How real projects configure their agents

31,992 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 agents7,690Claude Code6,656Data and AI3,669Backend and APIs3,506Languages3,395Planning3,227Git and workflow3,219Code review2,753Testing2,387Memory and context2,368Writing and docs2,331DevOps and cloud2,317Research2,292Frontend2,266Security2,036Productivity1,725

All Claude Code31,992 Codex23,401 OpenCode22,346 GitHub Copilot3,564 Gemini CLI1,917 Cursor1,741 Windsurf146 Kiro83

Project Stars Configures Files Always loaded
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
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
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
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
craigles75/au-weather-mcp AU Weather MCP Server (Data from BOM) 2 Claude Code 1 683 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
asvarnon/mcp-homelab 2 Claude Code, GitHub Copilot 7 1,586 tok
bkbaheti/google-multi-account-mcp MCP server for multi-account Gmail access from Claude Code/Desktop 2 Claude Code 2 5,128 tok
jhlee0409/openapi-sync-mcp OpenAPI Sync MCP Server - Parse, validate, and generate code from OpenAPI specs 2 Claude Code 1 379 tok
janbaer/jira-mcp-server 2 Claude Code 1 896 tok
piotrkandziora/pmind-veo-mcp Model Context Protocol (MCP) server for generating AI videos with Google's Veo models. Fe 2 Claude Code 1
MichaelAnckaert/obsidian-mcp MCP server to access an Obsidian Vault 2 Claude Code 1 363 tok
dirien/pulumi-events MCP server for managing events on Meetup.com via AI assistants 2 Claude Code, Codex, Gemini CLI, OpenCode 4 2,549 tok
technicallypete/outreacher Boilerplate AI MCP+SaaS LLM foundation with use-case as an AI-powered lead management CRM 2 Claude Code, Codex, OpenCode 2 3,434 tok
Liam6130/huppert_mcp A mcp server to quickly search nirs-toolbox developed by Prof. Huppert. 2 Claude Code 1 1,317 tok
GreXLin85/notnessie grexlin85.github.io Long-term memory for Claude Code. Local-first, MCP-native, yours forever. 🦕 2 Claude Code 8 229 tok
jrastas/yhteentoimivuusagentti MCP agenttityökalu yhteentoimivuutta varten 2 Claude Code 1 2,670 tok
kubachour/mobile-growth-mcp npmjs.com An MCP based on specific mobile growth knowledge, mainly for Claude code to make growth ma 2 Claude Code, Codex, OpenCode 2 2,956 tok
postfiatorg/pft-chatbot-mcp MCP for enabling chat bots to work within Task Node Messages UI 2 Claude Code 1 1,153 tok
Maxim11111/mcp-ssh Remote SSH Management Server for LLM Agents 2 Claude Code 7
hlavacm/solocrawl SoloCrawl is a local MCP/CLI tool for personal developer workflows. It is safe by default 2 Claude Code, Codex, Cursor, OpenCode 3 2,100 tok
honzapav/portuni portuni.com Portuni is a shared map of how your organization works – its processes, projects, areas, a 2 Claude Code, Codex, OpenCode 2 4,982 tok
p0ki/x-bookmarks-mcp Fully local, privacy-first MCP server that turns your X bookmarks into a searchable, enric 2 Claude Code 1 519 tok
dabielf/mcp-brain 2 Claude Code 1 922 tok
Wulnut/lark_agent feishu project api mcp and agent. 2 Claude Code, Codex, OpenCode 12 3,387 tok
aruntemme/reins reinshq.vercel.app Live shared context layer for AI-agent teams. hook → multi-agent LLM distillation → live d 2 Claude Code 3
jshsakura/mfa-servicenow-mcp jshsakura.github.io A lean, developer-focused MCP for ServiceNow — explore flows, portals, and tables from you 2 Claude Code, OpenCode 2 6,621 tok
stigenai/qdrant-mcp Qdrant vector database server with MCP (Model Context Protocol) support 2 Claude Code 1 239 tok
schuettc/mixcraft-app Mixcraft - MCP server for music service integrations 2 Claude Code 1 683 tok
tamdogood/bird Bird MCP server with Todoist and Anki integration 2 Claude Code 2 1,448 tok
Lezheng2333/PDFeverything 📖 High-performance PDF reader with vector-grade rendering | 🪄 PDF Swiss Army Knife — mer 2 Claude Code 1 5,831 tok
EnragedAntelope/comfy-draftsman Local-first MCP server that drafts ComfyUI workflows a human can actually read - organized 2 Claude Code, Codex, OpenCode 2 2,155 tok
6maple/mcp-for-chatgpt-web-tunnel A TypeScript MCP server that securely bridges local workspace tools to ChatGPT via OpenAI 2 Claude Code 1