How real projects configure their agents

3,523 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 agents7,450Claude Code6,586Data and AI3,698Backend and APIs3,488Languages3,402Planning3,191Git and workflow3,129Code review2,728Memory and context2,353Testing2,330DevOps and cloud2,293Research2,288Writing and docs2,283Frontend2,242Security1,990Productivity1,704

All Claude Code32,053 Codex23,184 OpenCode21,956 GitHub Copilot3,523 Gemini CLI1,906 Cursor1,729 Windsurf98 Kiro64

Project Stars Configures Files Always loaded
nirholas/Binance-US-MCP A Model Context Protocol (MCP) server for Binance.US API. Provides standardized access to 24 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 861 tok
nirholas/x402-deploy nirholas.github.io Turn any API or MCP server into a paid service with x402 24 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 652 tok
fredrikc3-sketch/VibeConfigStarterKit Starter kit for VibeConfig 24 GitHub Copilot 1 2,151 tok
huanyingtianhe/agents-chat wljytt.japaneast.cloudapp.azure.com An open-source AI agent platform for orchestrating, and collaborating with multiple AI age 24 Claude Code, Codex, GitHub Copilot 5 1,522 tok
jyjeanne/crustly A blazingly fast, privacy first (work with local LLMs), memory-efficient terminal-based AI 24 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,137 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
gvkhosla/pi-tinker Fine-tune open-source models with Tinker from inside Pi — managed improve loops, data prep 24 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 24 GitHub Copilot 1 1,186 tok
hoangsonww/WealthWise-Finance-Tracker wealthwisefinancial.vercel.app A full-stack personal finance manager powered by Agentic AI, MCP, Next.js, Express, MongoD 24 Claude Code, Codex, GitHub Copilot, OpenCode 18 8,369 tok
microsoft/Agent365-nodejs 24 Claude Code, GitHub Copilot 10 3,820 tok
x402agent/solana-clawd solanaclawd.com AI will not become truly useful at global scale until actions become verifiable. Clawd tur 24 Claude Code, GitHub Copilot 2 49 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 4,816 tok
kevinevans1/genai_wiki demo repo for generating documentation using Gen AI. 24 GitHub Copilot 1 405 tok
axsaucedo/agent_data_duckdb 24 Claude Code, GitHub Copilot 2 1,382 tok
bitovi/cascade-mcp cascade.bitovi.com MCP tools that help software teams. Integrates Figma and Jira. 24 Claude Code, Codex, GitHub Copilot 12 3,769 tok
frostyard/snosi A bootable container image build system using mkosi for creating Debian-based bootable con 24 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 13 24,274 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 69 7,583 tok
HypoxanthineOvO/Hypo-Workflow Serialized prompt execution engine for AI agents — TDD pipeline, self-review, interrupt re 24 Claude Code, GitHub Copilot, Cursor, OpenCode 57 721 tok
decode-orc/decode-orc decode-orc.github.io The -decode orchestration and processing engine 24 Claude Code, Codex, GitHub Copilot, OpenCode 5 7,016 tok
lucascherzer/iron iron - P2P mesh network based on iroh 24 Codex, GitHub Copilot, OpenCode 2 1,153 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
Thepizzapie/BuildersGate Agentic game development for building games with AI Agents. Run one session per seat: art, 24 Claude Code, GitHub Copilot 2 2,878 tok
Dkm0315/frappe-agent hol.org Frappe, ERPNext, and Frappe ecosystem agent plugin for Codex, Claude Code, Cursor, Copilot 24 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,181 tok
Intersect-Collaborations-LLC/research-workflow-assistant Open-source AI research assistant for VS Code + GitHub Copilot. Connects to PubMed, OpenAl 24 Claude Code, GitHub Copilot 13 7,170 tok
WYRE-AI/ninjaone-mcp conduit.wyre.ai MCP server for NinjaOne — device monitoring, patching, scripting, and alert management too 24 GitHub Copilot 1 857 tok
kinncj/MAPLE A comprehensive template for building applications with AI-powered development agents Thi 24 Claude Code, Codex, GitHub Copilot, OpenCode 7 5,747 tok
pratikxpanda/agentskills-sdk A Python SDK for discovering, retrieving, and serving Agent Skills to LLM agents - with pr 24 GitHub Copilot 1 2,125 tok
rezaho/MARSYS marsys.ai Multi-Agent Reasoning Systems 24 GitHub Copilot 2 4,189 tok
sinanata/unreal-umg-design-system A drop-in design system for Unreal Engine UMG: design tokens, themed C++ widgets, 120 vect 24 Codex, GitHub Copilot, OpenCode 2 3,632 tok
AyobamiH/openclaw-operator ayobamih.github.io Self-hosted AI operations control plane built on OpenClaw. 24 Codex, GitHub Copilot, OpenCode 2 2,256 tok
ar27111994/penpot-mcp skills.sh AI-agent skill for creating, auditing, and maintaining Penpot design systems, prototypes, 24 GitHub Copilot 1 964 tok
sandraschi/freecad-mcp FreeCAD 3D CAD automation via FastMCP — headless document/export plus FluidX3D/OpenFOAM CF 24 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,715 tok
atopile/cell-sim 24 Claude Code, GitHub Copilot 2 10,286 tok
chef/win32-process A Ruby library that adds or redefines several methods for the Process module 24 GitHub Copilot 1 4,192 tok
Insight-Services-APAC/ingenious blog.insight-services-apac.dev General-purpose Gen AI Accelerator developed for Insight APAC projects 24 Claude Code, Codex, GitHub Copilot, OpenCode 41 3,172 tok
kston83/react-ai-template AI-Ready React Template: A feature-based React architecture optimized for AI-assisted deve 23 Claude Code, Codex, GitHub Copilot, OpenCode 4 940 tok
capiscio/a2a-demos capisc.io Demo agents showcasing CapiscIO Agent Guard and MCP Guard — trust badges, identity verific 23 GitHub Copilot 1 901 tok
wangjianjq/Skill Auto agents 23 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 45 8,297 tok
knaisoma/data-olympus Governance-grade, OKF-compatible knowledge-base format with a single-writer MCP server and 23 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,724 tok
Cognipeer/console cognipeer.github.io Open-source, self-hosted AI gateway for multi-tenant orgs: OpenAI-compatible LLM routing, 23 Codex, GitHub Copilot, OpenCode 2 7,308 tok
HE1780/deer-flow-by-cc 23 Claude Code, Codex, GitHub Copilot 2 1,713 tok
letsdev-it/sessfind CLI tool to search and resume AI sessions across Github Copilot, Claude Code, OpenCode, Co 23 Codex, GitHub Copilot, OpenCode 2 847 tok
sahajamit/VidSnatch YouTube toolkit for humans and AI agents — CLI, web UI, and MCP server. Search, download, 23 Claude Code, GitHub Copilot 2 3,950 tok
JaxonJP/beamer-skill A Claude Code skill for creating, compiling, reviewing, and polishing academic Beamer LaTe 23 GitHub Copilot 1 1,539 tok
amit-nayar/android-adb-skill AI coding agent skills for Android device automation via ADB — screenshots, UI inspection, 23 Claude Code, Codex, GitHub Copilot, OpenCode 3 560 tok
lihenair/techtranslate Technical article translation 23 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 369 tok
Contrast-Security-OSS/mcp-contrast MCP Server for Contrast Security 23 Claude Code, Codex, GitHub Copilot, OpenCode 15 8,934 tok
Ogro-Projukti/codegenome codegenome.pages.dev Turn your codebase into a living knowledge graph. An MCP server using tree-sitter to strea 23 Codex, GitHub Copilot, OpenCode 2 1,072 tok