How real projects configure their agents

43,533 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 agents7,510Claude Code6,601Data and AI3,691Backend and APIs3,489Languages3,402Planning3,208Git and workflow3,142Code review2,734Memory and context2,361Testing2,349DevOps and cloud2,296Research2,292Writing and docs2,291Frontend2,248Security2,004Productivity1,708

All Claude Code32,107 Codex23,261 OpenCode22,036 GitHub Copilot3,542 Gemini CLI1,912 Cursor1,737 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
Azure/azure-mcp aka.ms The Azure MCP Server, bringing the power of Azure to your agents. 1,223 GitHub Copilot 1 246 tok
apache/incubator-xtable xtable.apache.org Apache XTable (incubating) is a cross-table converter for lakehouse table formats that fac 1,222 Codex, OpenCode 1 1,691 tok
sashiko-dev/sashiko sashiko.dev Agentic review of Linux Kernel code changes 1,221 Gemini CLI 1 1,744 tok
AvdLee/Xcode-Build-Optimization-Agent-Skill rocketsim.app An Agent Skill helping you to optimize Xcode incremental and clean builds by running bench 1,217 Claude Code, Codex, GitHub Copilot, OpenCode 2 1,265 tok
mongodb/js-bson BSON Parser for node and browser 1,216 Claude Code, Codex, OpenCode 2 1,402 tok
hoangnb24/repository-harness Turn any repo into an agent-ready workspace for Claude Code, Codex, Cursor, and other codi 1,215 Claude Code, Codex, OpenCode 7 393 tok
sunchaokun/PPT-Design-Skill sunchaokun.github.io Precision PPT design skill for OpenCode/Claude Code/Codex, with 40,000+ styles, pixel-perf 1,215 Claude Code, Codex, OpenCode 2 581 tok
daaain/claude-code-log daaain.github.io A Python CLI tool that converts Claude Code transcript JSONL files into readable HTML / Ma 1,214 Claude Code 6 1,376 tok
Arize-ai/openinference arize-ai.github.io OpenTelemetry Instrumentation for AI Observability 1,213 Claude Code, Codex, OpenCode 10 1,067 tok
mem9-ai/mem9 Unlimited memory for OpenClaw 1,210 Claude Code, Codex, OpenCode 2 3,039 tok
newrelic/newrelic-ruby-agent docs.newrelic.com New Relic RPM Ruby Agent 1,209 Claude Code 2
persian-tools/persian-tools persian-tools.usestrict.dev A comprehensive, high-performance TypeScript toolkit for Persian (Farsi) text, numbers, va 1,209 Codex, GitHub Copilot, OpenCode 5 4,011 tok
modu-ai/moai-adk adk.mo.ai.kr Agentic development harness for Claude Code — SPEC-driven plan/run/sync, TRUST 5 quality g 1,207 Claude Code, Codex, OpenCode 23 7,996 tok
NomaDamas/slides-grab nomadamas.github.io Best harness + editor + linter for generating slides in Claude Code / Codex - Claude Desig 1,207 Codex, OpenCode 1 1,543 tok
graphframes/graphframes graphframes.io GraphFrames is a package for Apache Spark which provides DataFrame-based Graphs 1,206 Codex, OpenCode 1 1,839 tok
Deuz-AI/Deuz-SDK deuz-sdk.tech Zero-dependency TypeScript framework for production AI agents: durable execution, long-ter 1,203 Claude Code, Codex, OpenCode 3 6,587 tok
K-Dense-AI/k-dense-byok k-dense.ai An AI co-scientist running on your desktop. Claude Science but better. 1,202 Codex, OpenCode 1 13,072 tok
dartsim/dart dart.readthedocs.io Research-focused C++23 physics engine for robotics, animation, and machine learning, with 1,202 Claude Code, Codex, OpenCode 67 2,520 tok
mozilla-ai/any-agent docs.mozilla.ai A single interface to use and evaluate different agent frameworks 1,200 Claude Code, Codex, OpenCode 2 1,479 tok
EvolvingLMMs-Lab/LLaVA-OneVision-2 evolvinglmms-lab.github.io Fully Open Framework for Democratized Multimodal Training 1,200 OpenCode 8
drhelius/Gearboy x.com Game Boy / Game Boy Color / Super Game Boy emulator, debugger and embedded MCP server for 1,200 Claude Code 1
heyhuynhgiabuu/proxypal A desktop app that lets you use your AI subscriptions (Claude, ChatGPT, Gemini, GitHub Cop 1,198 Codex, OpenCode 1 716 tok
adamlyttleapps/claude-skill-app-onboarding-questionnaire A Claude Code skill that designs and builds high-converting questionnaire-style app onboa 1,198 Claude Code 1 730 tok
BankrBot/skills skills.bankr.bot Bankr Skills equip builders with plug-and-play tools to build more powerful agents. 1,197 Claude Code 1
omicverse/omicverse omicverse.readthedocs.io A python library for multi omics included bulk, single cell and spatial RNA-seq analysis. 1,195 Claude Code 31
TrafficGuard/typedai typedai.dev TypeScript AI platform with AI chat, Autonomous agents, Software developer agents, chatbot 1,194 Codex, OpenCode 1 4,307 tok
igorkasyanchuk/active_storage_validations igorkasyanchuk.com Do it like => validates :photos, attached: true, content_type: ['image/png', 'image/jpg', 1,191 Claude Code, Codex, Cursor, OpenCode 2 4,710 tok
handsome-rich/Awesome-Auto-Research-Tools A curated collection of automated research tools, covering literature search, paper readin 1,191 Claude Code 1 75 tok
polterguy/magic hyperlambda.dev Instant SECURE Full Stack Apps and AI Agents 1,189 Codex, OpenCode 1 650 tok
aklofas/kicad-happy AI coding agent skills for KiCad electronics design. Works with Claude Code and OpenAI Cod 1,188 Gemini CLI 1 1,207 tok
SamuelZ12/longcut longcut.ai The best way to learn from long videos 1,187 Claude Code 1 3,865 tok
Ido-Levi/Hephaestus Semi-Structured Agentic Framework. Workflows build themselves as agents discover what need 1,187 Claude Code, Codex, OpenCode 4 666 tok
nspady/google-calendar-mcp MCP integration for Google Calendar to manage events. 1,187 Claude Code, Codex, OpenCode 8 2,545 tok
alookai/alook alook.ai Rooms for people and agents. 1,183 Claude Code, Codex, OpenCode 2 2,262 tok
NVIDIA-NeMo/Gym docs.nvidia.com Evaluate and improve models and agents using environments 1,183 Claude Code, Codex, OpenCode 9 2,292 tok
huytieu/COG-second-brain Self-evolving second brain with 33 AI skills, 10 agents, and people CRM. Closed-loop harne 1,183 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 4 16,288 tok
sentient-agi/EvoSkill EvoSkill — An open-source framework that automatically discovers and synthesizes reusable 1,181 Claude Code 2
todo-for-ai/todo-for-ai todo4ai.org 🤖 A comprehensive task management system specifically designed for AI assistants. Support 1,181 Codex, OpenCode 1 84 tok
GetStream/stream-chat-react-native getstream.io 💬 React-Native Chat SDK ➜ Stream Chat. Includes a tutorial on building your own chat app 1,179 Claude Code, Codex, OpenCode 5 6,248 tok
GanyuanRan/Aegis Make AI coding agents architecture-aware: baseline-first, evidence-verified, drift-checked 1,179 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,847 tok
BiFangKNT/mtga A local-agent-based approach to bypassing IDE restrictions on fixed model providers 1,179 Codex, OpenCode 8 890 tok
keinsaasforever/better-chatbot app.keinsaas.com Formerly Better Chatbot. Navigator is an open-source AI workspace for agents, MCP and work 1,178 Codex, OpenCode 1 635 tok
Azure-Samples/chat-with-your-data-solution-accelerator azure.microsoft.com A Solution Accelerator for the RAG pattern running in Azure, using Azure AI Search for ret 1,177 GitHub Copilot 1 8,430 tok
johnpapa/vscode-peacock Subtly change the color of your Visual Studio Code workspace. Ideal when you have multiple 1,176 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,358 tok
Azure/GPT-RAG aka.ms Enterprise-grade accelerator for agentic RAG on Azure. Built on Microsoft Foundry with Fou 1,176 Codex, GitHub Copilot, OpenCode 6 4,111 tok
highcharts/highcharts-react highcharts.com The official Highcharts React library 1,174 Claude Code 1
sheshbabu/zen sheshbabu.com Selfhosted notes app. Single golang binary, notes stored as markdown within SQLite, full-t 1,174 Claude Code 4 2,685 tok
chen0416ccc-cpu/codex-windows-fast-patch-skill These skills guide agents in restoring local patches and feature toggles disabled or inval 1,174 Codex, OpenCode 1 558 tok
matthiasn/lotti matthiasn.github.io A private logbook with a staff of personal AI assistants. Agents read what you record and 1,173 Claude Code, Codex, OpenCode 12 4,149 tok
JKorf/Binance.Net cryptoexchange.jkorf.dev C#/.NET client library for the Binance.com cryptocurrency exchange REST and WebSocket APIs 1,172 Codex, GitHub Copilot, OpenCode 2 2,991 tok