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
nyldn/claude-octopus reddit.com Run multiple AI models against the same research, design, or coding task. Surface disagree 4,388 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,205 tok
camunda/camunda camunda.com Agentic Orchestration Platform 4,352 Claude Code, Codex, GitHub Copilot, OpenCode 46 6,991 tok
LycheeOrg/Lychee lycheeorg.dev A great looking and easy-to-use photo-management-system you can run on your server, to man 4,330 Codex, GitHub Copilot, OpenCode 2 4,686 tok
arcboxlabs/arcbox arcbox.dev Run AI agents on real and isolated machines — own kernel, filesystem, and network — with < 4,251 Codex, GitHub Copilot, OpenCode 2 6,069 tok
microsoft/apm microsoft.github.io Agent Package Manager 4,246 Claude Code, Codex, GitHub Copilot 52 11,514 tok
foru17/neko-master A modern and elegant dashboard for network traffic visualization and analysis. 4,243 Claude Code, Codex, GitHub Copilot, OpenCode 9 3,328 tok
groupultra/telegram-search search.lingogram.app 🔍 Export and fuzzy search your Telegram chat history | Export and fuzzy search your Teleg 4,140 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 5 2,384 tok
modelcontextprotocol/rust-sdk docs.rs The official Rust SDK for the Model Context Protocol 4,093 GitHub Copilot 1 613 tok
thomasnordquist/MQTT-Explorer mqtt-explorer.com An all-round MQTT client that provides a structured topic overview 4,092 GitHub Copilot 1 2,582 tok
atopile/atopile atopile.io Design circuit boards with code! ✨ Get software-like design reuse 🚀, validation, version 4,042 Claude Code, Codex, GitHub Copilot, OpenCode 25 5,851 tok
sourcebot-dev/sourcebot sourcebot.dev Sourcebot is a self-hosted tool that helps humans and agents understand your codebase. 4,019 GitHub Copilot 1 —
samuelgursky/davinci-resolve-mcp MCP server integration for DaVinci Resolve Studio 3,953 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 30 7,212 tok
Mesh-LLM/mesh-llm meshllm.cloud Distributed AI/LLM for the people. Share compute privately or publicly to power your agent 3,952 Claude Code, Codex, GitHub Copilot, OpenCode 32 4,838 tok
yvgude/lean-ctx leanctx.com LeanCTX is the Context Gateway for AI Systems. Select task-relevant context, apply support 3,931 Codex, GitHub Copilot, Kiro, OpenCode, Windsurf 4 6,577 tok
ivbeg/awesome-status-pages Awesome list of status page open source software, services and public status pages of majo 3,843 Claude Code, Codex, GitHub Copilot, OpenCode 3 243 tok
microsoft/mcp Catalog of official Microsoft MCP (Model Context Protocol) server implementations for AI-p 3,835 Codex, GitHub Copilot, OpenCode 2 8,851 tok
AvdLee/SwiftUI-Agent-Skill Add expert SwiftUI Best Practices guidance to your AI coding tool (Agent Skills open forma 3,830 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,462 tok
mckinsey/vizro vizro.readthedocs.io Vizro is a low-code toolkit for building high-quality data visualization apps. 3,821 Claude Code, Codex, GitHub Copilot, OpenCode 3 832 tok
dathere/qsv qsv.dathere.com Blazing-fast, Neuro-symbolic Data-Wrangling toolkit 3,819 Claude Code, GitHub Copilot, Gemini CLI 6 2,571 tok
ascending-llc/jarvis-registry jarvisregistry.com Connect any AI copilot or autonomous agent to your enterprise tools — through a single, se 3,813 Claude Code, Codex, GitHub Copilot, OpenCode 5 5,723 tok
bytebase/dbhub dbhub.ai Token conscious database MCP server for Postgres, MySQL, SQL Server, Oracle, MariaDB, SQLi 3,793 Claude Code, GitHub Copilot 4 4,070 tok
geekjourneyx/md2wechat-skill md2wechat.cn Markdown to WeChat CLI | One-click formatting and publishing to WeChat Official Accounts: 3,780 Claude Code, Codex, GitHub Copilot, OpenCode 3 10,744 tok
Ar9av/obsidian-wiki Framework for AI agents to build and maintain a digital brain through Obsidian wiki | Memo 3,691 Claude Code, Codex, GitHub Copilot, Gemini CLI, Kiro, OpenCode 8 5,519 tok
open-wa/wa-automate-nodejs openwa.dev 💬 🤖 The most reliable tool for chatbots with advanced features. Be sure to 🌟 this rep 3,676 Codex, GitHub Copilot, OpenCode 2 2,814 tok
modelscope/evalscope modelscope.github.io A streamlined and customizable framework for efficient large model (LLM, VLM, AIGC) evalua 3,655 Codex, GitHub Copilot, OpenCode 2 3,233 tok
OpenCloudGaming/OpenNOW Custom GeForce Now Client Named OpenNOW 3,555 Claude Code, Codex, GitHub Copilot, OpenCode 4 3,647 tok
agavra/tuicr tuicr.dev a code review TUI with vim keybindings 3,534 Codex, GitHub Copilot, OpenCode 2 12,392 tok
taylorwilsdon/google_workspace_mcp workspacemcp.com Control Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Search & Drive w 3,478 GitHub Copilot 1 1,153 tok
ding113/claude-code-hub cch-plus.com A modern Claude Code & Codex API proxy service providing intelligent load balancing, user 3,397 Claude Code, Codex, GitHub Copilot, OpenCode 9 1,516 tok
bradygaster/squad bradygaster.github.io Squad: AI agent teams for any project 3,327 Claude Code, Codex, GitHub Copilot 37 2,314 tok
FluidInference/FluidAudio docs.fluidinference.com Frontier CoreML audio models in your apps — text-to-speech, speech-to-text, voice activity 3,265 Claude Code, Codex, GitHub Copilot, OpenCode 7 3,845 tok
AvaloniaCommunity/awesome-avalonia A collection of interesting libraries and tools for Avalonia project. 3,249 GitHub Copilot 1 1,736 tok
oceanbase/seekdb seekdb.ai The AI-Native Search Database. Best for agent storage, it unifies vector, text, structured 3,230 Claude Code, Codex, GitHub Copilot, OpenCode 4 552 tok
microsoft/Generative-AI-for-beginners-dotnet aka.ms Five lessons, learn how to really apply AI to your .NET Applications 3,204 Claude Code, Codex, GitHub Copilot, OpenCode 5 6,360 tok
microsoft/skills microsoft.github.io Skills, MCP servers, Custom Agents, Agents.md for SDKs to ground Coding Agents 3,177 Claude Code, GitHub Copilot 8 2,575 tok
sonos/tract Tiny, no-nonsense, self-contained, Tensorflow and ONNX inference 3,111 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,717 tok
pulumi/kubespy pulumi.com Tools for observing Kubernetes resources in real time, powered by Pulumi. 3,085 GitHub Copilot 1 1,506 tok
visa/visa-vulnerability-agentic-harness Visa Vulnerability Agentic Harness 3,052 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,744 tok
Shelf-nu/shelf.nu shelf.nu A free open source IT asset / Equipment / management and scheduling system. 3,051 Claude Code, Codex, GitHub Copilot, OpenCode 22 15,281 tok
dataplat/dbatools dbatools.io 🚀 SQL Server automation and instance migrations have never been safer, faster or freer 2,858 Claude Code, Codex, GitHub Copilot, OpenCode 16 6,598 tok
HarleyCoops/Math-To-Manim Create Epic Math and Physics Animations & Study Notes From Text and Images. 2,837 Claude Code, Codex, GitHub Copilot, OpenCode 7 12,166 tok
simonoppowa/OpenNutriTracker 🍴 OpenNutriTracker is a free and open source calorie tracker with a focus on simplicity a 2,818 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,887 tok
SRombauts/SQLiteCpp srombauts.github.io SQLiteC++ (SQLiteCpp) is a smart and easy to use C++ SQLite3 wrapper. 2,807 Claude Code, Codex, GitHub Copilot, OpenCode 18 3,651 tok
microsoft/clarity clarity.microsoft.com A behavioral analytics library that uses dom mutations and user interactions to generate a 2,781 Claude Code, GitHub Copilot 2 3,256 tok
nteract/semiotic semiotic.nteract.io React data visualization library for streaming, networks, and AI-assisted development 2,717 Claude Code, Codex, GitHub Copilot, OpenCode 5 1,889 tok
alexbelgium/hassio-addons My homeassistant addons 2,646 Claude Code, GitHub Copilot 6 3,193 tok
nunit/nunit nunit.org NUnit Framework 2,632 Claude Code, Codex, GitHub Copilot, OpenCode 10 724 tok
microsoft/foundry-local foundrylocal.ai 2,617 GitHub Copilot 15 11,623 tok
harbor-framework/terminal-bench-1 tbench.ai A benchmark for LLMs on complicated tasks in the terminal 2,614 Claude Code, GitHub Copilot 2 1,389 tok
wondelai/skills skills.wondel.ai Wondel.ai Agent Skills — Business, Marketing, UX & Coding Frameworks from Bestselling Book 2,602 Claude Code, GitHub Copilot, Cursor 3 4,287 tok