How real projects configure their agents

24,815 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 agents8,505Claude Code6,886Git and workflow3,611Data and AI3,580Backend and APIs3,556Languages3,487Planning3,327Code review2,899Testing2,686Writing and docs2,480DevOps and cloud2,479Memory and context2,375Research2,323Frontend2,308Security2,172Project management1,965

All Claude Code32,517 Codex24,815 OpenCode23,733 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,770 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
compnew2006/browser-controller MCP server + Chrome extension that gives AI agents control of your real browser with exist 9 Codex, OpenCode 1 900 tok
VelvetSP/web-retrieval-mcp MCP server for AI agents: high-fidelity web search (Exa) + tiered web fetch (Exa→browser→F 9 Codex, OpenCode 1 196 tok
cacr92/WeReply Automatic WeChat chat reply assistant 9 Claude Code, Codex, Cursor, OpenCode 50 4,270 tok
Darkflib/mcp-joplin 9 Codex, OpenCode 1 1,942 tok
alanwtom/blackboard-mcp Local-first, read-only Blackboard MCP server. Reads the signed-in student's own Blackboard 9 Claude Code, Codex, OpenCode 2 545 tok
yehezkieldio/firefly npmjs.com Automation release management CLI for semantic versioning, changelog generation, and GitHu 9 Codex, GitHub Copilot, OpenCode 2 834 tok
bybren-llc/a-safe-pulse Enterprise-grade SAFe automation toolkit: AI-powered Agile Release Train (ART) planning, s 9 Claude Code, Codex, Gemini CLI, OpenCode 19 6,997 tok
Bloodshed-Rain/TheMAGI themagi.gg Local-first AI coaching for Super Smash Bros. Melee from Slippi .slp replays. 9 Claude Code, Codex, OpenCode 10 5,122 tok
Aledon8/OpenLeukemia openleukemia.com OpenLeukemia is a patient-centered platform for organizing leukemia-related medical data, 9 Claude Code, Codex, GitHub Copilot, OpenCode 9 1,924 tok
hotosm/ui ui.hotosm.org Shared UI components with HOT theming 9 Codex, OpenCode 1 1,202 tok
sankichi92/LiveLog livelog.ku-unplugged.net A Ruby on Rails application for managing set lists within a music community 9 Codex, OpenCode 1 657 tok
SamErde/TheCleaners day3bits.com PowerShell module to clean the loose ends from your Windows Servers. 9 Codex, GitHub Copilot, OpenCode 2 1,470 tok
Ajiet-DevNation/dn-orbit devnation.club Anything and everything DevNation 9 Codex, Gemini CLI, OpenCode 2 5,482 tok
depromeet/16th-team6-Android The Android repository for Team 16's Six-Ten Chicken 🍗💚 9 Claude Code, Codex, Gemini CLI 8 948 tok
kevinmcaleer/kevsrobots.com 9 Claude Code, Codex, Gemini CLI, OpenCode 6 8,708 tok
mh-language/mhl-core-runtime mhl core runtime 9 Claude Code, Codex, OpenCode 2 7,825 tok
sharat/cluster-cli sharat.github.io A fast, interactive terminal UI for monitoring Kubernetes cluster health in real-time 9 Claude Code, Codex, Gemini CLI, OpenCode 6 2,158 tok
zoom/zoom-plugin Claude plugin for planning, building, and debugging Zoom integrations across REST APIs, SD 8 Codex, OpenCode 1 436 tok
aplaceforallmystuff/mcp-pihole MCP server for Pi-hole v6 API - control DNS blocking from Claude Code 8 Claude Code, Codex, Gemini CLI, OpenCode 4 357 tok
dryvist/ai-assistant-instructions A comprehensive, vendor-agnostic framework for consistent AI-assisted development workflow 8 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,006 tok
EmZod/speak A fast CLI tool for Agents to convert their text output to speech using Chatterbox TTS on 8 Codex, OpenCode 1 517 tok
ALCops/mcp-server nuget.org MCP server that brings ALCops AL code analyzers to AI assistants like Claude and Cursor 8 Claude Code, Codex, OpenCode 3 5,814 tok
creatornader/atrib atrib.dev Verifiable agent actions. Every action becomes signed context for the next. Ed25519 signat 8 Claude Code, Codex, OpenCode 4 20,384 tok
Andes-Software-Solutions/Andes.Extensions.AI nuget.org Composable Microsoft.Extensions.AI IChatClient middlewares for .NET — tool-call tracking w 8 Claude Code, Codex, GitHub Copilot, OpenCode 4 5,338 tok
kevinslin/skillz 8 Claude Code, Codex, OpenCode 2 2,549 tok
MisonL/Ling npmjs.com A Chinese AI Agent template toolkit for Gemini CLI, Antigravity, and Codex, providing one- 8 Claude Code, Codex, OpenCode 69 1,373 tok
OutlineDriven/odin-reflector outlinedriven.github.io Codex CLI meta-reflection layer for Outline-Driven Development. Add-on for the Claude plug 8 Claude Code, Codex, OpenCode 2 3,753 tok
edgar-durand/codeagent-mobile-clients codeagent-mobile.com Public source for CodeAgent Mobile clients: codeam-cli (npm), VS Code / Cursor / Windsurf 8 Claude Code, Codex, OpenCode 4 14,012 tok
YuliiaKovalova/dotnet-template-mcp MCP server wrapping the .NET Template Engine for AI-driven template discovery, inspection, 8 Codex, GitHub Copilot, OpenCode 2 1,696 tok
StringKe/std-agent One .stdai/ source of truth, fanned out to 22 AI coding tools: Claude Code, Codex, Cursor, 8 Claude Code, Codex, OpenCode 3 806 tok
S3DFX-CYBER/Claude-Skills-Security A production-grade security triage skill for AI agents. 8 Codex, OpenCode 1 1,494 tok
kangdacool/hwpx-editing-skill A validated ruleset + Python tool skill that enables LLM agents such as Claude Code and Co 8 Codex, OpenCode 1 507 tok
Lombiq/Orchard-Core-Agent-Skills Reusable, agent-agnostic knowledge packs for Orchard Core development, focused on theming, 8 Codex, OpenCode 1 301 tok
vunm-io/passdown Shift-handover workflow for AI coding agents — capture ideas into an inbox, dispatch tasks 8 Claude Code, Codex, OpenCode 1 1,280 tok
kogakure/skills Collection of AI Agent Code skills 8 Claude Code, Codex, OpenCode 2 519 tok
QuasarG/taste-bank tastebank.cloud An open-source frontend design manager. 8 Claude Code, Codex 1 —
AgenticFirst/Cerebro Cerebro is an open-source personal intelligence system for building AI experts, automating 8 Claude Code, Codex, OpenCode 2 2,138 tok
d4rkNinja/infynon-cli cli.infynon.com Security-first Rust CLI for dependency risk scanning, API workflow testing, and shared cod 8 Claude Code, Codex, OpenCode 2 997 tok
Luminaire1337/mtasa-docs-mcp MCP server for MTA:SA documentation with intelligent search and caching 8 Codex, OpenCode 1 5,603 tok
ting-hong-shieh/polish-open-source-prose Agent Skill for Claude Code + Codex that edits open-source prose without losing facts or v 8 Codex, OpenCode 1 128 tok
ivan-magda/uikit-expert-skill Agent skill for writing correct, modern UIKit code in Swift. Covers lifecycle, memory, con 8 Claude Code, Codex, OpenCode 2 1,387 tok
agentverus/agentverus-scanner agentverus.ai Trust, but verify. Security scanner for AI agent skills. Detects prompt injection, data ex 8 Codex, OpenCode 1 2,548 tok
sprngr/rubber-duck 🦆 Socratic assistant operating system for developers who want better-quality decisions, n 8 Claude Code, Codex, OpenCode 2 1,517 tok
nbpadilha/nbp-skillforge Compose agent skills (SKILL.md / commands) from reusable bricks, with a drift-gate. 8 Codex, OpenCode 1 524 tok
mooqii/OpenPanels Extensible side panels for AI agents. 8 Codex, OpenCode 1 896 tok
ShaheerKhawaja/ProductionOS ProductionOS v1.0 — Claude Code plugin with 76 agents, 39 commands, and 12 hooks. Deploys 8 Claude Code, Codex, OpenCode 2 5,986 tok
Lrinvl1203/world-class-web-design-os lrinvl1203.github.io 17 installable agent skills for distinctive web design: art direction, implementation, cri 8 Codex, OpenCode 1 1,112 tok
gmickel/better-skill-builder Skill that teaches AI agents how to build Agent Skills for Claude Code, Codex, Amp, and Op 8 Claude Code, Codex, OpenCode 2 360 tok
hariharapanigrahy/layerkit Evidence-first AI agent workbench for vendor API integrate & contract heal — real producti 8 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,066 tok
SiliconEinstein/gaia-lkm-skills Agent skills for Gaia/LKM evidence-chain retrieval, evidence subgraph auditing, and schola 8 Codex, OpenCode 1 174 tok