCP server built with the official Python SDK. Demonstrates ex 3 Claude Code 1
sethdavis512/obsidian-mcp-server Universal MCP server for Obsidian vault integration with OpenAI - works with Windsurf, Cla 3 Claude Code, Codex 2 815 tok
alfianyusufabdullah/figma-proxy-mcp Live Figma access for AI agents via MCP — no subscription, no REST API, no rate limits, no 3 Claude Code, Codex, OpenCode 2 2,669 tok
chris-page-gov/mcp-geo AI Generated Model Context Protocol (MCP) server for geospatial (Ordnance Survey) tooling 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 3,453 tok
rordi-ai/loopbreaker Local-first MCP review graph extracted from Rordi: bounded agent review, attributable evid 3 Claude Code, Codex, OpenCode 2 778 tok
mdadul/db-mcp Self-hosted MCP gateway that gives AI coding agents read-only access to your databases. 3 Claude Code, Codex 3 919 tok
mezotv/proofdrop skills.sh Small HTTP MCP server that lets agents drop temporary public review proofs into Neon stora 3 Claude Code, Codex 2
AlexZai007/figma-unlimited-mcp MCP server that lets an AI agent read and edit FigJam boards through a local Figma plugin 3 Claude Code, Codex, OpenCode 2 1,652 tok
sandraschi/database-operations-mcp MCP server and webapp for database operations with 15 portmanteau tools supporting SQLite, 3 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 1,473 tok
CodingButter/code-health A comprehensive code health analysis CLI tool with dashboard and MCP support 3 Claude Code 1 1,325 tok
gong-yeongbin/mcp-seoul-rtd An MCP for querying real-time congestion, traffic, and weather at 121 major locations in S 3 Claude Code 2 768 tok
Hamza-XP/confluence-mcp-server MCP server for reading and writing Confluence Cloud from Claude Code. Search, map space hi 3 Claude Code 1 1,155 tok
skyphusion-labs/search-mcp Cloudflare AI Search toolkit: MCP server, streaming /ask Worker, docs widget, and git-to-R 3 Claude Code 1 1,297 tok
franciscpd/mcp-server-gmail MCP server for Gmail — read, search, send, reply, forward emails and manage labels using j 3 Claude Code 1 800 tok
maaker-ai/excalidraw-mcp pypi.org MCP server: generate 25+ types of hand-drawn Excalidraw diagrams with Sugiyama auto-layout 3 Claude Code 1 1,544 tok
sandraschi/comfyops-mcp Fastmcp server and webapp for handling comfy (which is famously non-comfy) 3 Claude Code, Codex, Cursor, OpenCode, Windsurf 4 1,045 tok
1235ggb/deepseek-eyes Give DeepSeek eyes — use MCP to enable visionless DeepSeek to recognize images, compatible 3 Claude Code 1 740 tok
wfbcargo/wfbcargo_spawn_mcp Local MCP server for the Spawn Games agent API, with a Playwright play client so an agent 3 Claude Code 2
ByteOverDev/peak-window-mcp-app byteoverdev.github.io Alpine weather window analyzer — MCP App powered by Open-Meteo 3 Claude Code 1 4,256 tok
Suzu-Testing/metasploit-cursor-harness Agentic penetration testing harness bridging Cursor AI agents with Metasploit Framework vi 3 Claude Code, Codex, Cursor, OpenCode 63 2,469 tok
ieeecsopen/mcp-cs npmjs.com IEEE Computer Society Universal Developer Operations, Diagnostics & AlgoJudge Competitive 3 Claude Code, Codex 30
Sou0327/knowmint knowmint.shop Knowledge marketplace where AI agents autonomously buy human expertise 3 Claude Code, Codex, OpenCode 2 2,710 tok
cyanheads/un-comtrade-mcp-server npmjs.com Access UN Comtrade international merchandise and services trade statistics — country looku 3 Claude Code 1 5,726 tok
dwgx/SmartCLI dwgx.github.io Three Agent Skills over one pluggable PTY + pyte core: drive TUIs, design terminal effects 3 Claude Code 1 3,712 tok
cyanheads/worldbank-mcp-server npmjs.com Query 29,500+ World Bank development indicators for 200+ countries across 60+ years via MC 3 Claude Code, Codex, OpenCode 2 14,032 tok
mcp-gtw/demo-game Multiplayer, MCP-controlled action game built on mcp-gtw. 3 Claude Code 2 10,788 tok
SiamAlSobari/mnemo-agent-memory High-precision persistent memory & knowledge graph engine for AI coding agents via Model C 3 Claude Code, Codex 4
cyanheads/usaspending-mcp-server npmjs.com Access US federal award, recipient, agency, and spending analytics data from USAspending.g 3 Claude Code 1 5,998 tok
cyanheads/wikidata-mcp-server npmjs.com Search and fetch Wikidata entities, execute SPARQL queries, and resolve external identifie 3 Claude Code 1 5,463 tok
dan1d/mercadopago-tool Mercado Pago tool connector for AI agents, Telegram, WhatsApp and automation platforms 3 Claude Code 1 783 tok