How real projects configure their agents

3,543 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 agents7,521Claude Code6,606Data and AI3,688Backend and APIs3,494Languages3,401Planning3,209Git and workflow3,151Code review2,736Memory and context2,361Testing2,351DevOps and cloud2,300Writing and docs2,297Research2,295Frontend2,250Security2,004Productivity1,709

All Claude Code32,117 Codex23,281 OpenCode22,054 GitHub Copilot3,543 Gemini CLI1,915 Cursor1,736 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
ShiftinBits/constellation-claude docs.constellationdev.io Codebase Understanding for Claude Code 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,457 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
burakdede/lorepack Versioned context build system for AI. Compile documents, spreadsheets and project artifac 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,145 tok
KornLabs/truss AI Subscription first - no API key. A lightweight, file-based, dependency-free workspace s 2 GitHub Copilot 1 39 tok
zarubinvibe/mnemazine Local-first memory and knowledge ingestion for coding agents, with auditable archives, ret 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 11 1,018 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 21,182 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
wedabro/bro-skills bro-skills - Spec-Driven Development CLI 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,726 tok
kimtth/azure-ml-finetuning-eval-skills 🤖 Automate Azure ML finetuning with the LLM skill. 🔧 2 Codex, GitHub Copilot, OpenCode 2 1,019 tok
vobiz-ai/Agent-Skills Agent skills for building on Vobiz - voice API, SIP trunking, voice XML, and AI voice agen 2 Codex, GitHub Copilot, OpenCode 2 758 tok
JinLee794/agent-framework-skills Reusable agent skills for Microsoft Agent Framework (MAF) and Foundry-native voice agents 2 GitHub Copilot 1 105 tok
FluxonLab/Skillry fluxonlab.com Installable, permission-bounded, multi-platform agent skills & subagents for Claude Code, 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 6,159 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
trugurpala/pinescriptv6 Source-traceable Pine Script v6 guidance and structured examples for AI coding agents, wit 2 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 7 16,421 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
me-cedric/agent-compass Central agentic standards, guidelines, skills & bootstrap tooling for AI coding agents (Cl 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 7,336 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
step-into-ai/kie-media kie.ai Portable KIE.ai media agent — live model discovery, safe image/video generation, campaigns 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 933 tok
droxey/agentadventure droxey.com OpenClaw skill that drops AI agents into self-hosted WorkAdventure as real avatars — with 2 Claude Code, GitHub Copilot 2 5,092 tok
abrahamFerga/scrum-skills A vendor-agnostic library of AI agent skills built around the Scrum framework. Works with 2 GitHub Copilot 1 415 tok
shihabshahrier/manim-coding-skill AI STEM animation skill — ManimGL for coding agents 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,024 tok
Stephen-studying/tech-route-maker Evidence-grounded editable technical route diagrams for research and engineering projects. 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,476 tok
Cratis/AI Free, MIT-licensed AI skills, rules, and agent guidance for building event-sourced and CQR 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 26 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 43,544 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 7,421 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 4,961 tok
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 1 364 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