How real projects configure their agents

43,730 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 agents7,670Claude Code6,650Data and AI3,673Backend and APIs3,507Languages3,392Planning3,227Git and workflow3,211Code review2,744Testing2,385Memory and context2,367Writing and docs2,330DevOps and cloud2,314Research2,288Frontend2,261Security2,032Productivity1,722

All Claude Code31,994 Codex23,359 OpenCode22,302 GitHub Copilot3,560 Gemini CLI1,917 Cursor1,740 Windsurf142 Kiro82

Project Stars Configures Files Always loaded
Bollard-db/Bollard bollard-beta.vercel.app Safe, stateful database access layer for AI editors and MCP clients (Cursor, VS Code, Clau 2 Claude Code, Codex, OpenCode 2 391 tok
borysttk/auth-vault-template 🧩 Template auth-vault — MCP credential management server, clean version to fork and adapt 2 Codex, OpenCode 1 3,420 tok
gianjohn88/XP-MCP 2 Cursor 1 2,749 tok
wishsoul/sf-symbol-mcp 2 Codex, OpenCode 1 160 tok
nhattuan1305/adt-mcp 2 Claude Code 1
kkaminsk/NotebookLM-MCP Building another MCP. 2 Claude Code, Codex, OpenCode 5 286 tok
IGVF-DACC/igvf-portal-mcp IGVF Data Portal MCP server and Agent Skills 2 Claude Code 1
rubenzarroca/pacioli Pacioli — MCP Server read-only para Holded + Skill PGC Español. En honor a Luca Pacioli (1 2 Claude Code 1 866 tok
SkyflowFoundry/skyflow-runtime-mcp sky-mcp-streamable.vercel.app Remote MCP server for PII removal. 2 Claude Code 3 4,335 tok
N283T/chimerax-mcp-plus 2 Codex, OpenCode 1 302 tok
qrak/telegram-commandcode commandcode.ai MCP server for Telegram integration with Command Code — send messages, files, and photos f 2 Codex, OpenCode 1 1,850 tok
charettep/scrcpy-mcp MCP server exposing scrcpy and ADB Android device control as 22 tools for Claude Code and 2 Claude Code 1 527 tok
fnsmdehip/soundgrep multi-agent AI music production orchestrator. semantic sample search, voice-to-MIDI, Ablet 2 Claude Code 1 683 tok
rohanvinaik/ModelAtlas Google for open-source AI models — search by what you mean, not by keywords 2 Claude Code, Codex, OpenCode 8 2,282 tok
cuber-it/mcp_shell_tools 2 Claude Code 1 1,152 tok
AdamFerguson06/gmail-mcp Read-only Gmail investigation tool with MCP server support. Secure OAuth-based email acces 2 Claude Code 1 821 tok
mnooseman/mcsrc-mcp 2 Claude Code, GitHub Copilot 2 1,760 tok
hardyjosh/raindex-mcp 2 Codex, OpenCode 1 625 tok
tansuasici/CountryStateCity countrystatecity.tansuasici.com Complete world location data - 250+ countries, 5K+ states, 150K+ cities - as an NPM packag 2 Claude Code 1 2,310 tok
JulianKimmig/agile_mcp 2 Gemini CLI 1 22 tok
nakurian/hce Middleware memory engine for LLMs — replaces linear chat history with three parallel struc 2 Claude Code 1 1,411 tok
kleer001/blender-mcp MCP server for Blender: drive the app from Claude and other LLMs. 175 tools across 25 doma 2 Claude Code 1 389 tok
sinmb79/KCSC-MCP KCSC-MCP — uses documents on construction standards (such as specifications) provided by t 2 Codex, OpenCode 1 1,422 tok
nonatofabio/local-graphrag-mcp 2 Claude Code 1 1,328 tok
jaewonjung6446/unity-mcp 2 Claude Code 1
Cloud-Temple/mcp-tools Serveur MCP — Bibliothèque centrale d'outils exécutables pour agents IA Cloud Temple 2 Claude Code, Codex, OpenCode 2 279 tok
quanticsoul4772/macos-shell AI-Optimized MCP server for macOS shell with command caching, deduplication, and error rec 2 Claude Code 1 1,877 tok
cnzhihao/synapse-mcp cnzhihao.github.io 2 Claude Code 2 4,401 tok
ahelme/mcp-claude-code-browser-tools An browser-tools mcp server for claude code 2 Claude Code 39 3,612 tok
samsolomon/relay-inspect Stop copying and pasting console logs, server errors and screenshots into your CLI. 2 Claude Code 1 1,042 tok
kormco/mcp-www Lightweight MCP server for service discovery. No registry needed. 2 Claude Code 1 713 tok
glibalien/obsidian-tools Local MCP tools for using an LLM to work with a vault of markdown notes 2 Claude Code 1 4,763 tok
iagomussel/mcp-local-llm MCP server that provides access to local LLMs via Docker Model Runner with multiple AI-pow 2 Cursor 1 1,889 tok
atlas-outreach-data-tools/atlasopenmagic-mcp MCP server for atom queries 2 Claude Code 1 868 tok
shawnrushefsky/talky-talky MCP server for Audio Generation and Analysis with a Variety of Open Models. 2 Claude Code 2 1,446 tok
bobmatnyc/mcp-browser MCP server for browser automation with Chrome extension. 5 MCP tools for DOM interaction, 2 Claude Code 19 6,134 tok
nullnumber1/Telegram-Community-MCP MCP which can search through private/public chats which user participates in 2 Claude Code 1 518 tok
scott-pallas/firewalla-mcp 2 Claude Code 1 1,232 tok
hrco/xbridge-mcp MCP server bridging Claude Code to xAI Grok API. 19 tools: chat, web/X search, sessions, c 2 Claude Code 1 2,107 tok
francojc/mcp-research MCP to connect to various bibliography sources and interface with a Zotero library 2 Claude Code 1 862 tok
websitebutlers/cleanroom-mcp A Cleanroom MCP Server for AI Agents. 2 Claude Code 1 904 tok
dave-palt/mcp-dynamics-365 2 GitHub Copilot 1 2,528 tok
osloer-industries/homeexchange-mcp Unofficial local MCP server for HomeExchange — search homes, manage conversations, and mor 2 Codex, OpenCode 1 306 tok
drvcvt/radare2-mcp MCP server exposing radare2/Rizin binary analysis (85 tools) 2 Claude Code 1 9,694 tok
iota-uz/repl-mcp Stateful Python REPL MCP Server - Execute Python code persistently with MCP tool integrati 2 Claude Code 1 2,297 tok
flyinglimao/mcp-server-memos npmjs.com MCP server for Memos - a privacy-focused note-taking application 2 Codex, OpenCode 1 1,274 tok
craigles75/au-weather-mcp AU Weather MCP Server (Data from BOM) 2 Claude Code 1 683 tok
elephant-xyz/elephant-mcp elephant-mcp-two.vercel.app 2 Codex, Cursor, OpenCode 2 1,807 tok
getlien/lien lien.dev Local-first semantic code search for AI coding assistants. Indexes your codebase with loca 2 Claude Code, Codex, GitHub Copilot, OpenCode 9 7,645 tok
Wenri/siyuan-mcp OAuth authentication proxy for MCP servers using Cloudflare Access 2 Codex, OpenCode 1 6,918 tok