How real projects configure their agents

23,157 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 agents7,557Claude Code6,620Data and AI3,682Backend and APIs3,496Languages3,401Planning3,217Git and workflow3,165Code review2,733Testing2,364Memory and context2,364DevOps and cloud2,310Writing and docs2,303Research2,297Frontend2,252Security2,013Productivity1,710

All Claude Code31,977 Codex23,157 OpenCode22,109 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,739 Windsurf129 Kiro79

Project Stars Configures Files Always loaded
universal-mcp/universal-mcp Universal MCP acts as a middle ware for your API applications. It can store your credentia 26 Claude Code, Codex, Gemini CLI, OpenCode 3 683 tok
withLinda/puppeteer-real-browser-mcp-server Provides AI assistants with powerful, detection-resistant browser automation capabilities 26 Claude Code, Codex, OpenCode 2 10,848 tok
datarobot-oss/datarobot-agent-skills datarobot.com Bring DataRobot platform capabilities to your coding agents 26 Claude Code, Codex, OpenCode 2 929 tok
opsmill/infrahub-skills AI skills for developing with Infrahub. These skills provide structured guidance to any AI 26 Claude Code, Codex, OpenCode 2 2,737 tok
transcendr/pi-goals withbryan.work Persistent goal tracking for Pi with durable objectives, goal queues, budgets, reusable pr 26 Codex, OpenCode 1 1,191 tok
alleneee/skill-agent A production-grade AI Agent framework based on FastAPI, supporting 100+ LLM providers, MCP 26 Claude Code, Codex, OpenCode 2 7,219 tok
nirholas/lyra-registry nirholas.github.io Lyra Registry is a standalone API + MCP service that catalogs, scores, and serves metadata 26 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 864 tok
arjitj2/swiftui-design-principles Agent skill: Design principles for building polished SwiftUI apps and WidgetKit widgets 26 Codex, OpenCode 1 166 tok
Ekioo/KittyClaw kittyclaw.dev A kanban board for managing projects with tickets, columns, labels, and activity tracking 26 Claude Code, Codex, OpenCode 2 1,226 tok
LilithGames/a2wave a2wave.ai Turn the agent CLIs you already use into shared services your whole team can call. Natural 26 Claude Code, Codex, OpenCode 6 1,502 tok
VoDaiLocz/kilo-kit-mcp glama.ai An MCP server for safer coding agents: skill routing, C4 workflow gates, memory checks, an 26 Claude Code, Codex, Gemini CLI, OpenCode 3 2,498 tok
DVNghiem/FlowDeck AI-powered multi-agent workflow orchestration with built-in safety intelligence for OpenCo 26 Claude Code, Codex, OpenCode 2 3,355 tok
crazymsn/academic-scholar-skills nav.meding.site Shendu Yunchuang Technology focuses on developing AI Agents and AI applications to assist 26 Claude Code, Codex, OpenCode 12 397 tok
IceWhaleTech/ZimaOS-Blue ZimaOS Blue - A Local-First Agent Runtime for Bold Builders. Out-of-the-Box, Open-Source, 26 Claude Code, Codex, OpenCode 3 1,834 tok
harness/harness-evals Harness Evals 26 Claude Code, Codex, OpenCode 2 5,938 tok
matanrak/agent-meet agentmeet.net Agent-to-agent communication platform 26 Claude Code, Codex 2 160 tok
frostyard/snosi A bootable container image build system using mkosi for creating Debian-based bootable con 26 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 13 27,110 tok
honeymelon-app/honeymelon honeymelon.app 🍈 A simple MacOS Apple Silicon media converter. 26 Claude Code, Codex, OpenCode 2 2,650 tok
yashshinde0080/promptIO 26 Claude Code, Codex 14
hoangsonww/PetSwipe-Match-App petswipe.vercel.app 🐻 A Tinder-inspired pet adoption app where you swipe to navigate, “adopt”, or “pass” on s 26 Claude Code, Codex, OpenCode 19 4,524 tok
boozedog/pi-codemode 26 Codex, OpenCode 1 762 tok
Yashwanth-pilli/ILLIP Your AI company, in your device. Local-first AI platform: chat, agent crew, memory, and a 26 Claude Code, Codex, OpenCode 2 1,669 tok
sorahjy/financial-analysis Some personal financial indicator analysis tools 26 Codex, OpenCode 1 3,479 tok
Dicklesworthstone/frankengit Git-compatible, agent-native, repairable, self-hostable code forge and GitHub alternative. 26 Codex, OpenCode 1 6,266 tok
galiprandi/job-seeker galiprandi.github.io Automate your job search with your favorite coding agent. Skills, guides, and scripts that 26 Claude Code, Codex, OpenCode 14 9,113 tok
DeepSQLAI/deepsql deepsql.ai The database agent for Postgres and MySQL - Point it at PostgreSQL or MySQL and ask questi 26 Claude Code, Codex, OpenCode 2 28,021 tok
avala-ai/agent-code avala-ai.github.io An AI-powered coding agent for the terminal, written in pure Rust 26 Codex, OpenCode 1 2,846 tok
simplexlabs/montage Agentic motion videos built with Remotion 26 Claude Code, Codex, OpenCode 2 4,917 tok
SVappsLAB/iRacingTelemetrySDK svappslab.com An iRacing SDK for C# .NET. Offers easy access to real-time telemetry data from iRacing f 26 Claude Code, Codex, OpenCode 2 765 tok
kemiljk/kernel-ui kernelui.com Semantic HTML component library for React and Web Components 26 Codex, OpenCode 1 3,368 tok
xikhar/beyond-fable xikhar.github.io A world beyond the story... 26 Claude Code, Codex, OpenCode 2 6,526 tok
DeprecatedLuke/oh-my-singularity A task based orchestration TUI for oh-my-pi agent harness enabling highly parallel agentic 26 Codex, OpenCode 1 3,633 tok
Dicklesworthstone/franken_networkx Memory-safe clean-room Rust reimplementation of NetworkX with deterministic graph semantic 26 Codex, OpenCode 1 9,254 tok
Tele-AI/TeleFuser tele-ai.github.io High-performance runtime for real-time multimodal generation and world models—streaming i 26 Claude Code, Codex, Gemini CLI, OpenCode 6 2,177 tok
dmmulroy/pi-mcp Pi extension for OpenCode-style MCP client support 26 Codex, OpenCode 1 78 tok
realgarit/fable-baton Claude Code plugin: Fable 5 as a token-frugal orchestrator with tiered Opus/Sonnet/Haiku a 26 Claude Code, Codex, OpenCode 2 1,858 tok
konten-studio/jekardah-writer Portable AI writing workflow for hooks, anti-slop editing, and natural Jabodetabek voice. 26 Codex, OpenCode 1 148 tok
Gracker/Perfetto-Skills Portable Agent Skill for evidence-based Android, Linux, and Chromium Perfetto analysis. 26 Codex, OpenCode 1 659 tok
letuhao/lore-weave Open-source AI co-author for novelists & world-builders. ✍️ Canon-safe writing · RAG lore 26 Claude Code, Codex, OpenCode 57 19,068 tok
antongulin/robin robinreview.dev Free AI code reviews on every pull request. Bring your own key (OpenRouter free tier works 26 Codex, OpenCode 1 782 tok
slopus/happy-agent happy.engineering Universal Agent Harness from Happy that works with any subscription 26 Claude Code, Codex, OpenCode 4 6,509 tok
samsantosb/ship-it ship-it - an idea-to-merged-PR delivery pipeline for any coding agent (Claude Code, Kiro, 26 Claude Code, Codex, OpenCode 1 973 tok
hhtttttiger/AgentLabKit AgentLabKit — a full-stack enterprise solution for multi-agent systems, deterministic work 26 Claude Code, Codex, OpenCode 2 748 tok
zhumengzhu/opencode-cache-hit OpenCode sidebar plugin for cache hit rate, token usage, and session cost—with sub-agent ( 26 Codex, OpenCode 1 1,686 tok
xiaozhejiya/error_correction 26 Codex, OpenCode 1 445 tok
Italian-Builders-Org/magistra Open-source Italian legal platform 26 Claude Code, Codex, OpenCode 3 1,925 tok
ArnaudGuiovanna/tutor-mcp tutor-mcp.dev An open-source MCP server that turns any LLM into an Intelligent Tutoring System. 50 years 26 Codex, OpenCode 1 453 tok
Sistema2D/FrameCode-VibeWork Document framework for AI-assisted development (vibe coding), with governance, traceabilit 26 Codex, Cursor, OpenCode 2 1,596 tok
hong-kailin/OpenCodeFromScratch A line-by-line recreation of the open-source AI coding agent opencode, evolving from a min 26 Codex, OpenCode 1 3,661 tok
ymm-oss/fsl AI-Native Formal Specification Language — a bounded model checker (Lark + Z3) built for LL 26 Claude Code, Codex, OpenCode 17 4,322 tok