How real projects configure their agents

23,761 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
rchaz/tunelab Claude Code plugin for LLM fine-tuning, distillation, and evaluation — decide whether you 6 Codex, OpenCode 1 1,026 tok
isaacriehm/cairn Persistent ground truth for Claude Code. Stop AI agents from drifting on your codebase. 6 Claude Code, Codex, OpenCode 2 2,269 tok
mzored/init-deep AI documentation generator for Claude Code, Cursor, Copilot, Gemini CLI, Codex, Windsurf, 6 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 3,843 tok
softcane/codex-blackbox Codex CLI session supervision: see failed or incomplete turns, token use, model changes, c 6 Codex, OpenCode 1 1,559 tok
leejpsd/nextjs-cache-handler Redis cache handler for Next.js 16 — supports both cacheHandler (ISR) & cacheHandlers ('us 6 Codex, OpenCode 1 496 tok
onorbumbum/sand onuruzunismail.com Sand is a Swift CLI for Apple silicon Macs. It creates small named Linux environments. Eac 6 Codex, OpenCode 1 2,293 tok
wei-b0/codexbar-lite getcodexbar.xyz A tiny native macOS menu bar app for monitoring Codex usage - no browser extensions, no Ch 6 Codex, OpenCode 1 914 tok
elastic/jingra Competitive Benchmarking Framework 6 Claude Code, Codex, OpenCode 2 390 tok
narumiruna/ly-mcp 6 Codex, OpenCode 1 748 tok
sreyas-endor/observatory 6 Codex, OpenCode 1 1,389 tok
davidmosiah/polar-mcp wellness.delx.ai Unofficial local-first Polar AccessLink Dynamic API v4 MCP server for AI agents 6 Codex, OpenCode 1 150 tok
sandraschi/godot-mcp Godot 4 automation via FastMCP — scene/mesh/PBR/particles, STL import, HTML5 export. For C 6 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,476 tok
yugui923/db-connect-mcp Multi-database MCP server for PostgreSQL, MySQL, and ClickHouse 6 Claude Code, Codex, OpenCode 2 3,271 tok
brainOS-HQ/brain-os brainos-hq.com BrainOS is one memory for every AI tool: your AI picks up where you left off, with the dec 6 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,217 tok
VitalyOstanin/youtrack-mcp MCP server for YouTrack: issues, attachments, work items, time reports, knowledge base 6 Claude Code, Codex, OpenCode 2 4,661 tok
netixc/stremio-mcp pypi.org Python MCP server for TMDB search, Stremio library management, and Android TV playback/con 6 Claude Code, Codex, OpenCode 2 1,409 tok
RyanCardin15/Perigee-Tides 6 Claude Code, Codex, OpenCode 2 2,239 tok
Traves-Theberge/openlens npmjs.com openlens is an opencode, code review tool that runs multiple specialized AI agents in para 6 Claude Code, Codex, Gemini CLI, OpenCode 4 5,541 tok
louisbrulenaudet/bodyboard Canonical instructions for coding assistants from a single AGENTS.md ✨ 6 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 3,604 tok
louisfghbvc/task-management-system A complete task management system 6 Codex, OpenCode 1 241 tok
KittLabsAI/KittyCode A minimal, hackable AI coding agent with a composable tool loop and modular skills 6 Codex, OpenCode 1 175 tok
neskuchny/sima_atlas tessent.ai Visual contract-first development for AI coding agents — graph of contracts between you an 6 Claude Code, Codex, OpenCode 3 1,827 tok
vatsalunadkat/ERICKeyboard vatsalunadkat.github.io Accessibility focused keyboard for Android and iOS using swipe based chord inputs. 6 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,109 tok
Deploi-Cloud/deploi-agent-skills AI Agent Skills for Deploi Norwegian Cloud VPS 6 Codex, OpenCode 1 355 tok
Juliocbm/beacon-docs Opinionated documentation convention + CLI for AI-collaborative codebases. Scaffolds docs, 6 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 4 4,581 tok
ninsau/nextjs-reusable-table nextjs-reusables.vercel.app A highly customizable and reusable table component for Next.js applications, built with Ty 6 Codex, OpenCode 1 728 tok
flanliulf/cord CORD is a document relationship graph engine for AI-assisted development. It uses determin 6 Claude Code, Codex, OpenCode 56 697 tok
Traves-Theberge/opencode-mcp MCP server that exposes OpenCode as a tool/subagent for IDEs and AI clients 6 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 5 1,998 tok
vlad-ryzhkov/ai-context-engineering-for-qa AI Context Engineering for QA 6 Claude Code, Codex, OpenCode 27 1,237 tok
ArmisSecurity/armis-appsec-mcp AI-powered security scanning MCP plugin for Claude Code 6 Claude Code, Codex, GitHub Copilot, OpenCode 3 8,554 tok
suyogpawar88/Threat-Model suyogpawar88.github.io 6 Codex, OpenCode 1 1,275 tok
jl-cmd/claude-dev-env 6 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 7 1,147 tok
CodeTeng/harness-template Harness Engineering template, ready to use 6 Claude Code, Codex, Cursor, OpenCode 11 —
karlng279/ai-ready-product-workflow-v2 karlng279.github.io AI-Ready Product Workflow V2 6 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 11 8,319 tok
avivsinai/sabx A fast, scriptable CLI for SABnzbd - built for AI coding agents like Claude Code, Cursor, 6 Claude Code, Codex, OpenCode 2 1,008 tok
TxnLab/skills Curated agent skills for TxnLab's Algorand ecosystem — NFDomains, use-wallet, Haystack Rou 6 Claude Code, Codex, OpenCode 2 491 tok
hyfdev/moonbit-agent-skills Agent Skills for MoonBit. Help coding agents work with MoonBit and write better MoonBit co 6 Codex, OpenCode 1 2,041 tok
lathe-cli/kitup Shared installer SDK for bundled Agent Skills. 6 Codex, OpenCode 1 1,531 tok
netresearch/typo3-conformance-skill Agent Skill: TYPO3 extension conformance checker - validates against official standards | 6 Codex, OpenCode 1 940 tok
segunadebayo/design-eng-skills Agent skills for design engineers: state machine design, component API design, engineering 6 Claude Code, Codex, OpenCode 2 72 tok
usetemi/skills usetemi.com Open-source agent skills for Claude Code, Claude Cowork, Codex, Cursor, and Gemini CLI. Co 6 Claude Code, Codex, OpenCode 2 339 tok
owenob1/prompt-improver Turn vague agent prompts into precise, verifiable XML specs — then execute them. Headless 6 Claude Code, Codex, OpenCode 2 2,785 tok
dolutech/dolu-agents-skills Dolu Agents Skills - Open-source collection of modular and extensible skills for AI agents 6 Codex, OpenCode 1 4,587 tok
zenml-io/skills docs.zenml.io AI coding agent skills for ZenML MLOps workflows — quick wins, pipeline setup, and more 6 Claude Code, Codex, OpenCode 2 4,687 tok
srbryers/slope SLOPE — Sprint Lifecycle & Operational Performance Engine. Golf-metaphor sprint scoring fo 6 Claude Code, Codex, Cursor, OpenCode 10 5,072 tok
mtnyilmaz/agents 6 Claude Code, Codex, OpenCode 57 2,391 tok
Wizarck/ai-playbook Universal AI-dev norms, specs, scripts, and templates for Wizarck org projects (consumed v 6 Codex, OpenCode 1 4,204 tok
ucsahinn/ai-project-starter AI Project Starter: documentation-first starter kit for AI-coded projects, project context 6 Codex, OpenCode 1 314 tok
233i/agent-skills Production-grade engineering skills for AI coding agents. 6 Claude Code, Codex, OpenCode 2 1,381 tok
rizkyhaksono/portfolio-v3 natee.my.id Portfolio v3 using Next.js 16 with SSR, CSR, ISR, Azure Web App, Portainer. 6 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 6 10,861 tok