How real projects configure their agents

22,053 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 agents7,521Claude Code6,606Data and AI3,688Backend and APIs3,494Languages3,401Planning3,209Git and workflow3,151Code review2,736Memory and context2,361Testing2,351DevOps and cloud2,300Writing and docs2,296Research2,295Frontend2,250Security2,004Productivity1,709

All Claude Code32,116 Codex23,280 OpenCode22,053 GitHub Copilot3,543 Gemini CLI1,915 Cursor1,736 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
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
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
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 1,870 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
HexSleeves/tailscale-mcp server that provides seamless integration with Tailscale's CLI commands and REST API, enab 130 Claude Code, Codex, OpenCode 2 1,298 tok
vinta/hal-9000 Opinionated AI coding agent and dev environment automation for macOS 130 Claude Code, Codex, OpenCode 4 1,465 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
SametKUM/klustr klustr.dev A native Kubernetes desktop client — nothing in your cluster. Helm, Argo CD, Flux CD, Gate 130 Claude Code, Codex, OpenCode 3 19,320 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
Narylr350/book-source-creator-skill A Legado reading AI book-source generation Skill that generates and validates reading-sour 130 Codex, OpenCode 1 390 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
UR-SillyB/AirFerry Fully offline optical file transfer: browser-extension sender <-> Android receiver via QR 130 Codex, OpenCode 1 35,089 tok
whanyu1212/gem-dota whanyu1212.github.io Python replay parser for Dota 2 130 Claude Code, Codex, OpenCode 2 7,174 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
Ryder-MHumble/Meldwork ryder-mhumble.github.io Local-first AI agent workspace for multi-agent collaboration, agent orchestration, scoped 129 Codex, OpenCode 1 429 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
ardiannurcahya/open-graph-memory ogm.svclabs.cloud OpenGraphMemory : Self-hosted knowledge graph extraction, temporal graph storage, and agen 129 Codex, OpenCode 1 871 tok
Cloudgeni-ai/opengeni opengeni.ai Open, self-hostable agentic runtime for organizations — durable, replayable agent sessions 129 Claude Code, Codex, OpenCode 4 24,298 tok
doudou770/flyreq-image-studio image.flyreq.com AI image generation studio (AI Image Generator) and video studio. Supports Agent and studi 129 Codex, OpenCode 1 688 tok
Waybox-AI/roadtrip-skill roadtripskill.dev An AI agent skill that turns "start + days" into a road trip you can actually drive. 129 Claude Code, Codex, OpenCode 2 4,360 tok