How real projects configure their agents

31,993 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742

All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86

Project Stars Configures Files Always loaded
renzocarletti-lang/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
sp-daewoon/querytree A visual decision console for Codex, Claude Code, and MCP-compatible AI agents. 0 Claude Code, Codex, OpenCode 2 644 tok
bjornwalther/statsbudget-mcp MCP server for the Swedish national budget (statsbudgeten). Structured access to budget al 0 Claude Code 1 1,225 tok
egemeny13/euroleague-analytics website-prototype-liard.vercel.app A validated data warehouse for EuroLeague and EuroCup basketball, built from the public pl 0 Claude Code, Codex, OpenCode 5 6,231 tok
awnt9/mcp-netsuite-practice 0 Claude Code, Codex, OpenCode 2 1,159 tok
VW3st/crypto-monitor Read-only multi-account Bybit dashboard (candles, alerts, strategies, provider-agnostic AI 0 Claude Code 1 2,588 tok
ErrolMc/SydneyRentalDataPipeline 0 Claude Code 1 3,915 tok
azmirizkifar20/RAGBuddy rag.azmirf.my.id 🤖 A multi-project RAG (Retrieval-Augmented Generation) platform that provides project-awa 0 Claude Code, Codex, OpenCode 3 1,034 tok
ishan-parihar/threads-lyr Threads.net MCP server via anonymous scraping 0 Claude Code, Codex, OpenCode 3 664 tok
gsbenevides2/pr-mcp 0 Claude Code, Codex, OpenCode 6 889 tok
maximyz3d/relaybridge Local Windows PowerShell and multi-AI CLI control plane with browser, REST, and MCP adapte 0 Claude Code, Codex, OpenCode 6 2,534 tok
extempore66/web-summaries-mcp-v2 MCP server for YouTube transcript fetching/semantic search, migrated to the v2 SDK / 2026- 0 Claude Code 1 523 tok
lucianum7/repo-brain Persistent repository memory for coding agents - Codex, Claude Code and MCP. 0 Claude Code, Codex, OpenCode 2 183 tok
omarbshah/workbeast A connector-fed commitment ledger with an MCP tap. Mail, calendar and transcripts become a 0 Claude Code 1 —
CastleZJC/Platform-MCP 0 Claude Code 1 6,943 tok
Atlas-X-AI/shade-browser-security SECURITY-only MCP facade over the Shade Browser shared browser core 0 Claude Code 1 6,682 tok
rohitcube/mcp-server-python-msmzwqb8 Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
ketankshukla/learn-mcp-5-year-old learn-mcp-5-year-old.vercel.app MCP explained like you are five - a complete, working Model Context Protocol server built 0 Claude Code, Codex, OpenCode 3 159 tok
adrianparker/akahu-mcp MCP server for Akahu 0 Claude Code 1 543 tok
hlucent/realestate-mcp MOLIT real transaction price MCP 0 Claude Code 1 848 tok
filypsdias/mcp-project-manager-lab 0 Claude Code 4 —
keithdev21/Business-Central-Mcp 0 Claude Code 2 6,026 tok
3lehr/brainlehr Deterministic, offline-capable knowledge store for any MCP client (Claude, Codex, Hermes, 0 Claude Code, GitHub Copilot 8 1,697 tok
LeeFlannery/slowmcp Blazingly adequate. A framework for building, testing, and shipping MCP servers. Written i 0 Claude Code, Codex, OpenCode 2 2,772 tok
ynfra/ybrain Company knowledge MCP server (prompts, ownership, docs, memory) 0 Claude Code, Codex, OpenCode 2 1,014 tok
Qalxry/image-viewer-mcp Image recognition MCP server: accepts image paths or URLs, sends them to a vision-language 0 Claude Code, Codex, OpenCode 20 2,123 tok
Deepak993/mcp-docs-server 0 Claude Code 1 644 tok
ailecksandr/claude-course-mcp-task Task for [Introduction to Model Context Protocol](https://anthropic.skilljar.com/introduct 0 Claude Code 1 561 tok
pranjalisr/dataset-pipeline-mcp 0 Claude Code 1 —
Remedy92/boxaide boxaide.tech Free, self-hosted multi-mailbox agentic inbox 0 Claude Code, Codex, OpenCode 3 2,060 tok
bharathadolf/houdini-mcp 0 Claude Code, Codex 1 —
Naveen-warden/arden-ai-mcp 0 Claude Code, Codex, OpenCode 2 692 tok
The-bub/Agent-BloodHound Read-only Claude agent to search a BloodHound CE Active Directory extract: Kerberoasting, 0 Claude Code 1 445 tok
ketankshukla/learn-mcp-agent-ledger learn-mcp-agent-ledger.vercel.app Project #5 in a learn-MCP series: sampling, where the server borrows the host model instea 0 Claude Code, Codex, OpenCode 3 159 tok
mdbailin/linkedin-content-engine MCP automation to publish quality linkedin posts paired with on-brand creative and copy 0 Claude Code 1 1,015 tok
cyberuni/cyber-figma Figma for agents — axi-style CLI, MCP server, and agent plugin 0 Claude Code, Codex, OpenCode 2 4,532 tok
HARDIK-31/docs-assistant-mcp Docs Assistant MCP is an AI-powered Model Context Protocol server that helps developers ge 0 Claude Code 1 1,894 tok
kasza-introhive/mcp-app-openweather 0 Claude Code 1 1,242 tok
Liyuchen0118/console-automation-mcp-legacy Maintenance-only RunBeacon 2.x interactive console and protocol compatibility package 0 Claude Code 1 397 tok
cedricarlos07/meta-ads-mcp 0 Claude Code, Codex, OpenCode 3 4,558 tok
kislevlevy/docs-mcp 0 Claude Code 1 1,685 tok
mmadfox/swag2mcp swag2mcp.io MCP server that gives LLM agents superpowers to explore and call any OpenAPI/Swagger/Postm 0 Claude Code, Codex, OpenCode 6 1,431 tok
pakkio/mcp-unity 0 Claude Code, Codex, OpenCode 3 4,806 tok
mdostal/rolodex Your relationship rolodex as an MCP tool: own your contacts (SQLite), sync with Google Con 0 Claude Code 1 —
prashantkumar342/code-with-softority Local-first Model Context Protocol (MCP) server for project intelligence, filesystem acces 0 Claude Code, Codex 9 —
0xstubbs/code-intel Indexes a codebase into a queryable Kuzu graph of files, functions, routes, tests and depe 0 Claude Code 1 —
biswasbiplob/mwaa-mcp-server MCP server for Amazon MWAA - manage environments, DAGs, task instances and logs via the Ai 0 Claude Code 1 826 tok
LLLeoLi/duckduckgo-mcp-server duckduckgo-mcp-server 0.5.0 with error paths raised as MCP isError (for MCP-Atlas PTC) 0 Claude Code 1 876 tok
redesignhealth/rh-reclaw reclaw-comms-mcp 0 Claude Code 1 812 tok
charan-pagolu/deployflow-mcp 0 Claude Code 1 629 tok