How real projects configure their agents

43,695 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
ggoodman/mcp-server-go Golang implementation of the streaming MCP HTTP transport with sessions, auth and horizont 3 Codex, OpenCode 1 701 tok
dbsanfte/topdesk-mcp An MCP server for the TopDesk ticketing system 3 GitHub Copilot 1 113 tok
delexw/mcpware Orchestration MCP Server - Routes tool calls to MCP backends 3 Claude Code 1 1,106 tok
fluxinc/dicom-mcp-server A server for managing contextual data in DICOM tools, supporting medical imaging and machi 3 Cursor 1 97 tok
medelman17/case-chronology-mcp A Model Context Protocol (MCP) server for building and managing chronological timelines of 3 Claude Code 1 558 tok
syedasad-kiwi/mongodb-mcp-bridge A powerful Model Context Protocol (MCP) server implementation for MongoDB integration 3 GitHub Copilot 1 188 tok
akshaykanni22/medbill-scanner A free, open-source medical bill anomaly detector with AI-powered RAG pipeline and MCP ser 3 Claude Code 3 4,107 tok
Shaumik-Ashraf/mcp-fhir-patient-index A master patient index with a FHIR API, MCP server, and web UI on Ruby on Rails 8. 3 Claude Code, Codex 2 1,105 tok
aokihu/mcp-teamate MCP server for AI cooperation 3 Cursor 1 208 tok
AgileLuminary/mcp-agile-luminary agileluminary.com An MCP server for connecting with Agile Luminary Project Management Application 3 Cursor 1 63 tok
feed-mob/fm-mcp-servers feedmob.com FeedMob MCP Servers 3 Codex, OpenCode 1 547 tok
Im-neko/mcp-wikijs 3 Claude Code 1 1,506 tok
rrudol/cursor-rulebook 🎯 Curated collection of Cursor rules for modern development projects. Includes standards 3 Claude Code 1 827 tok
zyadhajaji/meshy-mcp MCP server for AI-powered 3D model & environment generation via Meshy AI — text to 3D, ima 3 Claude Code 1 1,113 tok
nirecom/agents Self-driving dev harness for Claude Code — hook-enforced workflow, two-AI-provider review 3 Claude Code 1 945 tok
GregoriSoria/billforward-mcp A Model Context Protocol (MCP) server for integrating Billforward's billing API with LLMs. 3 Claude Code, Codex, OpenCode 22 12 tok
jsnanigans/mcpm Model Context Protocol MCP manager 3 Claude Code 1 598 tok
ColdBox/coldbox-cli coldbox.org 💻 The official ColdBox CLI 3 Claude Code, Codex, OpenCode 24 3,351 tok
rjamestaylor/cursor-rules-converter Convert Cursor rules for use by multiple AI Coding Assistants with git-hook automation for 3 Claude Code, Codex, OpenCode 2 394 tok
HasanJahidul/localhost-mcp MCP server: inspect, manage, kill local dev servers. Stop guessing what's on :3000. 3 Claude Code 1 1,045 tok
langgexyz/cursor-rules 3 Cursor 1 585 tok
ddebixx/frontend-template 3 Codex, OpenCode 1 535 tok
barrosohub/frontend-stack-blueprint Canonical frontend stack blueprint for AI coding agents: TypeScript, React, Vite, Vitest, 3 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 5 6,864 tok
SyntaxWay/agent-ready-repo 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 1,616 tok
gjfresno/IA-Cyborg-SDD IA y gestión de proyecto 3 Claude Code, Codex, Gemini CLI, OpenCode 3 822 tok
Qapla/qapla-api-skill AI agent knowledge pack for the Qapla' public REST API (v1.3) — shipments, raw orders, car 3 Codex, OpenCode 1 748 tok
fellyph/ai-instructions AI instructions repository 3 Claude Code 1 2,231 tok
kevglynn/ai-dev-playbook AI-native development methodology — rules, skills, and scripts for working with coding age 3 Claude Code, Codex, Cursor, OpenCode 11 2,209 tok
lvjiujitsu/lvjiujitsu Sistema LV Jiu Jitsu 3 Claude Code, Codex, OpenCode 11 13,695 tok
LeoKemp223/zserial-cli A command-line serial port tool for AI coding tools. It provides unified serial port enume 3 Claude Code, Codex, OpenCode 2 486 tok
Aryanacoder/superragskills The #1 skill you need before building any production grade RAG 3 Claude Code, Codex, OpenCode 2 280 tok
GlacierXiaowei/structured-learning-skill Structured Learning Skill - The first AI teaching skill with **dual-mode switching**. Conc 3 GitHub Copilot 1 573 tok
ricardocaste/flutter-cursor-rules Flutter App Expert .cursorrules 3 Cursor 1 589 tok
pcomans/caruso Caruso allows you to take plugins that contain skills, subagents or commands from Claude C 3 Claude Code, Codex, OpenCode 4 2,823 tok
kristiyan-velkov/ai-security-rules Security rules and best practices for common applications, focused on real-world threats a 3 Claude Code, Cursor 1
SkyIsTheLimit/agentvision See what your AI coding agents see. 3 Claude Code 1 1,013 tok
brendancol/xarray-spatial-skills Repository for AI-assistant skills related to xarray-spatial 3 Claude Code, Cursor 30 602 tok
YixuanYang00/math-beamer-slides-skill A skill for creating, compiling, reviewing, and polishing rigorous mathematical Beamer/LaT 3 GitHub Copilot 2 2,139 tok
berrydev-ai/blockdoc-python A simple, powerful standard for structured content that works beautifully with LLMs, human 3 Claude Code 2 207 tok
dawsonlp/BaseMcpServer A minimal containerized base for MCP servers using the MCP Python SDK 3 Claude Code 1
onesimplecode/agent-engineering-standards This repo hands your AI coding agent a rulebook and your CI the checks that enforce it, ca 3 Codex, OpenCode 1 7,802 tok
Lucabiz/agentscribe One source of truth for your AI agent instructions — generate and validate AGENTS.md, CLAU 3 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,819 tok
hly-AI/codingplan 3 Codex, Cursor, OpenCode 7 777 tok
jim-schilling/splurge-ai-rules Splurge Cursor AI Rules 3 GitHub Copilot 1 3,215 tok
houshuang/limbic Embedding, search, novelty detection, and clustering for knowledge-dense text corpora. Opt 3 Claude Code 1 2,440 tok
tecton-ai/tecton-mcp This MCP (Model Context Protocol) server provides tools to interact with tecton. 3 Claude Code, Codex, OpenCode 2 3,949 tok
shijiew/back-to-basics-skills 3 Claude Code, Codex, OpenCode 2 100 tok
tecnomanu/agent-rules-kit-mcp MCP Server for Agent Rules Kit - Tools for agent rules management 3 GitHub Copilot 1 3,784 tok
Bridge-UI/core Bridge UI is a component library for React and Vue with a shared foundation. 3 Codex, OpenCode 1 359 tok
goldbuick/zed-software-system zed.cafe A zzt-inspired web based software framework 3 Cursor 6