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
yuqizhang1228-blip/AI-color-system Generate a complete UI color system from brand emotional keywords · AI Skill for Cursor / 7 GitHub Copilot 1 7,097 tok
nitzano/psst-ai Whisper instructions to your favorite AI Code Editor (Github Copilot, Cursor, Windsurf...) 7 GitHub Copilot 1 654 tok
duthaho/copilot-instructions A comprehensive codebase of best practices, coding rules, and workflow automation for AI-a 7 GitHub Copilot 10 12,840 tok
hugobatista/copilot-instructions-unicode-injection Proof of Concept (PoC) demonstrating prompt injection vulnerability in AI code assistants 7 GitHub Copilot 1 1,064 tok
laststance/claude-plugin-dashboard npmjs.com Claude Plugin Dashboard CLI 7 GitHub Copilot 1 1,059 tok
dhar174/custom_github_copilot_agent_builder A framework for building customized, optimized custom Github Copilot agents using custom r 7 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 91 92,360 tok
247arjun/mcp-grep An MCP Server wrapper around the grep CLI tool 7 GitHub Copilot 1 211 tok
InfinitIQ-Tech/mcp-jira MCP Server for handling Jira issues 7 GitHub Copilot 1 269 tok
slbug/claude-ruby-grape-rails Claude Code plugin for Ruby, Rails, Grape, PostgreSQL, Redis, and Sidekiq development 7 Claude Code, GitHub Copilot 6 17,100 tok
wei/hn-mcp-server MCP Server for HackerNews using Algolia HackerNews API 7 GitHub Copilot 1 613 tok
FanMnz/ibmi-mcp-server Model Context Protocol server for IBM i AS/400 source member management with AI assistant 7 GitHub Copilot 1 2,124 tok
ZanzyTHEbar/mcp-memory-libsql-go 🧠 High-performance persistent memory system for Model Context Protocol (MCP) powered by l 7 GitHub Copilot 1 2,602 tok
artvepa80/Agents-Hefesto hefestoai.narapallc.com Release-truth gate for AI-generated code: catches hallucinated APIs, missing imports and c 7 Claude Code, GitHub Copilot 3 7,701 tok
chrisleekr/mcp-server-playground A playground for Model Context Protocol (MCP) server built with TypeScript and Streamable 7 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 2,633 tok
molavec/mcp-api-client 7 GitHub Copilot 1 321 tok
WesleySmits/agent-skills 43 production-ready skills for AI coding agents. Works with Claude, GitHub Copilot, Cursor 7 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,432 tok
Wolfe-Jam/faf-mcp faf.one Persistent Project Context for Cursor, IDEs and VS Code — IANA-registered .faf format · 29 7 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 2,473 tok
Devlaner/loomy loomy.devlane.dev Loomy is an open-source collaborative whiteboard. Create infinite boards, invite your team 7 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 4,094 tok
lukasmetzler/agenteval Lint, benchmark, and score your AI coding instructions. Stop guessing, start measuring. 7 Claude Code, GitHub Copilot 3 1,534 tok
gosha70/code-copilot-team gosha70.github.io Enforceable, provider-neutral harness for multi-agent AI coding: spec-driven workflow, cro 7 Claude Code, GitHub Copilot 20 31,969 tok
aycanozarpaci/seo-pro-max-skill Production-grade SEO setup skill for AI coding agents (Claude Code, Cursor, Windsurf, Clin 7 GitHub Copilot 1 20,549 tok
popoloni/non_deterministic_sw_eng Companion repository for Non-Deterministic Software Engineering book by Enrico Papalini 7 GitHub Copilot 3 782 tok
rijuvashisht/Magneto landing-fsmpg96k6-rijuvashisht-1233s-projects.vercel.app The modern AI developer's platform - Build Applications bring any agent, any model, any sy 7 Claude Code, GitHub Copilot 5 214 tok
php-opcua/laravel-opcua php-opcua.com OPC UA client integration for Laravel with Facade, named connections, and an optional pers 7 Claude Code, Codex, GitHub Copilot 2 541 tok
shiiman/claude-code-plugins 7 Claude Code, Codex, GitHub Copilot, OpenCode 9 4,554 tok
sumithr/sumo-qa pypi.org MCP server that brings senior-QA discipline to AI coding assistants — test planning, TDD, 7 Claude Code, Codex, GitHub Copilot, OpenCode 9 2,650 tok
sandraschi/filesystem-mcp FastMCP 3.2.0+ server plus webapp for comprehensive file system operations, Git repository 7 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 8 1,626 tok
clouatre-labs/aptu-coder aptu-coder: MCP server for AST analysis, call graphs, and code structure (tree-sitter) 7 Codex, GitHub Copilot, OpenCode 5 3,090 tok
fakiho/neohive neohive.alionix.com One command. Your AI agents can talk to each other. The MCP collaboration layer for Claude 7 Claude Code, GitHub Copilot, Cursor, Gemini CLI 19 5,336 tok
dotnetpower/infomesh 🕸️ Fully decentralized P2P search engine for LLMs — no API key, no billing, forever free. 7 GitHub Copilot 1 16,254 tok
VMAFx/vmafx vmafx.dev VMAFx: perceptual video quality assessment (VMAF), GPU-accelerated and SIMD-tuned. CUDA, S 7 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode, Windsurf 53 11,533 tok
nvdigitalsolutions/mcp-ai-wpoos nvdigitalsolutions.com NV Digital Open Operator System (NV oOS) is an Object-Oriented AI Framework/Harness for Wo 7 Codex, GitHub Copilot, OpenCode 2 11,098 tok
jahales/mcp-zoekt MCP server for Zoekt code search - enables AI assistants (GitHub Copilot, Claude) to searc 7 GitHub Copilot 9 —
joshsmithxrm/power-platform-developer-suite joshsmithxrm.github.io Pro-grade tooling for Power Platform developers 7 Claude Code, GitHub Copilot 30 1,152 tok
archimedes-run/omniHarness archimedes.run OmniHarness is an open-source super agent harness that orchestrates sub-agents, persistent 7 Claude Code, Codex, GitHub Copilot 12 1,717 tok
sabbour/agentweaver sabbour.me Run an AI agent on a task inside a sandboxed git worktree, stream every step live, and gat 7 Claude Code, Codex, GitHub Copilot, OpenCode 59 1,009 tok
smaramwbc/statewave-web statewave.ai Official website for Statewave — open-source memory runtime for AI agents 7 Codex, GitHub Copilot, OpenCode 2 1,633 tok
omkhar/vulnerability-validation-skill 7 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 3,473 tok
nitrodevco/turbo-cloud 7 Claude Code, Codex, GitHub Copilot, OpenCode 3 41,484 tok
mozilla/blender mozilla.github.io 7 Claude Code, Codex, GitHub Copilot, OpenCode 4 319 tok
hakula139/nixos-config My Nix environment, including the agent harness used to build kiln and oxide-code with aut 7 Claude Code, Codex, GitHub Copilot, OpenCode 7 819 tok
shamimfahad/adlc-toolkit A spec-driven pipeline that makes building with AI fast, accountable, and cumulative. 7 GitHub Copilot 1 762 tok
MarimerLLC/csla-mcp An extensible MCP server for CSLA .NET syntax. 7 GitHub Copilot 1 287 tok
intelligent-ears/pd-tools-mcp A Model Context Protocol (MCP) server that integrates [ProjectDiscovery](https://projectdi 7 GitHub Copilot 1 130 tok
scorbo2/mcp-light An extremely lightweight MCP server implementation for Java applications. 7 Codex, GitHub Copilot, OpenCode 2 1,386 tok
The-Utopia-Studio/skills the-utopia-studio.github.io Operator-grade AI skill marketplace for The Utopia Studio — 357 curated skills across GTM 7 Claude Code, Codex, GitHub Copilot, OpenCode 3 948 tok
rmyndharis/aimhooman aimhooman teaches coding agents Git etiquette—keeping agent memory, internal instructions, 7 Codex, GitHub Copilot, Gemini CLI, Kiro, OpenCode 4 3,319 tok
dirnbauer/typo3-skills 61 Agent Skills that teach Claude Code, Codex, Cursor and Gemini how to build, upgrade and 7 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode, Windsurf 5 6,893 tok
sandraschi/dreame-mcp FastMCP 3.1 MCP server and webapp for the Dreame D20 Pro Plus robot vacuum. 7 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 759 tok
natecostello/genechat-mcp MCP server for conversational personal genomics — query your whole-genome sequencing data 7 Claude Code, GitHub Copilot 2 5,705 tok