How real projects configure their agents

43,547 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
OpenRaiser/PaperFit openraiser.github.io 📄 [Skill] Vision-in-the-loop LaTeX typesetting agent — auto-compile, render, diagnose, an 334 Claude Code 10 4,804 tok
ericjypark/codex-island codexisland.com CodexIsland - AI usage limits in your MacBook notch 334 Claude Code, Codex, OpenCode 2 3,449 tok
elliottdehn/open-jobs ~3M live jobs from 36 ATS, enriched with LLM-extracted fields + embeddings, released CC0. 334 Claude Code, Codex, OpenCode 2 5,892 tok
topocm/topocm_content topocondmat.org Course on topology in condensed matter 334 Codex, OpenCode 1 174 tok
microprediction/precise microprediction.github.io Online Covariance and Correlation Estimation 334 Claude Code 5
elastic/integrations elastic.co 333 Claude Code, Codex 4 77 tok
bmentges/django-cart A lightweight, session-backed shopping cart for Django e-commerce applications. Built for 333 Claude Code 1 6,118 tok
sakitam-fdd/ol3Echarts sakitam-fdd.github.io :earth_asia: :bar_chart: ol3Echarts | a openlayers extension to echarts 333 Codex, OpenCode 1 754 tok
bedriyan/medkit-app medkit-app.vercel.app A voice-first AI patient simulator bringing the future of medical education to your browse 333 Claude Code 6 1,838 tok
robiot/fable-os An agentic operating system where the kernel is controlled directly by Claude 333 Codex, OpenCode 1 1,877 tok
anthropics/code-migration-kit-with-claude-code Prompts, templates, and scripts for running large-scale language migrations with Claude Co 333 Claude Code 1 1,221 tok
harperreed/dotfiles Dotfiles. Managed by YADM 332 Claude Code, Codex 40
opgginc/laravel-mcp-server op.gg A Laravel package for implementing secure Model Context Protocol servers using Streamable 332 Claude Code, Codex, OpenCode 2 1,470 tok
gameworkerkim/vibe-investing vibequant.cc AI-powered Vibe Investing for NASDAQ, S&P500 & crypto: LLM quant trading tools, multi-agen 332 Claude Code, Codex, OpenCode 2 1,579 tok
Fergana-Labs/stash joinstash.ai Automatically create new skills based on past agent traces 332 Claude Code, Codex, OpenCode 2 3,432 tok
Chozzc/Lujie-Careerkit lujie.chozzc.dev An AI-powered career workspace from resume editing to offer acceptance, covering resume ed 332 Codex 4
opencoredev/login-with-chatgpt login-with-chatgpt-iota.vercel.app A simple SDK that lets your users log in with their ChatGPT account. 332 Claude Code 1 723 tok
Mahanaicoach/google-maps-scraper-kit Run a free open-source Google Maps scraper locally and let Claude drive it on autopilot. 332 Claude Code 7 695 tok
Azure-Samples/SQL-AI-samples aka.ms Samples using AI and Azure SQL DB 332 GitHub Copilot 1 3,630 tok
hughjonesd/huxtable hughjonesd.github.io An R package to create styled tables in multiple output formats, with a friendly, modern i 332 Codex, OpenCode 1 834 tok
robotocore/robotocore 331 Claude Code, Codex, OpenCode 3 10,254 tok
okx/onchainos-skills Skills for AI agents to integrate with the OKX OnchainOS API — Wallet, token discovery, ma 331 Claude Code 1 341 tok
PlayableIntelligence/game-creator Opinionated Claude Plugin to make 2D (Phaser) & 3D (ThreeJS) Games 331 Claude Code 1 4,912 tok
soulduse/ai-token-monitor macOS menu bar app for tracking Claude Code token usage and costs 331 Claude Code 1 852 tok
modelstudioai/cli bailian.console.aliyun.com Official Model Studio CLI(Alibaba Cloud Bailian CLI)built for AI Agent frameworks, exposin 331 Claude Code, Codex, OpenCode 2 3,532 tok
krispuckett/SwiftUIShaders 41 hand-curated drop-in SwiftUI Metal shader effects — holographic foil, kaleidoscope, mag 331 Claude Code, Codex, OpenCode 2 2,530 tok
K-Dense-AI/science-superpowers k-dense.ai Composable computational-science methodology skills for AI research agents — pre-registrat 331 Claude Code, Codex, Gemini CLI, OpenCode 3 688 tok
db-lyon/ue-mcp ue-mcp.com Complete Unreal Engine development toolkit exposed as MCP tools. 331 Claude Code 3 4,653 tok
corespeed-io/zypher-agent zypher.corespeed.io A minimal yet powerful framework for creating AI agents with full control over tools, prov 330 Claude Code 1 856 tok
sunriseapps/imagesorcery-mcp imagesorcery.net An MCP server providing tools for image processing operations 330 Gemini CLI 1 49 tok
gatelynch/llm-knowledge-base Inspired by Andrej Karpathy's llm-wiki concept, a personal knowledge base system that clea 330 Claude Code, Codex, OpenCode 9 2,933 tok
GainSec/AutoProber gainsec.com Hardware hacker’s flying probe automation stack for agent-driven target discovery, micro 330 Codex, OpenCode 1 1,559 tok
pixijs/pixijs-skills Official AI skills for PixiJS. These skills teach AI coding agents how to correctly use Pi 330 Claude Code, Codex, GitHub Copilot, OpenCode 5 1,527 tok
Neeeophytee/finding-unknowns-skills 13 installable skills for Claude Code, OpenAI Codex, and Hermes, for finding your unknowns 330 Claude Code, Codex, OpenCode 2 2,894 tok
disler/fixing-smartass-opus-5 youtu.be Lean how ONE system prompt turns Opus 5 from a 'load-bearing' smartass into a precise CRAC 330 Claude Code 1
claude-did-this/MCPControl MCP server for Windows OS automation 329 Claude Code 1 566 tok
bborn/lewsnetter E-mail marketing application (create and send e-mail newsletter via SES). Includes subscri 329 Codex, OpenCode 1 2,323 tok
BitBoxSwiss/bitbox-wallet-app bitbox.swiss The BitBoxApp for desktop and mobile. 329 Codex, OpenCode 1 2,857 tok
ChatPRD/tradclaw AI openclaw mom and household manager for agentic parenting 329 Codex, OpenCode 1 181 tok
jdubois/dr-jskill julien-dubois.com An Agent Skill for creating Spring Boot applications 329 Codex, OpenCode 1 1,089 tok
Leon-Drq/openagentskill openagentskill.com The skill layer for AI agents: npm for AI Agent Skills. 329 Codex, OpenCode 1 303 tok
autonomous-ai/autonomous-os The open-source operating system for robots — install it and your robot comes alive 329 Claude Code, Codex, OpenCode 2 7,403 tok
alexarthurs/herdr-sidebar VS Code-style sidebar for the herdr: file explorer + git source control in one pane — synt 329 Claude Code 2 18,802 tok
FoloToy/ai-passport ai-passport.folotoy.cn FOLOTOY AI Passport develop resources for Agent 329 Claude Code, Codex, OpenCode 2 1,109 tok
ai-sdlc-framework/ai-sdlc ai-sdlc.io Declarative governance framework for AI-augmented software development lifecycles 328 Claude Code 9 13,939 tok
wb04307201/spring-ai-loom-agent A Spring Boot auto-configuration library that injects RAG knowledge base, MCP tool calling 328 Claude Code 2 6,850 tok
Ruhan-Wang/Harness_Handbook 328 Codex 1
travmiller/paper-console A small, self-hosted thermal printer for news, weather, puzzles, email, and more. 328 Codex, OpenCode 1 1,055 tok
rhett-lee/nim_duilib An improved version of the duilib UI library supporting Windows/Linux/MacOS platforms (bas 328 Claude Code 1 1,161 tok
cellebrite-labs/ghidra-rpc A Ghidra agentic reverse engineering skill. 328 Claude Code, Codex, OpenCode 2 4,179 tok