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
amanasmuei/mcp-luno mcp server for luno 2 GitHub Copilot 1 276 tok
reddy-sh/mcp-hub reddy.sh MCP Hub is a comprehensive framework for building, managing, and deploying Model Context P 2 GitHub Copilot 1 —
Rijul1204/rashedul-agentic-engineering My agentic-engineering workbench — Claude Code skills, subagents, and CI workflows I reuse 2 GitHub Copilot 1 707 tok
JustinDFuller/ai-plans.dev ai-plans.dev 2 Claude Code, GitHub Copilot 3 857 tok
yaseenshady/Lexoire yaseenshady.github.io A Voice Integration Tool for CLI Coding Assistants 2 Claude Code, GitHub Copilot 2 1,279 tok
zahardev/aicontext Teach AI to build features, not just write code. A development methodology framework for A 2 GitHub Copilot 1 88 tok
druide67/college-of-ai-rchitects PRISM — A multi-LLM peer review framework for architectural governance. Triangulate AI Arc 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,664 tok
anasfik/undercover Undercover mode for AI agents — strips AI signatures from code and commits before pushing 2 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,849 tok
marcelopaniza/mempenny One memory, every AI. Shared memory management for all your coding agents — organized, lea 2 Claude Code, Codex, GitHub Copilot, OpenCode 13 2,129 tok
ShiftinBits/constellation-claude docs.constellationdev.io Codebase Understanding for Claude Code 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 2,172 tok
tk-wxy/apc.md A markdown-based memory system for AI agents — stop re-explaining and re-debugging across 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 644 tok
1shooperman/claude-env brandonshoop.com Claude Environment Manager 2 Claude Code, Codex, GitHub Copilot, OpenCode 5 323 tok
piecioshka/whose-context-wins Poligon do sprawdzania, który plik konfiguracyjny (CLAUDE.md, AGENTS.md, .cursorrules...) 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 5 62 tok
KornLabs/truss AI Subscription first - no API key. A lightweight, file-based, dependency-free workspace s 2 GitHub Copilot 1 39 tok
kimtth/ms-fabric-skills-dev-starter microsoftlearning.github.io 🌿 Microsoft Fabric Skills - Scaffolding template for Microsoft Fabric development with AI 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 1,805 tok
Lin-Jiong-HDU/cgate A self-hosted gateway that bridges GitHub issues to Claude Code — automatically spins up i 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 10,171 tok
WhatIfWeDigDeeper/agent-skills My Agent Skills I've created for Claude Code and can, in principle, be used with other cod 2 Claude Code, GitHub Copilot 5 21,337 tok
kirti/claude-power-modes A reusable library of named prompt "modes" (SECURITYMODE, STAFFENGINEER, TESTMODE, etc.) f 2 Claude Code, GitHub Copilot 2 1,417 tok
ssdeanx/AI-Skills Claude Skills, Modular, self-contained "Skills" that extend AI capabilities with specializ 2 Codex, GitHub Copilot, OpenCode 2 3,905 tok
nordicnode/skillpack crates.io Generate, verify, and maintain AI agent guidance for your OSS project — skills, plugins, a 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 3,212 tok
kimtth/azure-ml-finetuning-eval-skills 🤖 Automate Azure ML finetuning with the LLM skill. 🔧 2 Codex, GitHub Copilot, OpenCode 2 1,019 tok
JinLee794/agent-framework-skills Reusable agent skills for Microsoft Agent Framework (MAF) and Foundry-native voice agents 2 GitHub Copilot 1 105 tok
Benja-Pauls/SerpentStack npmjs.com Find any AI agent skill or MCP server. Search every registry, install in seconds. 2 GitHub Copilot, Cursor 2 1,822 tok
matracey/daisyui-mcp-server MCP server for daisyUI React components — search docs, props, and code examples from any A 2 Codex, GitHub Copilot, OpenCode 2 1,577 tok
williamjxj/friendshipdaycare friendshipdaycare.com A stunning, well-design UI, multi-themes, multi-languages supports product using nextjs, t 2 Codex, GitHub Copilot, OpenCode 2 1,341 tok
bonnguyenitc/specship A staged spec → plan → coding → review workflow for shipping AI-assisted code. Works with 2 Claude Code, GitHub Copilot 3 1,036 tok
vinayaklatthe/microsoft-security-agent-toolkit Action layer for Microsoft Security AI agents - MCP servers, KQL snippets, Logic Apps temp 2 Claude Code, GitHub Copilot, Cursor 3 1,694 tok
liusencomic-cyber/douyin-agent-kit Agent-agnostic Douyin content extraction & creator distillation skill kit — GPU transcript 2 Codex, GitHub Copilot, OpenCode 2 2,141 tok
zircote-plugins/aesth Craft-focused design system plugin for Claude Code. Store design tokens, patterns & decisi 2 Claude Code, GitHub Copilot 2 884 tok
AcKeskin/contexture My personal setup for working with AI; what I learned from existing plugins, plus a bunch 2 Claude Code, Codex, GitHub Copilot, OpenCode 20 46,672 tok
sandraschi/nest-protect-mcp Fastmcp 3.1 Server + Webapp for controlling nest protect devices 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 1,500 tok
AbhiiGatty/cld-flare-maxxing cld-flare-maxxing.abhiigatty.com Claude Code and Codex plugin that audits, explains, and safely changes Cloudflare. Read-on 2 Claude Code, Codex, GitHub Copilot, OpenCode 12 3,719 tok
zircote/terraform-lsp Claude Code plugin for Terraform/Terragrunt with terraform-ls, tflint, trivy, and checkov 2 Claude Code, GitHub Copilot 2 1,070 tok
filthyrake/damens_mcps A collection of MCP servers I've put together with various AI tools for infrastructure man 2 Claude Code, GitHub Copilot 6 14,328 tok
zircote-plugins/github-agentic-workflows Claude Code plugin for authoring, validating (via gh aw compile), and improving GitHub Age 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,298 tok
khrichtchatyi/ship-it A Claude Code plugin that commits your work and opens pull requests. 2 Claude Code, Codex, GitHub Copilot, OpenCode 4 346 tok
vaquarkhan/kafka-mcp-enterprise-server vaquarkhan.github.io A production-ready Model Context Protocol (MCP) server for Apache Kafka. Features Informat 2 Codex, GitHub Copilot, Cursor, OpenCode 5 1,155 tok
CaoMeiYouRen/tinyfish-mcp An MCP (Model Context Protocol) service based on TinyFish's free search API that provides 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 859 tok
Anselmoo/mcp-zen-of-languages anselmoo.github.io 🌍 Multi-language architectural and idiomatic code analysis via MCP server 🔧 and CLI 💻. 2 Claude Code, GitHub Copilot 13 7,430 tok
philipnee/mvmt security layer between your data and agent! 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 805 tok
Cratis/VerticalSlices 2 Claude Code, Codex, GitHub Copilot, OpenCode 75 12 tok
kamiazya/scopes Scopes is a next-generation local-first task and project management tool designed for symb 2 Claude Code, GitHub Copilot 51 5,385 tok
la-rebelion/mcp-docs docs.mcp.com.ai Headless API Stack for MCP. HAPI MCP enables seamless AI integration by dynamically conver 2 GitHub Copilot 1 423 tok
am-space/own-planner controlcode.space Personal AI strategist & mentor — goals-first planning with an agentic loop. .NET 10 + Mod 2 Claude Code, Codex, GitHub Copilot, OpenCode 8 5,508 tok
weijie-tan3/trino-mcp A MCP for querying Trino 2 GitHub Copilot 1 —
duffney/copacetic-mcp an mcp server for patching container images 2 GitHub Copilot 1 2,675 tok
AceDataCloud/MCPs AceDataCloud MCPs Monorepo 2 GitHub Copilot 1 439 tok
call518/MCP-MySQL-Ops deepwiki.com 🛠️ MCP server for MySQL ops — 19+ tools for monitoring, diagnostics & performance analysi 2 GitHub Copilot 1 1,958 tok
nagual69/MCP-Open-Discovery-with-AMQP linkedin.com MCP Open Discovery Server with AMQP Transport 2 GitHub Copilot 2 2,690 tok
chasko-labs/kiro-cli-custom-agent-screenpal-video-transcription Video-to-Document capabilities from the Kiro-CLI powered by a custom agent, MCP, Knowledge 2 GitHub Copilot 1 754 tok