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
WYRE-AI/halopsa-mcp conduit.wyre.ai MCP server for HaloPSA — tickets, clients, assets, contracts, and reporting tools for AI a 3 GitHub Copilot 1 858 tok
WYRE-AI/superops-mcp conduit.wyre.ai MCP server for SuperOps.ai — unified PSA+RMM ticketing, asset, and client management tools 3 GitHub Copilot 1 857 tok
AceDataCloud/FluxMCP MCP server for Flux AI image generation and editing via Ace Data Cloud. 3 Claude Code, GitHub Copilot 2 797 tok
AceDataCloud/SeedreamMCP MCP server for ByteDance Seedream image generation and editing via Ace Data Cloud. 3 Claude Code, GitHub Copilot 2 807 tok
ghostswap1/ghostswap-agents ghostswap.io Official multi-LLM agent pack for the GhostSwap Partners API (no-KYC crypto swaps, 1,600+ 3 Claude Code, Codex, GitHub Copilot, OpenCode, Windsurf 4 2,435 tok
romainsantoli-web/Memory-os-ai Memory OS AI — Adaptive memory system for AI agents (forked from RoaminS/Memory-os-ai) 3 Claude Code, GitHub Copilot 2 1,661 tok
kiransth77/aionmcp Autonomous Go MCP Server - Dynamic API specification importer with self-learning capabilit 3 GitHub Copilot 1 1,381 tok
weskerllc/cronicorn cronicorn.com Hosted HTTP job scheduler — AI reads response bodies and adapts frequency based on natural 3 Claude Code, GitHub Copilot 13 10,155 tok
jghiringhelli/forgecraft-mcp npmjs.com MCP server that gives AI coding assistants production-grade engineering standards — SOLID, 3 Claude Code, GitHub Copilot 17 4,745 tok
TheSethRose/Copilot-Skills x.com Copilot Skills is a system for organizing domain knowledge into reusable, discoverable ski 3 GitHub Copilot 54 60,469 tok
u9401066/template-is-all-you-need AI-assisted development project template with Claude Skills, Memory Bank, and Constitution 3 GitHub Copilot 1 3,378 tok
yurakawa/mskills npmjs.com mskills is a CLI tool to manage "Agent Skills" for various AI agents. 3 Codex, GitHub Copilot, OpenCode 5 3,477 tok
emilianoeloi/ios-WK-UI-WebView 🦖 The COBOL of Apple: a battle-tested Objective-C UIWebView/WKWebView legacy lab — loving 3 Codex, GitHub Copilot, OpenCode 3 1,506 tok
kunalsuri/ai-fication-kit AI-Fication Kit: A Simple & Elegant Way for Making any Codebase AI-native through Scaffold 3 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,338 tok
Heretyc/subagent-mcp npmjs.com subagent-mcp is an MCP stdio server that turns an AI coding assistant (Claude Code, Codex, 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 7,922 tok
ncaq/konoka AI prompts, agents, and skills as loadable plugins. 3 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,369 tok
stdin/buy-vs-build Stop AI coding agents from adding dependency and build ownership without a decision note. 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 2,240 tok
apervashov/typescript-learning-assistant apervashov.github.io Learn TypeScript with Handbook-aligned exercises, a local progress tracker, and AI mentor 3 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 2,660 tok
Wittlesus/cursorrules-pro wittlesus.github.io Professional .cursorrules configs for 8 popular stacks. Works with Cursor, Cline, Claude C 3 Claude Code, GitHub Copilot 2 2,243 tok
mvtandas/wordpress-claude-stack Drop-in AI coding setup for WordPress developers — CLAUDE.md + .cursorrules + Copilot inst 3 Claude Code, GitHub Copilot, Cursor 3 2,590 tok
juwonllee2024-dotcom/rulesync The ESLint & Babel for AI Agent Rules — Compile, lint, optimize, and sync instructions acr 3 Claude Code, Codex, GitHub Copilot, OpenCode, Windsurf 4 882 tok
taberoajorge/loopforge Desktop AI loop orchestrator that drives open source coding CLIs (Claude Code, Codex, Curs 3 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 15 2,917 tok
syedasad-kiwi/mongodb-mcp-bridge A powerful Model Context Protocol (MCP) server implementation for MongoDB integration 3 GitHub Copilot 1 188 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
GlacierXiaowei/structured-learning-skill Structured Learning Skill - The first AI teaching skill with **dual-mode switching**. Conc 3 GitHub Copilot 1 573 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
jim-schilling/splurge-ai-rules Splurge Cursor AI Rules 3 GitHub Copilot 1 3,215 tok
tecnomanu/agent-rules-kit-mcp MCP Server for Agent Rules Kit - Tools for agent rules management 3 GitHub Copilot 1 3,784 tok
oculus-samples/Unity-VirtualCameraPublisher A Sample Project for the Virtual Camera Publisher API in Unity 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 1,080 tok
weteach-app/copilot Example of instructions and agents that can be used with GitHub Copilot 3 Claude Code, Codex, GitHub Copilot 14 15,227 tok
S13G/engineering-standards-plugin Cross-domain software engineering standard principles for AI coding agents (Claude Code, C 3 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 3,971 tok
DrozmotiX/ioBroker-Copilot-Instructions 3 GitHub Copilot 1 1,791 tok
synthable/copilot-instructions-cli A modular CLI for building, layering, and managing powerful instruction sets for GitHub Co 3 GitHub Copilot 1 520 tok
WenBin6/thesis-md-word-workflow A standard SOP skill for quickly drafting papers with AI tools, which can be combined with 3 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 1,153 tok
TypeFox/Coding.Waterkant.2025 Project for Coding.Waterkant 2025 3 GitHub Copilot 1 1,514 tok
RajanChavada/Rosetta CLI tool that scaffolds and syncs agentic AI rules/skills across distinct and fragmented I 3 Claude Code, GitHub Copilot, Cursor 3 1,849 tok
jamestorrevillas/dev-skills A modular AI skill library for software engineers. 37 SKILL.md files covering technical, s 3 GitHub Copilot 1 1,484 tok
SecondLifes/delphi-expert An opinionated ecosystem of rules, skills and steerings to elevate Delphi development to s 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 11,182 tok
humzakt/dev-starter-kit Production-ready starter repository with CI/CD workflows, issue templates, incident runboo 3 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,704 tok
sarkarsaurabh27/agent-loop-learning Reference library and skill toolkit for auditing, reviewing, and improving LLM-based agent 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 2,833 tok
SJTU-YONGFU-RESEARCH-GRP/open-verilog-workbench This directory configures how issues, instructions, and AI assistants (Copilot/agents) beh 3 GitHub Copilot 1 1,908 tok
hyperpolymath/boj-server hyperpolymath.github.io One MCP stdio endpoint for a whole toolchain — GitHub, GitLab, cloud, mail, browser and re 3 GitHub Copilot 1 510 tok
maxmash1/dotnet-react-starter-demo A .NET 8 + React 18 template app pre-configured with GitHub Copilot customizations (agents 3 GitHub Copilot 1 3,962 tok
abhishekrai43/VulScan-MCP marketplace.visualstudio.com Security vulnerability scanner for VS Code. Scans dependencies for CVEs from NVD/OSV datab 3 GitHub Copilot 1 833 tok
nam20485/agent-instructions Custom instructions "pseudocode scripting" framework used by GitHub Copilot, Gemini Code A 3 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,883 tok
trsdn/github-copilot-agent Blueprint repo to build Copilot instruction prompts and custom agents using GitHub Copilot 3 GitHub Copilot 1 590 tok
rwx-cloud/skills 3 Codex, GitHub Copilot, OpenCode 2 613 tok
MWG-Logan/Central-Memory-MCP mwg-logan.github.io A custom fork of @modelcontextprotocol/server-memory using Azure Functions MCP triggers an 3 GitHub Copilot 1 2,139 tok
ssdeanx/ssd-ai MCP server 3 Claude Code, Codex, GitHub Copilot, OpenCode 24 19,124 tok