How real projects configure their agents

32,107 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 agents7,510Claude Code6,601Data and AI3,691Backend and APIs3,489Languages3,402Planning3,208Git and workflow3,142Code review2,734Memory and context2,361Testing2,349DevOps and cloud2,296Research2,292Writing and docs2,291Frontend2,248Security2,004Productivity1,708

All Claude Code32,107 Codex23,261 OpenCode22,036 GitHub Copilot3,542 Gemini CLI1,912 Cursor1,737 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
Quantweb3-com/NexusTrader nexustrader.quantweb3.ai NexusTrader is a professional-grade open-source quantitative trading platform designed by 662 Claude Code 1 1,552 tok
sodiumsun/agenttrail Local observability for AI coding agents. Agenttrail Map shows project structure and activ 662 Claude Code, Codex, OpenCode 2 1,348 tok
epam/ai-dial-core dialx.ai The main component of AI DIAL, which provides unified API to different chat completion and 660 Claude Code 4 1,214 tok
transferwise/pipelinewise transferwise.github.io Data Pipeline Framework using the singer.io spec 660 Claude Code, Codex, OpenCode 2 1,389 tok
borski/travel-hacking-toolkit AI-powered travel hacking and search with cash, points, miles, and award flights. Drop-in 660 Claude Code, Codex, OpenCode 2 4,357 tok
partme-ai/full-stack-skills A free skills marketplace for full-stack development, offering various collections of prac 660 Claude Code, Codex, OpenCode 2 2,364 tok
microsoft/copilot-camp Hands-on labs for extending Microsoft 365 Copilot and building custom engine agents 660 Claude Code, Codex, GitHub Copilot 2 649 tok
innocommerce/innoshop innoshop.com InnoShop is an AI-powered open source e-commerce system built on Laravel 13. It supports m 659 Claude Code 1 3,376 tok
automateyournetwork/netclaw An AI agent that claws through your network 659 Claude Code, Codex, OpenCode 2 12,239 tok
Affitor/affiliate-skills list.affitor.com 50 AI agent skills for affiliate marketing. Research trending content, write data-backed p 659 Claude Code, Cursor 2 1,911 tok
uphy/obsidian-reminder uphy.github.io Reminder plugin for Obsidian 658 Claude Code 4 2,021 tok
yuanbw2025/storyforge StoryForge — AI novel writing workshop 658 Claude Code, Codex, OpenCode 2 5,898 tok
callstackincubator/rozenite rozenite.dev Plug-and-play panels for React Native DevTools. Install, enable, and start debugging in mi 656 Claude Code, Codex, OpenCode 2 440 tok
joaoh82/rustunnel rustunnel.com Self-hosted, secure tunnel server in Rust. Expose local HTTP/HTTPS/TCP/UDP services to the 655 Claude Code, Codex, OpenCode 2 4,372 tok
Gimanh/taskview-community taskview.tech TaskView is a self-hosted project and task management platform focused on clarity, ownersh 654 Claude Code 1
canboat/canboat CAN Boat provides NMEA 2000 and NMEA 0183 utilities. It contains a NMEA 2000 PGN decoder a 653 Claude Code, Codex, OpenCode 2 9,253 tok
PaulDuvall/ai-development-patterns paulduvall.github.io A comprehensive collection of AI development patterns for building software with AI assist 653 Claude Code, Codex, OpenCode 2 2,108 tok
crisng95/flowkit AI agent can create video content better than you. No reason why you do it manually in goo 652 Claude Code, Codex, Gemini CLI, OpenCode 38 5,064 tok
spatie/freek.dev freek.dev The sourcecode of freek.dev 652 Claude Code 5 3,946 tok
qhkm/zeptoclaw zeptoclaw.com Fast, small, secure, local-first personal AI assistant infrastructure: one Rust binary for 651 Claude Code, Codex, OpenCode 3 5,852 tok
emiliaprotocol/emilia-protocol emiliaprotocol.ai Authority control plane for autonomous work. EMILIA Gate enforces finite customer-owned ma 649 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,680 tok
universal-tool-calling-protocol/python-utcp utcp.io Official python implementation of UTCP. UTCP is an open standard that lets AI agents call 649 Claude Code 1 871 tok
ruvnet/metaharness cognitum.one 🛠️ The meta-harness for AI agents — scaffold your own focused, branded agent harness with 649 Claude Code 1
truffle-ai/dexto dexto.ai Agent harness and tookit for building AI agents and agentic applications. CLI and SDKs inc 648 Claude Code, Codex, Gemini CLI, OpenCode 18 3,692 tok
chainbase-labs/Agentkey agentkey.app Connect your AI agent to the world — Web search, Social media, Crypto & On-chain data. One 647 Claude Code, Codex, OpenCode 1 3,953 tok
modery/PowerDocu Generate technical documentation from your existing Power Platform solutions, including Fl 645 Claude Code, GitHub Copilot 2 7,252 tok
PaulRBerg/foundry-template Foundry-based template for developing Solidity smart contracts 645 Claude Code, Codex, OpenCode 2 1,487 tok
Doryoku1223/lunwen-skill One-click thesis first-draft Skill for undergraduate computer science students, supporting 645 Claude Code 2
corespeed-io/wechatbot wechatbot.dev WeChat iLink Bot SDK for OpenClaw/AI Agent 644 Claude Code, Codex 1
jaswdr/faker pkg.go.dev :rocket: Ultimate fake data generator for Go with zero dependencies 644 Claude Code 5 511 tok
TesslateAI/OpenSail tesslate.com OpenSail is the open-source alternative to Codex App, Claude Desktop, Cursor, and Cowork f 643 Claude Code, Codex, OpenCode 2 15,850 tok
xjtulyc/MedgeClaw medgeai.cn Open-source AI research assistant for biomedicine — chat to run RNA-seq, drug discovery, c 642 Claude Code 1 2,930 tok
WW-AI-Lab/openclaw-office A visual monitoring and Skills development platform for the OpenClaw Multi-Agent system. E 642 Claude Code, Codex, Cursor, OpenCode 14 2,127 tok
unjs/std-env Runtime Agnostic Env Info 641 Claude Code, Codex, OpenCode 2 2,193 tok
VazkiiMods/Quark quark.vazkii.net Small things, improving Minecraft without changing the core gameplay. 641 Claude Code, Codex, OpenCode 2 1,802 tok
membrane/api-gateway membrane-api.io Java-based API Gateway bridging legacy and modern APIs with WSDL-to-OpenAPI, SOAP-to-REST, 641 Claude Code 12 1,824 tok
neondatabase/mcp-server-neon mcp-server-neon-jet.vercel.app MCP server for interacting with Neon Management API and databases 641 Claude Code, Codex, OpenCode 4 6,325 tok
Pasta-Devs/Marinara-Engine spicymarinara.github.io AI frontend 641 Claude Code, Codex, OpenCode 3 3,220 tok
leenbj/novel-creator-skill AI long-form novel writing system based on the file-level long-term memory Smart State mod 641 Claude Code 1 2,376 tok
sparklabx/drawio-ai-kit Teach your AI to draw correct, beautiful draw.io diagrams — declarative layout engine, gro 640 Claude Code, Codex, OpenCode 2 430 tok
agent37-platform/minions Mission Control for your Hermes agents 639 Claude Code, Codex, OpenCode 2 3,488 tok
notnotype/neuro-book blog.notnotype.com An AI-powered IDE for long-form fiction writing, combining software engineering workflows, 639 Claude Code, Codex, OpenCode 8 2,761 tok
arnabbagxd/Brand-building-skills Brand building skills for Claude Code and AI agents. strategy, naming, identity, voice, po 639 Claude Code, Codex, OpenCode 2 703 tok
manojmallick/sigmap sigmap.io ~97% token reduction for AI coding sessions — zero deps, 33 languages, MCP server 637 Claude Code, Codex, OpenCode 2 15,631 tok
moona3k/macparakeet macparakeet.com Fast, private, local-first voice app for Apple Silicon Macs — dictation, file/media transc 637 Claude Code, Codex, OpenCode 2 2,731 tok
h5i-dev/h5i h5i.dev Fast, red-teaming browser built for AI agents, with direct HTTP traffic control, sandboxed 637 Claude Code, Codex, OpenCode 2 451 tok
SixHq/Overture Overture is an open-source, locally running web interface delivered as an MCP (Model Conte 636 Claude Code 3 1,450 tok
caidaoli/kiro2api 636 Claude Code 1 1,249 tok
PurCL/ASE A continuously updated collection of papers on agentic SE 636 Claude Code 2 1,204 tok
marc-shade/world-intel-mcp 120-tool MCP server for real-time global intelligence: markets, SEC filings, conflict, mil 636 Claude Code 1 2,089 tok