How real projects configure their agents

23,702 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
snyk/snyk-ls snyk.io Language Server used by IDEs as Snyk Backend for Frontends 82 Claude Code, Codex, Cursor, OpenCode 9 1,485 tok
golbin/AGENTS.md Humans, please leave. 82 Codex, OpenCode 1 625 tok
openshift/cluster-kube-apiserver-operator The kube-apiserver operator installs and maintains the kube-apiserver on a cluster 82 Claude Code, Codex, OpenCode 2 1,289 tok
evergreen-it-dev/folio foliowiki.online The AI-assisted, open-source alternative to Notion and Confluence: a team wiki that lives 82 Codex, OpenCode 1 1,545 tok
YanpengQi7/ai-reliability-copilot ai-reliability-copilot.vercel.app Turn a production incident into a structured 9-section LLM response (severity, root cause, 81 Claude Code, Codex, OpenCode 2 4,504 tok
JasonBoy/msw-mcp msw-mcp-docs.vercel.app Cli & MCP server for msw (Mock Service Worker) for AI Agents with dynamic mocking 81 Claude Code, Codex, OpenCode 2 940 tok
pulsemcp/mcp-servers MCP (Model Context Protocol) Servers authored and maintained by the PulseMCP team. We buil 81 Claude Code, Codex, OpenCode 3 6,672 tok
liuxingqitd/skills-hub skills-hub.dev A local dashboard to manage AI coding agent skills — sync, install, and organize skills ac 81 Claude Code, Codex, OpenCode 2 1,465 tok
orual/pattern agent builder 81 Claude Code, Codex, OpenCode 4 1,420 tok
klubinskak/skilldex skilldex-web-tau.vercel.app Skilldex is a local-first desktop dashboard for developers to discover, organize, and favo 81 Codex, OpenCode 1 49 tok
efremidze/swift-architecture-skill Agent Skill for Swift architecture design and implementation patterns. 81 Claude Code, Codex, OpenCode 4 1,426 tok
openJiuwen-ai/agent-memory Memory is a long-term memory module for AI agents, providing capabilities for memory extra 81 Claude Code, Codex, OpenCode 3 3,129 tok
soniqo/speech-studio soniqo.audio Open-source desktop voice-cloning studio for creators — clone a voice, script lines with e 81 Claude Code, Codex, OpenCode 2 4,493 tok
lbiz-partners/hometax-doum Six free skills for telling AI to perform Hometax tax tasks by voice — VAT, comprehensive 81 Claude Code, Codex, OpenCode 4 4,298 tok
davidmosiah/google-health-mcp wellness.delx.ai Local-first MCP server for Google Health API v4 (Fitbit + Pixel Watch) — Claude/Cursor/Her 81 Codex, OpenCode 1 154 tok
solana-foundation/solana-mcp-official mcp.solana.com 81 Claude Code, Codex, OpenCode 3 55 tok
nylas/cli cli.nylas.com Nylas CLI is a unified command-line tool for Nylas API authentication, email management (G 81 Claude Code, Codex, OpenCode 21 2,393 tok
humaidhahm/opencode-pentester AI-powered red teaming, and pentesting for web applications via opencode : defensive code 81 Claude Code, Codex, OpenCode 3 1,928 tok
woocommerce/woocommerce-paypal-payments wordpress.org 81 Claude Code, Codex, OpenCode 17 1,447 tok
supabase/pg-toolbelt Postgres migrations made easy 81 Claude Code, Codex, OpenCode 3 11 tok
alexhraber/flowhawk Real-time eBPF-powered network security monitor with AI-driven threat detection. Surfaces 81 Claude Code, Codex, Gemini CLI, OpenCode 3 2,799 tok
577206/knowledge-forge Local-first Obsidian knowledge ingestion workbench for PDFs, Markdown, TXT and spreadsheet 80 Claude Code, Codex, OpenCode 2 2,835 tok
G12789/mcp-quickstart Forge a working, testable, publishable MCP server in 30s. TypeScript or Python, with examp 80 Codex, OpenCode 1 714 tok
Clayca/Pixelis A project aims to improve LLMs' pixel reasoning ability. 80 Claude Code, Codex, OpenCode 2 4,317 tok
keep-starknet-strange/starknet-agentic starknet-agentic.com Smart contracts, tools, and skills for AI agents that transact on Starknet 80 Claude Code, Codex, OpenCode 2 4,760 tok
jasonhulbert/jetbrains-trash-panda-theme A theme for raccoons and other creatures of the night 80 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,704 tok
oculairmedia/Letta-MCP-server MCP server to manage letta server and comunicate with agents 80 Codex, OpenCode 1 2,358 tok
ahtavarasmus/lightfriend lightfriend.ai The first verifiably private cloud AI assistant. Runs in AWS Nitro Enclave with hardware a 80 Claude Code, Codex, OpenCode 17 3,248 tok
tan-yong-sheng/ai-vision-mcp A Model Context Protocol (MCP) server that provides vision capabilities to analyze image a 80 Claude Code, Codex, OpenCode 30 4,139 tok
kivo360/OmoiOS omoios.dev Turn feature specs into merged PRs with a self-supervising swarm of coding agents — parall 80 Claude Code, Codex, Cursor, OpenCode 31 6,385 tok
entropy-cloud/attractor-guided-engineering-template A best-practices template for AI-assisted development at scale. It turns your repository i 80 Codex, OpenCode 1 2,830 tok
drakulavich/kesha-voice-kit drakulavich.github.io Kesha listens and talks back: local speech to text and text to speech for agents and scrip 80 Claude Code, Codex, OpenCode 21 969 tok
a-pavithraa/springboot-skills-marketplace Spring Boot Skill for Claude Code and Codex 80 Claude Code, Codex, OpenCode 2 288 tok
tomsej/pi-ext Extensions, skills, and themes for Pi coding agent 80 Codex, OpenCode 1 110 tok
heggria/taskflow heggria.github.io DAG runtime for coding-agent workflows with verification, resume, replay, and effect check 80 Codex, OpenCode 1 7,110 tok
kunickiaj/codemem codemem.sh A lightweight persistent-memory companion for OpenCode & Claude 80 Codex, OpenCode 1 1,357 tok
club-cog/devin-handoff Hand off tasks to Devin — a plugin/skill for Claude Code, Codex, Cursor, and any coding ag 80 Codex, OpenCode 1 542 tok
git-meta/git-meta git-meta.com git metadata spec and poc 80 Claude Code, Codex, OpenCode 2 1,307 tok
tuanductran/hr-skills hr-skills-web.vercel.app AI skills and technical recruiting knowledge for modern HR and talent acquisition teams. 80 Claude Code, Codex, GitHub Copilot, OpenCode 27 1,893 tok
OpenAdminOS/OpenAdminOS openadminos.com Open-source, local-first AI agents for IT administration. Start with Microsoft 365, connec 80 Claude Code, Codex, OpenCode 2 4,477 tok
deepclause/deepclause-sdk DeepClause Typescript DML SDK and runtime 80 Codex, OpenCode 1 1,651 tok
LofiFren/PicoCalc lofifren.com PicoCalc - MicroPython by Lofi Fren 80 Codex, OpenCode 1 151 tok
christosk92/WaveeMusic apps.microsoft.com A high-performance Spotify client for Windows — .NET 10 NativeAOT on the FluentGpu engine 80 Claude Code, Codex, OpenCode 7 2,058 tok
parterburn/dabble.me dabble.me A private journal over email service. 80 Codex, Cursor, OpenCode 2 1,741 tok
tuxevil/tuxevil-rotator Multi-provider, multi-account AI proxy rotator with per-model routing, quota tracking, and 80 Claude Code, Codex, OpenCode 5 982 tok
Zizka-ai/ZizkaDB db.zizka.ai Self-hosted DB for AI agents. Prove why an agent did something , causal lineage (why()), 80 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 8 3,871 tok
elliottophellia/Ryuumonbuchi Maybe the headless Ghidra MCP you are looking for. 80 Codex, OpenCode 1 1,698 tok
samsantosb/ship-it ship-it - an idea-to-merged-PR delivery pipeline for any coding agent (Claude Code, Kiro, 80 Claude Code, Codex, OpenCode 1 973 tok
starslingdev/skills starsling.dev Skills from StarSling (agent-native CI) 80 Claude Code, Codex, OpenCode 2 3,305 tok
HorizunGroup/horizun-revit-mcp horizunhub.com Open-source MCP for Autodesk Revit 2023–2027. Downloadable Windows installer with runtime 80 Claude Code, Codex, OpenCode 2 7,924 tok