How real projects configure their agents

23,307 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 agents7,541Claude Code6,614Data and AI3,687Backend and APIs3,492Languages3,397Planning3,211Git and workflow3,159Code review2,735Memory and context2,362Testing2,357DevOps and cloud2,306Writing and docs2,299Research2,296Frontend2,252Security2,009Productivity1,710

All Claude Code32,137 Codex23,307 OpenCode22,079 GitHub Copilot3,547 Gemini CLI1,916 Cursor1,738 Windsurf121 Kiro77

Project Stars Configures Files Always loaded
cdesktop-ai/cdesktop cdesktop.ai Open-source Claude Code Desktop alternative. Use any provider/model. Web UI for Claude Cod 131 Claude Code, Codex, OpenCode 2 1,008 tok
UR-SillyB/AirFerry Fully offline optical file transfer: browser-extension sender <-> Android receiver via QR 131 Codex, OpenCode 1 35,089 tok
snchimata/tokenfold Private, provider-neutral context compression for LLMs. Reversibly compress schemas and lo 131 Codex, OpenCode 1 894 tok
agentailor/fullstack-langgraph-nextjs-agent Production-ready Next.js template for building AI agents with LangGraph.js. Features MCP 130 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,467 tok
aberemia24/code-executor-MCP 130 Codex, Gemini CLI, OpenCode 2 2,065 tok
autopkg/dataJAR-recipes datajar.co.uk Elegant and powerful Apple services for business and education. 130 Claude Code, Codex, GitHub Copilot 3 2,198 tok
Menfre01/waveloom A terminal Code Agent customized for DeepSeek prefix caching (pure Go), with a 95–99% cach 130 Claude Code, Codex, OpenCode 1 3,069 tok
SeoNaRu/lexguard-mcp An MCP server that helps the general public easily look up legal information through AI. S 130 Codex, Cursor, OpenCode 2 629 tok
microsoft/fabric-rti-mcp MCP server for Fabric Real-Time Intelligence (https://aka.ms/fabricrti) supporting tools f 130 Claude Code, Codex, GitHub Copilot 2 1,346 tok
huseyinstif/oculos If it's on the screen, it's an API. Control any desktop app via REST + MCP. Rust. 130 Codex, OpenCode 1 1,678 tok
bernatvadell/muonline 130 Claude Code, Codex, OpenCode 2 6,460 tok
lynx-family/lynx-website lynxjs.org Official Website of the Lynx Family 130 Claude Code, Codex, OpenCode 3 1,998 tok
ljxpython/ai-agent-platform AI agent platform development—using testing as an example, this project builds a practical 130 Claude Code, Codex, OpenCode 8 1,529 tok
sanqiufong/slides-from-anything Turn anything into slides 130 Claude Code, Codex, OpenCode 2 2,522 tok
appautomaton/agent-designer appautomaton.com Portable SKILLs workspace for Claude Code, Codex, and Gemini — issue-driven workflows and 130 Codex, OpenCode 1 199 tok
ambient-code/platform ambient-code.github.io Vision/Mission https://ambient-code.ai : Virtual team management and collaboration platfor 130 Claude Code, Codex, OpenCode 13 2,311 tok
geongeorge/picture-it Photoshop for agents 130 Claude Code, Codex, OpenCode 2 1,540 tok
db-ux-design-system/core-web design-system.deutschebahn.com DB UX Design System monorepo - Provides Design Tokens and components for Web UIs 130 Claude Code, Codex, GitHub Copilot, Kiro, OpenCode 6 18,208 tok
vectora-foundry/native-devtools-mcp npmjs.com MCP server for computer use & browser automation - screenshot, OCR, click, type, find_tex 130 Codex, OpenCode 1 8,302 tok
pnp/cli-microsoft365-mcp-server npmjs.com Manage Microsoft 365 using MCP server 130 Claude Code, Codex 2
Ryder-MHumble/Meldwork ryder-mhumble.github.io Local-first AI agent workspace for multi-agent collaboration, agent orchestration, scoped 130 Codex, OpenCode 1 429 tok
ProfessionalWiki/MediaWiki-MCP-Server professional.wiki Model Context Protocol (MCP) Server to connect your AI with any MediaWiki 130 Claude Code, Codex, OpenCode 2 2,433 tok
portons/codex-pet-share 130 Codex, OpenCode 2 1,027 tok
intent-driven-dev/intent-driven-template intent-driven.dev OpenSpec and OpenCode template for intent-driven development with specs, ADRs, C4 diagrams 130 Codex, OpenCode 1 42 tok
vinilana/invokta docs.invokta.dev A TypeScript framework for reusable domain AI capabilities across direct, CLI, and MCP tra 130 Claude Code, Codex, OpenCode 5 178 tok
vibe-cafe/vibe-usage vibecafe.ai A CLI tool for tracking token usage 130 Codex, OpenCode 1 11,535 tok
Hy4ri/hermes-mobile hy4ri.github.io Native Android client for Hermes Agent — real-time chat, cron management, session resume a 130 Codex, OpenCode 1 3,753 tok
slackapi/slack-skills-plugin docs.slack.dev Claude Code, Codex, Cursor, and npx skills plugin that enables your AI tools with a Slack 129 Claude Code, Codex, OpenCode 2 1,527 tok
8421bit/MiniClaw 🦞 A Digital Life Embryo for your MCP Client. An intelligent micro-kernel with Nociception 129 Codex, Gemini CLI, OpenCode 2 661 tok
one-ie/one template.one.ie Make Your Ideas Real. Build Apps, Websites and AI Agents with Plain English with Astro, Re 129 Claude Code, Codex, OpenCode 4 3,237 tok
nnnggel/skills-management A CLI tool to manage and synchronize AI coding agent skills 129 Codex, OpenCode 1 846 tok
Sunagatov/Memora Telegram bot 129 Claude Code, Codex, OpenCode 3 1,369 tok
z80dev/lemon z80.wtf BEAM-native platform for LLM agents: OTP-supervised per-run processes, pluggable engines a 129 Claude Code, Codex, OpenCode 4 9,148 tok
l3gi0nXXXX/Metis-agent Metis-agent is a high performance and personal AI assistant which is build with Cangjie pr 129 Claude Code, Codex, OpenCode 2 5,057 tok
roam-bit/ai-collaboration-notebook A collaborative mechanism that enables AI to actively remember its mistakes and self-itera 129 Codex, OpenCode 1 8,509 tok
agutinbaigo28/financial-agent-api financial agent api with multi-agent framework for scalable AI systems focusing on financi 129 Claude Code, Codex, GitHub Copilot, OpenCode 50 34,906 tok
Hona/opencode-ralph Ralph Driven Development using OpenCode SDK and OpenTUI 129 Codex, OpenCode 1 952 tok
dinglebear-ai/unraid Query, monitor, and manage Unraid servers via GraphQL API through MCP tools. Supports syst 129 Claude Code, Codex, Gemini CLI, OpenCode 4 3,569 tok
dchu917/ctx Local context manager for Claude Code and Codex with workstreams, transcript binding, and 129 Claude Code, Codex, Cursor, OpenCode 10 1,228 tok
edgee-ai/edgee edgee.ai Official Edgee CLI to interract with Edgee's Agent Gateway. Route Claude Code, Codex, Curs 129 Claude Code, Codex, OpenCode 2 3,209 tok
Tlaloc-Es/killpy tlaloc-es.github.io 🐍 CLI tool to find and delete unused Python virtual environments (.venv, poetry, conda, p 129 Codex, OpenCode 1 1,818 tok
duane1024/l123 129 Claude Code, Codex, OpenCode 3 3,595 tok
calderbuild/WeFinance wefinance-copilot.streamlit.app AI-Powered Personal Finance Assistant - Transforming bill images into intelligent financia 129 Claude Code, Codex, OpenCode 4 10,949 tok
Ciao1019/Petrichor zverify.cn A self-hosted knowledge platform for humans and AI agents — publish wikis, blogs, and port 129 Codex, OpenCode 1 2,384 tok
xingwudao/open-xquant xingwudao.github.io AI quantitative research framework: AI Agent-driven strategy backtesting, factor research, 129 Claude Code, Codex, OpenCode 2 1,019 tok
NarratorAI-Studio/narrator-ai-cli AI Commentary Master — CLI client for calling video commentary generation APIs from the te 129 Codex, OpenCode 1 8,023 tok
danielcherubini/pi-archimedes Visual polish and useful context for the Pi coding agent TUI 129 Codex, OpenCode 1 2,637 tok
LumiDesk/verifin A completely free, open-source, minimalist personal finance tool with user-controlled data 129 Claude Code, Codex, OpenCode 2 6,961 tok
Cloudgeni-ai/opengeni opengeni.ai Open, self-hostable agentic runtime for organizations — durable, replayable agent sessions 129 Claude Code, Codex, OpenCode 4 24,305 tok
SailingLoong/LoongPort loongport.dev A dedicated enhanced version of cc-switch for API relay providers, eliminating the hassle 129 Claude Code, Codex 1 8,970 tok