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
Joe-rq/harness-lab A Harness Engineering practice framework inspired by OpenAI, gstack, and Tencent engineeri 21 Claude Code, Codex, OpenCode 16 4,859 tok
ufna/VaCuus Modern, ultra-optimized multithreaded web UI for Unreal Engine (Win/Mac/Linux/Android/iOS) 21 Claude Code, Codex, OpenCode 5 5,787 tok
nokkies/ModbusForge ModbusForge — .NET 8 Avalonia Modbus TCP/RTU/ASCII client/server with simulation, trending 21 Claude Code, Codex, OpenCode 2 1,115 tok
MylesBorins/athanor personal LLM alchemy 21 Codex, OpenCode 1 4,837 tok
AyanbekDos/ponystack Think expensive, write cheap. A Claude Code plugin that marries gstack's process with pony 21 Codex, OpenCode 1 325 tok
skwashd/ccodolo Multi-Agent Coding Environment 21 Claude Code, Codex, OpenCode 2 2,790 tok
bb8ad8/addroid-oss AdDroid OSS — self-hostable, GitOps-driven Meta ad operations console. 21 Codex, OpenCode 1 701 tok
ekbatan-io/ekbatan ekbatan-io.github.io Modern Java persistence framework for Event-driven systems. Built-in outbox pattern. Atomi 21 Claude Code, Codex, OpenCode 5 18,159 tok
yideng966/LightAgent 21 Codex, OpenCode 1 19,455 tok
mikekelly/promode A Claude Code plugin designed to make efficient use of Fable on usage credits. 21 Claude Code, Codex, OpenCode 3 2,123 tok
opensupplyhub/open-supply-hub 21 Claude Code, Codex, OpenCode 24 1,404 tok
itcaat/rcmd Use the right ⌘ + key to switch application 21 Codex, OpenCode 1 974 tok
justinwetch/Skill-RSI Skill RSI is a recursive self-improvement loop for Agent Skills, grounded in evals. Standa 21 Claude Code, Codex, OpenCode 2 780 tok
niyazmft/droid-ai-toolkit High-performance toolkit for running AI tools (OpenClaw, Pi Agent, n8n, Ollama, Hermes) na 21 Codex, OpenCode 1 4,978 tok
JoeChen2me/RK-MediaProject 21 Claude Code, Codex, OpenCode 2 650 tok
krivitsky/professional-agentic-product-engineering professional-agentic-product-engine.vercel.app A guide on Professional Agentic Product Engineering with Claude Code — from tier 1 to tier 21 Claude Code, Codex, OpenCode 5 8,049 tok
clear0215/research-planning-architect a research planning skills 21 Codex, OpenCode 1 163 tok
rv198-star/Mindthus If you think AI’s analytical and judgment capabilities are inferior to humans, perhaps you 21 Codex, OpenCode 1 3,808 tok
Gaurav-Gosain/golars golars.gaurav.zip Pure-Go DataFrames modeled on polars, built on Apache Arrow. No cgo. 21 Claude Code, Codex, OpenCode 2 2,162 tok
nirholas/analyze-ethereum-address Analyze Efficient Ethereum Addresses 21 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 616 tok
obetomuniz/web-ai-sdk web-ai-sdk.dev web-ai-sdk: TypeScript SDK for the Web AI surface (Prompt, Writer, Rewriter, Proofreader, 21 Codex, OpenCode 1 5 tok
MnemeHQ/mneme mnemehq.com Open-source architectural drift prevention for the agentic AI SDLC. Deterministic guardrai 21 Claude Code, Codex, OpenCode 2 1,308 tok
standardbeagle/agnt dev.standardbeagle.com MCP Server for Development Tooling - Project Detection, Process Management, and Reverse Pr 21 Claude Code, Codex, OpenCode 8 5,968 tok
starslingdev/skills starsling.dev Agent skills from StarSling 21 Claude Code, Codex, OpenCode 2 3,264 tok
cyijun/china-financial-services AI agent plugins & managed-agent templates for China A-share market research and financial 21 Claude Code, Codex, OpenCode 2 1,506 tok
lac5q/beastmode Beastmode: MofA (Mixture of Agents) orchestration framework for Hermes/OpenClaw/Codex with 21 Claude Code, Codex, OpenCode 8 1,900 tok
cz1993/vibe-coding-repository-standard Open-source repository standard, starter template, validator, and multi-agent workflow for 21 Codex, OpenCode 1 646 tok
riccardoerra/designer-to-builder Companion repository for the Figma Designer to Builder webinar series 21 Codex, OpenCode 1 175 tok
riccardoerrafigma/designer-to-builder 21 Codex, OpenCode 1 175 tok
yeasy/AgentGo One step to enable best-practices for AI agents — drop into any project and enjoy the magi 21 Codex, OpenCode 1 5,798 tok
Intense-Visions/harness-engineering Mechanical constraints for AI agents. Ship faster without the chaos. 21 Claude Code, Codex, OpenCode 6 24,734 tok
khairold/pibun 21 Claude Code, Codex 5 3,749 tok
smekai/taskplanner 21 Claude Code, Codex, Cursor, OpenCode 4 8,035 tok
AgriciDaniel/sync Evidence-gated Claude and Codex council orchestration. 21 Claude Code, Codex, Gemini CLI, OpenCode 3 475 tok
samzong/gmc gmc.samzong.me Parallel git worktrees for parallel AI agents — plus AI-generated commits. 21 Codex, OpenCode 1 2,386 tok
Qswhisper/PVF-Ai-Agent-Workbench tieba.baidu.com Portable AI Agent Workbench for safer DNF/DFO Script.pvf inspection and editing. Self-cont 21 Codex, OpenCode 2 4,535 tok
emircbngl/blender-optics-simulator Blender add-on to design, simulate, align & render optical setups — live beam tracing, kin 21 Claude Code, Codex, OpenCode 7 1,085 tok
awslabs/AutoHelix Agent-powered iterative optimization: put an AI agent in a verified improvement loop. 21 Claude Code, Codex, OpenCode 2 1,656 tok
AeonDave/malskill Offensive oriented Skill for agentic AI 21 Codex, OpenCode 1 1,209 tok
harness/harness-ai 21 Claude Code, Codex, OpenCode 2 2,692 tok
PrithviSeran/hunch-mcp tryhunch.ca Drive your Mac focus-free over MCP: OS APIs, AppleScript, CDP, and Accessibility 21 Claude Code, Codex, OpenCode 2 5,325 tok
windoze95/cantinarr cantinarr.com Self-hosted and self-healing discovery, media requests, and *arr stack management through 21 Claude Code, Codex, OpenCode 2 5,293 tok
siberiacancode/agent-skills skills.sh 🤖 ai skills 21 Claude Code, Codex, OpenCode 2 771 tok
DamonZS/PE-reverse-skill A general-purpose cross-platform reverse-engineering tool covering active Web intrusion, W 21 Codex, OpenCode 1 4,421 tok
BariBariGood/manzanas manzanas.dapsdev.dev Mac daemon for multi-agent iOS simulator fleet orchestration: leases, warm pools, determin 21 Claude Code, Codex 9
shuguang1994/project-blueprint Make any project AI-agent-ready in one command. Adaptive tech stack detection (7 languages 21 Codex, OpenCode 1 4,505 tok
playcanvas/skills developer.playcanvas.com Reusable skills for AI coding agents working with PlayCanvas products 21 Claude Code, Codex, OpenCode 2 329 tok
CWNU-Open-Source-Community/DeepSeekMeter macOS menu bar app that monitors your DeepSeek account balance & token usage in real time 21 Codex, OpenCode 1 3,490 tok
jan-bogaerts/md2 jan-bogaerts.github.io Plan, run, and track AI coding work feature by feature—with local Markdown cards and Git w 21 Claude Code, Codex 6
shinshin86/vrm-expression-agent-harness 21 Codex, OpenCode 1 447 tok