How real projects configure their agents

23,280 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
Mats2208/MCP-Packet-Tracer mcpnetwork.top AI-powered Cisco Packet Tracer automation over MCP. Describe a network in natural language 177 Codex, OpenCode 1 997 tok
ganapativs/microcharts microcharts.dev Word-sized charts for React, made for LLMs and humans — 106 chart types, zero runtime depe 177 Claude Code, Codex, OpenCode 2 5,866 tok
comet-ml/comet-examples Examples of Machine Learning code using Comet.ml 176 Claude Code, Codex, OpenCode 3 1,587 tok
jjlabsio/korea-stock-mcp korea-stock-mcp-landing.vercel.app MCP Server for Korean stock analysis. 176 Codex, OpenCode 1 124 tok
IssacW228/student-llm-wiki 📚 Student LLM Wiki — AI-compiled knowledge base for university students. Drop course slid 176 Claude Code, Codex, OpenCode 12 550 tok
ob-labs/agentseek ob-labs.github.io AgentSeek is an application development lifecycle toolkit for AI ecosystem apps, built by 176 Codex, OpenCode 1 142 tok
Luligu/matterbridge-zigbee2mqtt Matterbridge zigbee2mqtt plugin 176 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,410 tok
brave/brave-search-skills api.search.brave.com Official skills for using Brave Search API with AI coding agents. 176 Codex, OpenCode 1 789 tok
resend/resend-skills Agent Skills for working with Resend to send and receive emails. 176 Claude Code, Codex, OpenCode 2 174 tok
Kpa-clawbot/CoreScope MeshCore mesh network analyzer — live packet visualization, VCR replay, channel decryption 176 Claude Code, Codex, GitHub Copilot, OpenCode 4 7,204 tok
nwiizo/nippo crates.io Daily report management repository. 176 Claude Code, Codex, OpenCode 2 423 tok
cloudQuant/backtrader backtrader.readthedocs.io High-performance Python backtesting & live-trading framework: 45%+ faster than upstream, 5 176 Claude Code, Codex, OpenCode 2 7,272 tok
QuentinCody/interlinked-cli The harness for your harness. Local hooks, taste enforcement, and developer observability 176 Claude Code, Codex, OpenCode 2 22,056 tok
step-security/dev-machine-guard stepsecurity.io Scan your dev machine for AI agents, MCP servers, IDE extensions, and suspicious packages 175 Codex, OpenCode 1 11,386 tok
damiansire/web-worker-patterns An interactive platform demonstrating advanced Web Worker patterns and architectural strat 175 Claude Code, Codex, GitHub Copilot, OpenCode 5 2,550 tok
mitchdenny/hex1b hex1b.dev The .NET Terminal Application Stack 175 Claude Code, Codex, OpenCode 10 3,232 tok
Khalilzhang0825/boring-is-all-you-need Boring Is All You Need: a Codex Desktop workflow replacement with transactional migration, 175 Codex, OpenCode 1 422 tok
Kilo-Org/kilo-marketplace Kilo Marketplace - A curated collection of Skills, MCP Servers, and Modes for enhancing AI 175 Codex, OpenCode 1 788 tok
github/gh-aw-mcpg Github Agentic Workflows MCP Gateway 175 Claude Code, Codex, OpenCode 3 7,955 tok
nikolai-vysotskyi/trace-mcp trace-mcp.com Framework-aware code intelligence MCP server for Claude Code and Codex — 70.5% fewer input 175 Claude Code, Codex, OpenCode 2 5,632 tok
codeaashu/free-claude-code Use claude-code for free in the terminal, VSCode extension or via discord like openclaw 175 Claude Code, Codex, OpenCode 2 843 tok
xindoo/sumeru Xumi Writing, a SKILL focused on writing long-form novels. 174 Claude Code, Codex, OpenCode 2 3,881 tok
tensorlakeai/tensorlake-skills Coding agent skill for Tensorlake. Routes Claude Code, OpenAI Codex, and other AI agents t 174 Codex, OpenCode 1 851 tok
andylow92/file-system-brain-mcp Self-improving, AI-native markdown vault you hand to an AI agent. GitHub-style file tree + 174 Codex, OpenCode 1 7,154 tok
Coding-Dev-Tools/engraphis engraphis.com Local-first, inspectable memory for coding agents: durable context across sessions and rep 174 Claude Code, Codex, OpenCode 2 6,029 tok
ralcorta/arcasdk afipts.com SDK para los Web Services de AFIP 174 Codex, OpenCode 1 1,079 tok
kky42/codex-as-mcp Convert codex CLI tool to an MCP — unleash the power of GPT-5 174 Claude Code, Codex, OpenCode 2 809 tok
kdroidFilter/Zayit zayitapp.com Zayit is a free app to read, search, and explore Jewish study texts. Built for study: fast 173 Claude Code, Codex, OpenCode 2 2,964 tok
unnecessary-special-projects/ghist Task management that lives in your repo 173 Claude Code, Codex, OpenCode 4 738 tok
ston-fi/ton-rs Rust libraries for working with the TON blockchain: cells, TLB, addresses, wallets, contra 173 Codex, OpenCode 1 764 tok
nuxt-modules/mcp-toolkit mcp-toolkit.nuxt.dev Create MCP servers directly in your Nuxt application. Define tools, resources, and prompts 173 Codex, OpenCode 1 8,961 tok
devlint/GitWand gitwand.app The Git client that actually resolves conflicts: 8 deterministic patterns auto-resolve the 173 Claude Code, Codex, OpenCode 13 3,437 tok
ma2za/python-substack ma2za.github.io Write and safely manage Substack drafts from Markdown with Python, CLI, and MCP. 173 Codex, Gemini CLI, OpenCode 4 814 tok
qqzhangyanhua/learn-opencode-agent book.zyh.lol A tutorial on learning and practicing with the OpenCode AI Coding Agent, covering Agents, 173 Claude Code, Codex, OpenCode 2 3,973 tok
dredozubov/hazmat Containment for AI agents - user isolation, sandboxed execution, network controls, backup/ 173 Claude Code, Codex, OpenCode 2 4,274 tok
ilindaniel/ponytail-lite Stop agents from over-engineering. Inspired by Ponytail, but without the plugin madness. J 173 Codex, OpenCode 1 559 tok
erduo1998-cell/ip-strategist An open-source skill that turns any AI agent into a personal branding strategist · distill 173 Codex, OpenCode 1 1,280 tok
calesthio/generative-media-skills Research-backed agent skills and tools for premium image, video, audio, voice, and generat 173 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 827 tok
pivoshenko/kasetto kasetto.dev 📼 A declarative AI agent environment manager, written in Rust 173 Claude Code, Codex, OpenCode 2 4,154 tok
omnilink-tech/omnisim omnilink-agents.com Open-source robotics simulator for coding agents: HTTP/JSON + MCP control, Newton physics, 173 Claude Code, Codex, OpenCode 2 15,900 tok
contentful/contentful-export This tool allows you to export a Contentful space to a JSON dump 172 Codex, OpenCode 1 1,177 tok
lincwang123-bot/moonlit-stories Reusable AI English picture-book workflow with consistent illustrations and local Chatterb 172 Codex, OpenCode 1 435 tok
Hmbown/Hegelion hegelion-web.pages.dev Dialectical reasoning architecture for LLMs (Thesis → Antithesis → Synthesis) 172 Claude Code, Codex, OpenCode 3 1,804 tok
marimo-team/skills skills for coding agents related to marimo 172 Claude Code, Codex, OpenCode 2 155 tok
Yesterday-AI/paperclip-plugin-company-wizard npmjs.com Bootstrap AI agent companies from modular templates. 172 Claude Code, Codex, OpenCode 2 3,783 tok
sendaifun/solana-new solana.new think. build. ship. tasteful & useful crypto apps. using a curated skills + knowledge base 172 Claude Code, Codex, OpenCode 2 1,642 tok
PsiACE/skills skills.psiace.me A small, shared skill library by builders, for builders. 172 Codex, OpenCode 1 88 tok
integromat/make-mcp-server Make MCP Server 172 Claude Code, Codex, OpenCode 2 913 tok
mr-tbot/mesh-api mesh-api.dev MESH-API — Off-Grid AI & API Router & with MCP server & over 30 API extensions for Meshta 172 Codex, OpenCode 1 1,240 tok
Byndyusoft/aact CLI and library for validating, analyzing, and generating the architecture of microservice 172 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,408 tok