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
ChrisBrooksbank/uk-parliament-data-mcp pypi.org UK Parliament MCP Server — 209 tools bridging AI assistants with live UK Parliament data ( 4 Claude Code, Codex, OpenCode 3 5,351 tok
WesleySalzer/GameCodex npmjs.com MOVED → https://github.com/sbenson2/GameCodex 4 Claude Code 2 1,291 tok
microsoft/tscodesearch Code search MCP wrapper for Typesense 4 Claude Code, Codex, OpenCode 2 6,974 tok
usercourses63/musicbrainz-mcp-server 🎵 A comprehensive Model Context Protocol (MCP) server for querying the MusicBrainz databa 4 Claude Code, GitHub Copilot 2 1,742 tok
abossard/ledfx-mcp Local MCP to manage a LedFX instance 4 Codex, GitHub Copilot, OpenCode 2 1,870 tok
aaronsb/dbus-mcp Model Context Protocol server that bridges AI assistants to Linux D-Bus, enabling system c 4 Claude Code 1 1,924 tok
aether-platform/supervisord-mcp The Model Context Protocol (MCP) Server for Supervisord. https://supervisord.org/ 4 Claude Code 1 1,029 tok
MicroMichaelIE/mcp-copilotcli-history MCP server for searching GitHub Copilot conversation history 4 GitHub Copilot 2 531 tok
Project-Navi/grippy-code-review project-navi.github.io AI-powered PR review agent with security rule engine, structured findings, and a grumpy au 4 Claude Code 1 4,316 tok
AbianS/code-recall npmjs.com Ultra-fast MCP server for semantic memory and code analysis 4 Claude Code 5 813 tok
wangyuxin0707/vivado-mcp-agent Windows-first Vivado 2025.2 MCP server for deterministic FPGA workflows 4 Codex, OpenCode 1 389 tok
dachivadachkoria/claude-code-starter-kit 🤖 Production-ready boilerplate for Claude Code CLI. Automate unit testing, security check 4 Claude Code 3 992 tok
ohah/electron-mcp-server 4 Claude Code, Cursor 10 132 tok
jpcors/ring-mcp MCP server for Ring home security devices 4 Claude Code, Gemini CLI 2 2,184 tok
Firnschnee/dual-model-mcp A MCP server that queries at the same time Claude Fable 5.1 high and OpenAI GPT-6 Astra hi 4 Claude Code, Codex, OpenCode 2 1,546 tok
FerrazPiai/ekyte_mcp_server 4 Claude Code, Codex, OpenCode 2 1,234 tok
probelabs/big-brain probeai.dev BigBrain MCP Server - When your AI needs a bigger brain. Intelligent context extraction an 4 Claude Code 1 864 tok
jan3dev/agentic-aqua a1lab.com MCP server and CLI to manage assets in Bitcoin and Liquid 4 Codex, Cursor, OpenCode 2 3,286 tok
mpessis/supply-ops-agent Supply-side ad ops diagnostic agent built on AAMP standards. MCP server with bid rate anal 4 Claude Code 1 137 tok
app-sre/proms-mcp A Prometheus Mesh MCP server 4 Claude Code, Gemini CLI 2 6 tok
Supermaxman/Homebox-MCP-Server npmjs.com MCP for Homebox with support for LAN and WAN URLs 4 Claude Code 3 17 tok
quickvm/defined-mcp An unoffical MCP server for defined.net 4 Claude Code 1
agenthill/vaultpilot-mcp vaultpilot-mcp.ai Safety first. Hardware-verified DeFi for AI agents — designed for when the AI can be compr 4 Claude Code, Codex, OpenCode 2 7,302 tok
thitiph0n/calorie-tracker-mcp-server MCP server for tracking daily calorie intake. Built on Cloudflare Workers with D1 database 4 GitHub Copilot 1 321 tok
woodwosj/OdooDevMCP Odoo 19 MCP Server module — gives AI agents terminal, database, filesystem, and ORM access 4 Claude Code 4 1,583 tok
Enablement-Engineering/gobbler enablement-engineering.github.io The missing link between your content and AI. Convert YouTube, documents, web pages, and a 4 Claude Code, Codex, OpenCode 3 2,026 tok
DaniAkash/mac-mcp Read-only MCP server for native macOS apps (Mail, Notes, Calendar, Reminders, Contacts, Me 4 Claude Code 1 268 tok
lucasliet/youtube-transcript-mcp MCP and CLI to extract subtitles from youtube videos. based on python's lib youtube-transc 4 Claude Code, Codex, OpenCode 3 2,152 tok
sondt2709/ssh-mcp-py pypi.org Model Context Protocol tool for Virtual Machine Management over SSH 4 GitHub Copilot 1 127 tok
IntelligentElectron/pdf-analyzer PDF analysis made easy for every AI agent 4 Claude Code, Codex, OpenCode 4 1,901 tok
robino16/codeembed pypi.org Embeds your codebase into a local vector database and exposes it as an MCP tool for fast s 4 Codex, OpenCode 1 165 tok
Jelloeater/activitywatch-mcp-server-py ActivityWatch MCP Server 4 Codex, OpenCode 1 3,362 tok
agenticvault/agentic-vault agenticvault.dev Server-side EVM signing with AWS KMS and built-in DeFi protocol awareness. Expose your wal 4 Claude Code 1 1,489 tok
156554395/image-video-generation-mcp A free MCP (Model Context Protocol) server for image and video generation. 4 Claude Code 1 1,215 tok
fuzzylabs/capsule-mcp 4 Claude Code 1 1,520 tok
joaovjo/linkedin-mcp-server-ts 4 Claude Code, Codex 5
plusplusoneplusplus/mcp mcp server 4 Gemini CLI 1 158 tok
vcon-dev/vcon-mcp An MCP Server for vCons 4 Claude Code, Cursor 2 3,345 tok
Chisanan232/clickup-mcp-server chisanan232.github.io 🦾 A strong MCP server for ClickUp. 4 Claude Code 1 2,367 tok
hildersantos/bike-mcp-server MCP server for Bike outliner on macOS. Read, create, and manipulate outlines via AI assist 4 Claude Code 1 640 tok
bmya/claude-odoo-api MCP server for Odoo 19 External JSON-2 API with multi-company support, image processing, r 4 Claude Code, Gemini CLI 2 4,550 tok
Blyawon/tokensStudioMCP CLI and MCP server that reads Tokens Studio applied tokens from a Figma URL. Compact tree, 4 Claude Code 1 2,286 tok
Dorkside/siteone-mcp-server MCP (Model Context Protocol) server written in TypeScript that wraps the SiteOne Crawler C 4 Claude Code 1 749 tok
123pc/Geogebra_mcp A tool that can help cc/ codex to use geogebra 4 Claude Code, Codex, OpenCode 2 580 tok
Knuckles-Team/media-downloader Download videos and audio from the internet! Out of the box A2A Server and MCP Server 4 Claude Code, Codex, OpenCode 2 3,913 tok
inconcept/bitbucket-mcp 4 Claude Code, Codex, OpenCode 3 125 tok
mrsimpson/agentskills-mcp MCP server that exposes Claude Code Agent Skills to any MCP-compatible agent 4 Claude Code 1
ryanthedev/claude-mux.mcp Single-tool MCP server for tmux — self-describing actions, plain text responses, paginatio 4 Claude Code 1 1,032 tok
scottschram/kokoro-tts-mcp MCP server for Mac Kokoro-82M text-to-speech on Apple Silicon via MLX. Gives Claude Code, 4 Claude Code 1 1,118 tok
gcorroto/memory-bank-mcp memory-bank-mcp 4 GitHub Copilot 1 3,232 tok