How real projects configure their agents

3,700 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 agents8,442Claude Code6,875Data and AI3,584Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315Frontend2,301Security2,167Project management1,944

All Claude Code32,436 Codex24,692 OpenCode23,614 GitHub Copilot3,700 Gemini CLI2,016 Cursor1,769 Windsurf202 Kiro113

Project Stars Configures Files Always loaded
kasuken/vscode-copilot-insights marketplace.visualstudio.com Understand your GitHub Copilot plan, quotas, and limits at a glance 37 Claude Code, GitHub Copilot 3 1,100 tok
TheGreenCedar/CodeStory CodeStory is a codebase grounding engine that preindexes code into a knowledge graph and e 37 Codex, GitHub Copilot, OpenCode 2 5,313 tok
nirholas/defi-agents sperax.click DeFi agent definitions JSON API + MCP - Production-ready agents for Web3, crypto trading, 37 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 708 tok
jongalloway/dotnet-mcp MCP wrapper for the .NET SDK 37 GitHub Copilot 1 4,030 tok
gavinmcfall/home-ops HomeOps driven by Kubernetes and GitOps using Flux 37 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,360 tok
ai-ecoverse/slicc sliccy.com A browser-native AI agent (claw) for everyone that loves ice cream 37 Claude Code, Codex, GitHub Copilot, OpenCode 13 3,682 tok
Sitecore/content-sdk The Content SDK to support building sites with SitecoreAI 37 Claude Code, Codex, GitHub Copilot, OpenCode, Windsurf 5 1,877 tok
gtfodevs/autonomo gtfodevs.github.io Tired of 'it works' lies? Autonomo MCP makes your AI prove it—on real hardware, right in y 36 GitHub Copilot 1 442 tok
FutureRootsDE/legal-audit-de Claude Code plugin for German/EU legal audits (DSGVO, TDDDG, UWG, AI Act, etc.). Not legal 36 Claude Code, Codex, GitHub Copilot, OpenCode 4 7,274 tok
oculus-samples/Unity-PerformanceSettings Performance settings testing ground, showing how to use game-engine-agnostic performance c 36 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 1,044 tok
tecnomanu/agent-rules-kit Bootstrap of Cursor rules (.mdc) and mirror documentation (.md) for AI agent-guided projec 36 Codex, GitHub Copilot, OpenCode 2 5,682 tok
KhaledSaeed18/node-express-boilerplate Production-ready Express + TypeScript backend boilerplate with clean layered architecture, 36 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode, Windsurf 6 1,536 tok
ConnorBritain/mssql-mcp-server Enterprise MCP server for SQL Server with 20 tools for schema discovery, data operations, 36 Claude Code, GitHub Copilot 2 1,802 tok
RafaelGorski/Problem-Based-SRS rafaelgorski.github.io An Agent Skill to use Problem-Based Software Requirements Specification (SRS) method in yo 36 Claude Code, Codex, GitHub Copilot, OpenCode 3 12,019 tok
CrowdStrike/foundry-skills crowdstrike.com AI coding assistant skills for building CrowdStrike Falcon Foundry apps: scaffolding, depl 36 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 3,265 tok
riseup-oss/mcp Official MCP server for RiseUp — programmatic read-only access to your cashflow data 36 GitHub Copilot 1 1,123 tok
proompteng/bilig proompteng.github.io Formula workbooks for Node services: edit inputs, recalculate formulas, read outputs, pers 35 Claude Code, Codex, GitHub Copilot, OpenCode 6 5,614 tok
nirholas/extract-llms-docs llm.energy Extract documentation for AI agents from any site with llms.txt support. Features MCP serv 35 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 722 tok
tosin2013/mcp-adr-analysis-server tosin2013.github.io Your ADRs are lying to you. MCP server with live drift detection, content safety, and deci 35 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 28 3,723 tok
arvindand/maven-tools-mcp dev.to MCP server providing AI assistants with Maven Central dependency intelligence for all JVM 35 Claude Code, GitHub Copilot 7 —
nirholas/bnbchain-mcp bnbchain-mcp.modelcontextprotocol.name Developer tools for AI crypto agents 🛠️ Build apps with DeFi trading, DEX swaps, smart c 35 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 7,816 tok
agent-next/agent-ready agent-ready.org Codebase readiness scoring for autonomous agents — measurable operability standards beyond 35 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,068 tok
salmanashraf/mobile-ai-agents play.google.com Mobile AI Skills, Agents and workflow to help you build mobile apps and games faster. A co 35 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 7,709 tok
Thepizzapie/BuildersGate Agentic game development for building games with AI Agents. Run one session per seat: art, 35 Claude Code, GitHub Copilot 2 3,040 tok
RuiRomano/powerbi-agentic-mcp-cloud-agent 35 Claude Code, Codex, GitHub Copilot 4 345 tok
Thunder-Compute/thunder-cli Official CLI of Thunder Compute 34 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 1,489 tok
MarcSkovMadsen/holoviz-mcp marcskovmadsen.github.io ✨A MCP server that provides intelligent access to the HoloViz ecosystem for humans and AIs 34 Claude Code, Codex, GitHub Copilot, OpenCode 3 5,422 tok
TheDigitalNinja/mcp-fitbit thedigital.ninja Give your AI assistant access to your Fitbit data for personalized health insights, trend 34 Claude Code, GitHub Copilot 2 2,104 tok
nirholas/github-to-mcp github-to-mcp.modelcontextprotocol.name Convert GitHub repositories to MCP servers automatically. Extract tools from OpenAPI, Grap 34 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 872 tok
martysama0134/m2ui-skill AI coding skill for generating and modifying Metin2 client UI code from screenshots, descr 34 Codex, GitHub Copilot, Gemini CLI, OpenCode 3 3,656 tok
matt-goldman/blake A static site generator inspired by Occam's Blazor 34 GitHub Copilot 1 2,059 tok
Erikote04/Swift-API-Design-Guidelines-Agent-Skill Swift API Design Guidelines Agent Skill for AI coding tools that support the Agent Skills 33 Codex, GitHub Copilot, OpenCode 2 1,478 tok
possible055/relace-mcp Unofficial Relace MCP client with AI features. Personal project; not affiliated with or en 33 GitHub Copilot 1 1,507 tok
oculus-samples/Unity-MetaXRAudioSDK This project contains Unity samples for Meta's Presence Platform Audio SDK. The Oculus SDK 33 Codex, GitHub Copilot, Gemini CLI, OpenCode 4 998 tok
Azure-Samples/pizza-mcp-agents Serverless API and Model Context Protocol (MCP) integration to order pizzas from AI agents 33 GitHub Copilot 4 714 tok
mattv8/ragtime Self-hosted, OpenAI-compatible RAG API + MCP server that plugs local knowledge into existi 33 GitHub Copilot 5 11,079 tok
micheltlutz/dev-challenge micheltlutz.me Repository with technical challenges for front-end, back-end and mobile 33 Claude Code, Codex, GitHub Copilot, OpenCode 12 3,095 tok
microsoftgbb/project-nighthawk Nighthawk — AI-powered deep technical research pipeline for Azure Kubernetes Service (AKS) 33 Claude Code, Codex, GitHub Copilot 10 513 tok
dynatrace-oss/dynatrace-managed-mcp An MCP server for self-hosted Dynatrace Managed platform 33 Claude Code, GitHub Copilot 2 2,151 tok
nicolasmelo1/software-factory A method for building software with agents, packaged as a single binary. Every rule that m 33 Codex, GitHub Copilot, OpenCode 2 2,373 tok
sandraschi/freecad-mcp FreeCAD 3D CAD automation via FastMCP — headless document/export plus FluidX3D/OpenFOAM CF 33 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,714 tok
modxcms-jp/evolution-jp modx.jp 33 Claude Code, Codex, GitHub Copilot, OpenCode 22 3,883 tok
hashimiche/hal Hashicorp Academy Labs 33 GitHub Copilot 1 2,090 tok
asynkron/asynkron-skills ASYNKRON developer tools skills — profiler, test runner, code duplication detector, and li 32 Codex, GitHub Copilot, OpenCode 2 1,111 tok
tbdavid2019/openclaw-docs-skill Automatically updated daily, giving your LLM the ability to handle OpenClaw issues. This i 32 Claude Code, Codex, GitHub Copilot 8 —
CharlieDigital/runjs The only MCP server you need: let your LLM generate and safely execute JavaScript -- inclu 32 GitHub Copilot 1 527 tok
prakrititz/relayBrain relay-brain.vercel.app Coordination and context layer for AI coding agents. Shared file locks, live patch sync, a 32 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 5 3,003 tok
nirholas/lyra-tool-discovery lyra-tool-discovery.modelcontextprotocol.name AI powered automation toolkit which acts as an agent that discovers MCP servers for you. P 32 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 813 tok
samilozturk/agentlint npmjs.com ESLint for your coding agents. Keep AGENTS.md, rules, and skills structured, current, and 32 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,913 tok
nirholas/crypto-market-data crypto-market-data.modelcontextprotocol.name Live cryptocurrency and DeFi market data. Simple, easy, straight to the point. Market dat 32 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 795 tok