How real projects configure their agents

44,817 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 agents8,442Claude Code6,875Data and AI3,584Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315Frontend2,301Security2,167Project management1,944

All Claude Code32,436 Codex24,692 OpenCode23,614 GitHub Copilot3,700 Gemini CLI2,016 Cursor1,769 Windsurf202 Kiro113

Project Stars Configures Files Always loaded
feigeCode/navop navop.dev A native, all-in-one workspace for databases, SSH, SFTP, terminals, remote desktop, monito 2,095 Claude Code, Codex, OpenCode 10 44,651 tok
nat-n/poethepoet poethepoet.natn.io A task runner that works well with poetry or uv. 2,093 Claude Code 2 —
Zoo-Code-Org/Zoo-Code zoocode.dev Zoo Code gives you a whole dev team of AI agents in your code editor. 2,093 Codex, OpenCode 1 1,852 tok
doobidoo/mcp-memory-service Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Clau 2,089 Claude Code, Codex, OpenCode 14 8,568 tok
MatrAIx-ai/MatrAIx-Persona-8B matraix.ai Simulate Before Reality. 2,089 Claude Code 1 —
lodev09/react-native-true-sheet sheet.lodev09.com The true native bottom sheet experience 💩 2,089 Claude Code, Codex, OpenCode 5 930 tok
Syngnat/GoNavi gonavi.org High-performance multi-data-source database client — ~30MB, AI & MCP ready, zero Electron 2,087 Claude Code, Codex, OpenCode 2 4,700 tok
lin-snow/Ech0 ech0.app Ech0 – An open-source, self-hosted lightweight publishing platform for personal idea shari 2,086 Codex, OpenCode 1 4,239 tok
zereight/gitlab-mcp zereight.github.io MCP server for GitLab: 277 tools for projects, MRs, issues, pipelines, wikis and more via 2,085 Claude Code, GitHub Copilot 54 1,765 tok
zouyuxuan122/DSH-Desktop-EAC DeepSeek Harness Desktop (dsh-desktop). EAC: Embracing All Creation (揽尽万象). Bundled Node.j 2,085 Codex 1 —
microsoft/azure-devops-mcp The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agent 2,081 GitHub Copilot 2 311 tok
ai4s-research/open-science openedscience.com Open Science Desktop — local-first, model-agnostic AI research workbench for macOS, Window 2,078 Claude Code, Codex, OpenCode 3 950 tok
GCWing/BitFun OpenBitFun combines a high-performance agent runtime written in Rust with a polished deskt 2,077 Codex, OpenCode 1 5,308 tok
superglue-ai/superglue superglue.ai superglue's AI agents connect, migrate and implement enterprise systems. Cloud-hosted or o 2,070 Claude Code, Cursor 2 1,495 tok
lineofflight/frankfurter frankfurter.dev 💱 Currency data API 2,069 Claude Code, Codex, OpenCode 4 1,434 tok
coder/xum xum.coder.com A desktop app for isolated, parallel agentic development 2,068 Claude Code, Codex, GitHub Copilot, OpenCode 8 10 tok
Octane0411/open-vibe-island Native macOS control center for AI coding agents — monitor sessions, approve actions, and 2,066 Claude Code, Codex, OpenCode 2 2,582 tok
Gentleman-Programming/Gentleman.Dots My personal configuration for LazyVim ! 2,063 Codex, OpenCode 1 2,709 tok
afar1/fieldtheory-cli fieldtheory.dev Field Theory CLI for bookmarks, Library, commands, and agent workflows 2,055 Claude Code 3 610 tok
nottelabs/notte console.notte.cc Cloud browser infrastructure and web automation platform for your AI and coding agents 2,055 Claude Code, Codex, OpenCode 3 7,151 tok
Jesseovo/last30days-skill-cn jesseovo.github.io last30days-cn is an AI Agent skill that automatically searches content from the eight majo 2,054 Claude Code, Codex, OpenCode 2 1,503 tok
vercel-labs/lat.md lat.md Agent Lattice: a knowledge graph for your codebase, written in markdown. 2,049 Codex, OpenCode 1 1,703 tok
JurajNyiri/HomeAssistant-Tapo-Control Control for Tapo cameras as a Home Assistant component 2,046 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 1,258 tok
monoscope-tech/monoscope monoscopehq.com Monoscope lets you ingest and explore your logs, traces and metrics. We store these in S3 2,044 Claude Code, Codex, OpenCode 6 13,891 tok
jtblin/kube2iam kube2iam provides different AWS IAM roles for pods running on Kubernetes 2,042 Claude Code, Codex, Gemini CLI 2 334 tok
Kochava-Studios/witsy Witsy: desktop AI assistant / universal MCP client 2,039 Claude Code, Codex, GitHub Copilot, OpenCode 7 5,730 tok
xenodium/agent-shell xenodium.com Brings your favorite AI agents to Emacs, keeping you at home: familiar buffers and binding 2,035 Claude Code, Codex, Gemini CLI, OpenCode 3 166 tok
NousResearch/hermes-paperclip-adapter Paperclip adapter for Hermes Agent — run Hermes as a managed employee in a Paperclip compa 2,034 Codex, OpenCode 1 403 tok
Azure/azureml-examples docs.microsoft.com Official community-driven Azure Machine Learning examples, tested with GitHub Actions. 2,034 GitHub Copilot 1 270 tok
CaliCastle/cali.so cali.so Personal website for Cali Castle 2,030 Claude Code, Codex, OpenCode 2 400 tok
autoclaw-cc/xiaohongshu-skills xiaohongshu-skills 2,028 Claude Code 1 806 tok
nimbalyst/nimbalyst nimbalyst.com Nimbalyst - The open-source visual workspace for Claude Code, Codex, and OpenCode. Run mul 2,027 Claude Code, Codex, OpenCode 52 3,335 tok
WeaveMindAI/weft A programming language for AI orchestrations 2,025 Claude Code, Codex, GitHub Copilot 22 14,538 tok
YosemiteCrew/Yosemite-Crew yosemitecrew.com Open-source operating system for animal health 2,023 Claude Code, Codex, OpenCode 22 3,218 tok
stefanprodan/timoni timoni.sh Timoni is a package manager for Kubernetes, powered by CUE and inspired by Helm. 2,022 Codex, OpenCode 1 3,663 tok
xu-xiang/everything-claude-code-zh oneskill.one Chinese translation project for everything-claude-code: a complete collection of Claude Co 2,021 Claude Code, Codex, OpenCode 45 2,649 tok
coji/natural-japanese An Agent Skill for writing and revising business Japanese in a readable and easy-to-unders 2,021 Claude Code, Codex, OpenCode 2 2,247 tok
flutter/flutter-intellij docs.flutter.dev Flutter Plugin for IntelliJ 2,018 Claude Code, Gemini CLI 2 220 tok
ranuts/document edit.chaxus.com Local-first browser editor for Word, Excel, PowerPoint and PDF, with an experimental AI as 2,018 Claude Code 1 28,863 tok
openakita/openakita openakita.ai An open-source AI assistant framework with skills and agent architecture 2,012 Codex, OpenCode 1 3,421 tok
CoderGamester/mcp-unity Model Context Protocol (MCP) plugin to connect with Unity Editor — designed for Cursor, Cl 2,012 Claude Code, Codex, OpenCode, Windsurf 3 5,620 tok
dmmulroy/better-result Lightweight Result type for TypeScript with generator-based composition. 2,012 Claude Code, Codex, OpenCode 2 1,362 tok
ai-that-works/ai-that-works boundaryml.com 🦄 ai that works - every tuesday 10 AM PST 2,008 Claude Code 7 —
memorax-ai/memorax-code code.memorax.net A memory plugin for AI coding that turns engineering experience, repository knowledge, and 2,007 Claude Code, Codex, OpenCode 2 1,372 tok
openclaw/clawsweeper clawsweeper.bot ClawSweeper scans all issues and PRs and suggest what we can close, and why. It runs every 2,004 Claude Code, Codex, OpenCode 3 2,760 tok
zzet/gortex gortex.dev High-performance code-intelligence engine for AI agents and IDE, supports 257 languages, m 2,004 Claude Code, Codex, OpenCode 2 5,603 tok
kenforthewin/atomic atomicapp.ai Self-hosted, semantically-connected personal knowledge base 2,000 Claude Code, Codex, OpenCode 2 3,332 tok
chengzuopeng/stock-sdk stock-sdk.linkdiary.cn A zero-dependency JavaScript SDK for frontend developers to retrieve stock data without Py 1,999 Codex, OpenCode 1 11,066 tok
Start9Labs/start-technologies start9.com Monorepo for StartOS, StartWRT, StartTunnel, start-sdk, start-docs, start-cli, start-regis 1,995 Claude Code, Codex, OpenCode 3 17,166 tok
forloopcodes/contextplus contextplus.vercel.app Semantic Intelligence for Large-Scale Engineering. Context+ is an MCP server designed for 1,989 Claude Code 1 —