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
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
l4b4r4b4b4/real-estate-sustainability-mcp MCP server for analyzing building sustainability metrics through Excel, PDF, and standardi 2 GitHub Copilot 1 709 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
nexus-xyz/nexus-exchange-mcp MCP server for the Nexus Exchange API — read market data and place trades from an AI agent 2 Codex, OpenCode 1 684 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 41,756 tok
tillkolter/guck-mcp 2 Codex, OpenCode 1 66 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
zk-armor/mcp-sphinx-docs MCP server to convert Sphinx documentation to LLM-optimized Markdown 2 GitHub Copilot 1 340 tok
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
lukaszzychal/mcp-doc-generator 📊 MCP Server for automated technical documentation & architecture diagrams. Generate C4, 2 Cursor 1 550 tok
stigenai/qdrant-mcp Qdrant vector database server with MCP (Model Context Protocol) support 2 Claude Code 1 239 tok
chokukil/timesfm-mcp MCP server for local GPU TimesFM forecasting 2 Codex, OpenCode 1 150 tok
danie1net0/laravel-forge-mcp MCP server for Laravel Forge with hundred of tools to manage servers, sites, deployments, 2 Cursor 1 645 tok
ilyautov/moysklad-mcp-ru moysklad-mcp-ru.aifrontier.tech MCP server for MoySklad (JSON API 1.2): inventory, products, orders, documents, reports, a 2 Codex, Gemini CLI, OpenCode 2 1,231 tok
suapapa/openscad-wasm-mcp suapapa.github.io An OpenSCAD MCP server that runs with OpenSCAD-WASM 2 Codex, OpenCode 1 1,428 tok
LaurentHuzard/beat-twin Beat Twin - Bitwig MCP bridge and agentic music production lab 2 Codex, OpenCode 1 403 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
abdul-hamid-achik/codemap codemap.tools Local-first code intelligence: a code graph + semantic search for agents and people (CLI + 2 Codex, OpenCode 1 11,776 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
joshstrange/bookorbit-mcp MCP server that exposes the text of ebooks managed by Book Orbit to LLMs, without overwhel 2 Claude Code 1 2,726 tok
sandraschi/vbot-mind-mcp Autonomous virtual robot brain runtime bridging game engines (Godot, Unity3D, Resonite) an 2 Claude Code 1 458 tok
asim-altayb/trello-mcp MCP server for Trello with per-project board profiles 2 Codex, OpenCode 1 470 tok
qd313/decky-plugin-studio VS Code / Cursor extension for Decky plugin development — live QAM preview, MCP tools for 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,212 tok
velias/mcp-client-credentials-auth A local stdio MCP server that authenticates to remote OAuth-protected MCP servers using th 2 Codex, OpenCode 1 5,079 tok
EdmendZ/Modular-Rag-Mcp-Server 2 Claude Code, Codex 9
konseki-official/konseki-mcp konseki.io Official MCP server for Konseki, providing AI agents and tools with direct access to the K 2 Codex, OpenCode 1 573 tok
workspace-json/codex-mcp workspacejson.dev Publication authority for @workspacejson/codex-mcp and the preserved OpenAI Build Week sub 2 Codex, OpenCode 1 304 tok
eric134422/db-fahrplan-mcp 2 Codex, OpenCode 1 456 tok
anmolbhardwaj17/unitypilot npmjs.com An MCP server that lets an AI agent drive the full Unity lifecycle on macOS: install the e 2 Claude Code 1 791 tok
heyderekj/revisemy revisemy.com Mark feedback for your agent — human-in-the-loop design review over Laravel MCP 2 Claude Code, Codex 5
john-ops-lab/EasySourceFlow Local-first content understanding and summarization service for AI agents, with MCP, Web U 2 Codex, OpenCode 1 827 tok