How real projects configure their agents

3,501 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 agents7,374Claude Code6,573Data and AI3,706Backend and APIs3,486Languages3,398Planning3,181Git and workflow3,100Code review2,701Memory and context2,354Testing2,311Research2,292DevOps and cloud2,282Writing and docs2,269Frontend2,250Security1,980Productivity1,695

All Claude Code32,004 Codex23,112 OpenCode21,881 GitHub Copilot3,501 Gemini CLI1,902 Cursor1,724 Windsurf62 Kiro40

Project Stars Configures Files Always loaded
yashmulgaonkar/FlightScnr_Pi Desktop flight and marine radar: a real-time aircraft and marine vessel tracker powered by 514 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,865 tok
ansys/pymapdl mapdl.docs.pyansys.com A Python client library for Ansys MAPDL 513 Claude Code, Codex, GitHub Copilot, OpenCode 7 2,068 tok
nodetool-ai/nodetool nodetool.ai Open-Source Creative AI Workspace 513 Claude Code, Codex, GitHub Copilot, OpenCode 51 19,021 tok
nirholas/XActions xactions.app ⚡ The Complete X/Twitter Automation Toolkit — Scrapers, MCP server for AI agents (Claude/G 512 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 11 8,439 tok
gitmono-dev/mega gitmega.ai Mega is an open-source implementation of Google Piper — a Git-compatible monorepo engine b 511 GitHub Copilot 1 1,330 tok
oculus-samples/Unity-PassthroughCameraApiSamples A Sample Project for Passthrough Camera API in Unity. 507 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 1,028 tok
antgroup/vsag vsag.io vsag is a vector indexing library used for similarity search. 507 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,446 tok
epam/ai-dial-chat chat.dialx.ai A default UI for AI DIAL 504 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 48 4,341 tok
clawdotnet/openclaw.net agentqi.dev Self-hosted Personal AI + agent runtime in .NET (NativeAOT-friendly) 497 Claude Code, Codex, GitHub Copilot 2 205 tok
agentregistry-dev/agentregistry aregistry.ai Fast-track AI innovation with a centralized, trusted, curated registry 484 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,915 tok
sybrew/the-seo-framework theseoframework.com The SEO Framework plugin for WordPress 484 GitHub Copilot 6 6,007 tok
Azure-Samples/azure-ai-travel-agents azure-samples.github.io A robust enterprise application sample (deployed on ACA) that leverages MCP and multiple A 482 Codex, GitHub Copilot, OpenCode 2 7,629 tok
managedcode/dotnet-skills skills.managed-code.com Installable .NET skill catalog and CLI for Codex, Claude Code, GitHub Copilot, and Gemini. 477 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 13,858 tok
ericboy0224/learn-docker-and-k8s Interactive AI-driven game to learn Docker, Linux, networking & Kubernetes. Open in Claude 473 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 14 796 tok
IvanWng97/pixtuoid pixtuoid.dev Terminal pixel-art office for AI coding agents 472 Claude Code, Codex, GitHub Copilot, OpenCode 16 5,288 tok
OpenGeometry-io/OpenGeometry opengeometry.io powerful cad kernel for web 471 Claude Code, Codex, GitHub Copilot, OpenCode 5 4,904 tok
ZaxbyHub/opencode-swarm Architect-centric agentic swarm plugin for OpenCode. Hub-and-spoke orchestration with SM 463 Claude Code, Codex, GitHub Copilot, OpenCode 5 9,625 tok
oisee/vibing-steampunk vs-punk: ADT to MCP bridge - Vibe code in ABAP / AMDP 457 Claude Code, GitHub Copilot 3 5,631 tok
claude-world/notebooklm-skill youtu.be NotebookLM does the research, Claude writes the content. Research → Synthesis → Content Cr 454 Codex, GitHub Copilot, OpenCode 2 912 tok
FritzAndFriends/BlazorWebFormsComponents A collection of Blazor components that emulate the ASP.NET Web Forms controls of the same 449 GitHub Copilot 1 6,332 tok
bahayonghang/academic-writing-skills bahayonghang.github.io AI-powered post-writing toolkit for academic papers — format validation, grammar/style pol 448 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,081 tok
AvdLee/Swift-Testing-Agent-Skill An agent skill focused entirely on Swift Testing, helping you write better tests, migrate 446 GitHub Copilot 1 1,068 tok
aropan/clist clist.by Your comprehensive guide to global programming contests. Track events, get details, and ne 439 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 9 1,045 tok
delorenj/mcp-server-trello A Model Context Protocol (MCP) server that provides tools for interacting with Trello boar 437 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 55 4,101 tok
ownpilot/OwnPilot ownpilot.dev Privacy-first personal AI assistant platform with autonomous agents, tool orchestration, a 429 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 10 9,916 tok
jasonjgardner/blockbench-mcp-plugin jasonjgardner.github.io Adds MCP server to Blockbench 416 Claude Code, Codex, GitHub Copilot, OpenCode 11 2,984 tok
ShaftHQ/SHAFT_ENGINE shafthq.github.io Java test automation framework for web, mobile, API, CLI, database, and desktop E2E testin 408 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 38 1,295 tok
ruilisi/lsbot lsbot.org Lean & Secure Bot 407 Claude Code, GitHub Copilot 2 2,985 tok
The-Pocket/PocketFlow-Template-Python Pocket Flow Project Template: Agentic Coding for Python 395 Claude Code, GitHub Copilot, Cursor, Gemini CLI 4 43,527 tok
marcusquinn/aidevops aidevops.sh Vibe-Coding is easy. DevOps is hard. OpenCode & Git token-efficient AI agent automation fo 392 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,027 tok
Asymmetric-al/core asymmetric.al A high-performance, enterprise-grade Next.js 16 application for mission-focused non-profit 391 Claude Code, Codex, GitHub Copilot, OpenCode 6 3,203 tok
mrwogu/promptscript getpromptscript.dev Prompt-as-Code for Enterprise AI. Standardize, audit, and deploy instructions across any A 391 Claude Code, Codex, GitHub Copilot, OpenCode 31 7,772 tok
mattgodbolt/jsbeeb bbc.xania.org Javascript BBC micro emulator 391 Claude Code, GitHub Copilot 3 3,300 tok
nudgebee/nudgebee nudgebee.com Unified CloudOps platform with AI-SRE, AI-FinOps, AI-K8sOps, and the Agentic Automation Bu 390 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 26 5,424 tok
potatoqualitee/kbupdate 🛡 KB Viewer, Saver, Installer and Uninstaller 390 Claude Code, Codex, GitHub Copilot, OpenCode 10 1,046 tok
tmc/nlm a command line interface to NotebookLM 389 GitHub Copilot 1 2,689 tok
oculus-samples/Unity-Movement Body, Eye and Face Tracking code sample. 388 Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,008 tok
UNITRONIX/BetterDesk BetterDesk Console - Ultimate Free Remote Desktop Solution 387 GitHub Copilot 1 38,741 tok
jamditis/claude-skills-journalism skills.amditis.tech Claude Code skills for journalism, media, and academia - verification, FOIA, data journali 387 Claude Code, GitHub Copilot 3 5,730 tok
Tiberriver256/mcp-server-azure-devops An MCP server for Azure DevOps 385 Claude Code, Codex, GitHub Copilot, OpenCode 19 2,562 tok
redf0x1/camofox-browser Anti-detection browser server for AI agents — REST API wrapping Camoufox engine with OpenC 385 GitHub Copilot, Gemini CLI 2 1,357 tok
prabogo/prabogo prabogo.com Prabogo is a Go framework designed to simplify project development by providing an interac 374 Claude Code, Codex, GitHub Copilot, OpenCode 21 709 tok
opengovsg/FormSG form.gov.sg Form builder for the Singapore Government 371 Claude Code, GitHub Copilot 2 5,102 tok
oculus-samples/Unity-TheWorldBeyond Presence Platform showcase demonstrating usage of Scene, Passthrough, Interaction, Voice, 369 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 997 tok
Far-Se/tabame far-se.github.io Tabame is an alternative to Windows Taskbar. It's Raycast and Powertoys combined. 364 Claude Code, Codex, GitHub Copilot, OpenCode 5 1,747 tok
facebook/meta-wearables-dat-android Meta Wearables Device Access Toolkit for Android 358 Codex, GitHub Copilot, OpenCode 2 15,065 tok
milady-ai/milady milady.ai terminally online 357 Claude Code, Codex, GitHub Copilot, OpenCode 3 14,089 tok
MartinStyk/apk-analyzer The most downloaded APK analysis app on Google Play. Detailed reports of every app on your 357 Claude Code, Codex, GitHub Copilot, OpenCode 28 3,847 tok
dais-polymtl/flock dais-polymtl.github.io Beyond Quacking: Deep Integration of Language Models and RAG into DuckDB (VLDB Demo 2025) 355 GitHub Copilot 1 1,406 tok
mapbox/mcp-server Mapbox Model Context Protocol (MCP) server 353 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,525 tok