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
JohnBreault/xlights-mcp-server MCP server for generating xLights light show sequences from music analysis 26 GitHub Copilot 10 231 tok
aotemiao/artemis An out-of-the-box Spring Cloud microservices foundation with built-in DDD/COLA layering, o 26 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,757 tok
numbersprotocol/capture-cam numbersprotocol.github.io A photo-sharing app with only verifiable photos and videos. 26 Claude Code, GitHub Copilot 2 2,337 tok
MiguelElGallo/iparq iparq.dev Inspect Parquet metadata, encodings, compression, indexes, and Bloom filters locally 25 GitHub Copilot 1 48 tok
michoelchaikin/awesome-netsuite-ai A curated list of awesome NetSuite AI resources, tools, articles, and community contributi 25 Codex, GitHub Copilot, OpenCode 2 1,693 tok
ai4curation/ai-gene-review ai4curation.github.io Demonstration of AI review of existing functional annotations 25 Claude Code, Codex, GitHub Copilot, OpenCode 23 14,753 tok
idoforgod/Vibe-learning-AgenticWorkflow Socratic AI Tutor Builder — 21-step agentic workflow for personalized education system 25 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 72 39,766 tok
ai4curation/curation-skills Claude skills for a variety of curation and knowledge-based tasks. We currently have 3 ski 25 Claude Code, Codex, GitHub Copilot, OpenCode 3 101 tok
gvkhosla/pi-tinker npmjs.com Fine-tune open-source models with Tinker from inside Pi — managed improve loops, data prep 25 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,540 tok
raphaelmansuy/adk-code adk-code 🚀 AI coding assistant for your terminal. Powered by Google's ADK framework with 25 GitHub Copilot 1 1,186 tok
x402agent/solana-clawd solanaclawd.com AI will not become truly useful at global scale until actions become verifiable. Clawd tur 25 Claude Code, GitHub Copilot 2 49 tok
microsoft/openclaw-dev An OpenClaw agent hosted in the cloud for development, testing and single tenant use cases 25 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,635 tok
bitovi/cascade-mcp cascade.bitovi.com MCP tools that help software teams. Integrates Figma and Jira. 25 Claude Code, Codex, GitHub Copilot 12 3,769 tok
decode-orc/decode-orc decode-orc.github.io The -decode orchestration and processing engine 25 Claude Code, Codex, GitHub Copilot, OpenCode 5 7,687 tok
Brad-Edwards/aptl brad-edwards.github.io SOC-in-a-Box for AI purple teaming 25 Claude Code, Codex, GitHub Copilot, OpenCode 9 1,547 tok
kinncj/MAPLE A comprehensive template for building applications with AI-powered development agents Thi 25 Claude Code, Codex, GitHub Copilot, OpenCode 7 5,879 tok
pratikxpanda/agentskills-sdk A Python SDK for discovering, retrieving, and serving Agent Skills to LLM agents - with pr 25 GitHub Copilot 1 2,240 tok
rezaho/MARSYS marsys.ai Multi-Agent Reasoning Systems 25 GitHub Copilot 2 4,189 tok
berkayoztunc/orquestra orquestra.dev orquestra is a free, open-source platform that instantly converts Solana program IDLs into 25 Claude Code, GitHub Copilot 10 1,321 tok
sruja-ai/sruja sruja.ai A CLI-first autonomous coding agent where the actor never grades itself. Every edit is gro 25 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 7,132 tok
hdl-tools/analog-chip-design-agents Analog HDL Design Full-stack Agents 25 GitHub Copilot 1 237 tok
gohypergiant/agent-skills agent-skills.accelint.io A collection of skills for AI coding agents. Skills are packaged instructions and scripts 25 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,658 tok
MarimerLLC/calendar-mcp Adjutant - a Model Context Protocol (MCP) server giving AI assistants unified access to em 25 Claude Code, GitHub Copilot 2 1,715 tok
jstxn/agentdir Local-first Maildir-inspired work mailstore for software agents 25 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,038 tok
marjoballabani/hypergrep A better grep for AI agents. Structural search, call graphs, impact analysis, semantic com 25 GitHub Copilot 1 414 tok
goldspanlabs/optopsy-mcp Rust-based rewrite of Optopsy: An options backtesting engine exposed via Model Context Pro 25 Claude Code, GitHub Copilot 2 8,111 tok
jmeyer1980/neurodivergent-memory A TypeScript-based MCP server implementing a memory system inspired by neurodivergent cogn 25 Claude Code, GitHub Copilot 3 1,325 tok
nocentino/sql-mcp-server nocentino.com SQL Server MCP demo - two MCP server patterns on SQL Server 2025: Data API Builder for CRU 25 GitHub Copilot 1 639 tok
eoinjordan/gb-studio-agent npmjs.com Claude or other MCP Agentic integration for GB Studio Automated game asset creation and pr 25 GitHub Copilot 1 1,116 tok
cajasmota/grafel Multi-repo code knowledge graphs for AI agents. Cross-repo linking, infrastructure topolog 25 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 6,537 tok
5throck/ai-workspace-standards Master configuration for Vibe Coding and Harness Engineering — workspace standards for Cla 25 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 73 22,740 tok
aiperceivable/apflow aiperceivable.com **AI-Perceivable Distributed Orchestration** apflow is a distributed task orchestration e 25 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,661 tok
atopile/cell-sim 25 Claude Code, GitHub Copilot 2 10,286 tok
Insight-Services-APAC/ingenious blog.insight-services-apac.dev General-purpose Gen AI Accelerator developed for Insight APAC projects 25 Claude Code, Codex, GitHub Copilot, OpenCode 41 3,172 tok
justinmichaelvieira/ezdmb A dead-simple digital menu board display and configuration, written in Python. 25 GitHub Copilot 1 1,301 tok
cyberAlchemyAI/Arcanum A repository of Sigils: standardized modules for agentic intelligence and system automatio 24 Claude Code, Codex, GitHub Copilot, OpenCode 70 527 tok
aixier/AI_Terminal 🚀 Claude Code API | CLI to API Platform | Transform Claude CLI, Gemini CLI, Cursor CLI in 24 GitHub Copilot 1 3,461 tok
streamnative/streamnative-mcp-server Developer-friendly MCP server bridging Kafka and Pulsar protocols—built with ❤️ by StreamN 24 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,643 tok
DimonSmart/NugetMcpServer .NET MCP server that gives LLMs real NuGet API metadata to reduce hallucinations 24 GitHub Copilot 1 348 tok
fredrikc3-sketch/VibeConfigStarterKit Starter kit for VibeConfig 24 GitHub Copilot 1 2,151 tok
r5rana/agentware Framework that makes your LLM self-aware, loops with self-learning and persistent memory t 24 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 34 4,731 tok
microsoft/Agent365-nodejs 24 Claude Code, GitHub Copilot 10 3,011 tok
SnapdragonPartners/maestro The Maestro App Factory: a highly-opinionated multi-agent orchestration tool for app devel 24 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,273 tok
kevinevans1/genai_wiki demo repo for generating documentation using Gen AI. 24 GitHub Copilot 1 405 tok
celesnity/Embinder celesnity.com Embinder makes the agent a resident of the app. Turn every traditional platform to AI-nati 24 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,247 tok
Orinks/AccessiWeather orinks.net A free desktop weather app. For the casual check-in or the deep dive. 24 Claude Code, Codex, GitHub Copilot, Kiro, OpenCode 70 6,313 tok
lucascherzer/iron iron - P2P mesh network based on iroh 24 Codex, GitHub Copilot, OpenCode 2 1,354 tok
oculus-samples/Unity-MetaXRInteractionSDK-AvatarSample This repository provides a comprehensive sample project showcasing the integration of Meta 24 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 1,027 tok
vtex-apps/search-result VTEX Search Result app 24 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,920 tok
wangjianjq/Skill Auto agents 24 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 45 8,297 tok