How real projects configure their agents

32,517 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
yylo-dev/yylo yylo.dev YYLO (why-lo): AI coding-agent orchestration CLI with equivalent yylo and yy launchers. 66 Claude Code 4 —
appautomaton/presentation appautomaton.com A business question goes in. A consulting-grade deck comes out. Four composable skills for 66 Claude Code, Codex, OpenCode 2 1,796 tok
platformatic/mcp 66 Claude Code 1 1,699 tok
cosmix/loom A Rust-based agent orchestrator enabling a swarm of Claude Code instances building softwar 66 Claude Code 1 354 tok
quantskills/agent-quantspace AI-native quantitative research framework 66 Claude Code, Codex, OpenCode 2 2,533 tok
RealDealCPA-VR/Iron-Jarvis realdealcpa.ai A local-first AI control plane for orchestrating agents, models, tools, and machines from 66 Claude Code, Codex, OpenCode 3 353 tok
gigioneggiando/argo gigioneggiando.com LLM-native static vulnerability detection: point it at a repo and get a reviewable vuln re 66 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,890 tok
caid-technologies/OpenCAD modular, service-oriented CAD 66 Claude Code 1 —
OptimNow/cloud-finops-skills optimnow.io Cloud FinOps Skill & MCP by OptimNow. FinOps Foundation aligned knowledge for AI agents: c 66 Claude Code, Codex, OpenCode 3 6,138 tok
Patrick-code-Bot/nautilus_AItrader AI-powered cryptocurrency trading bot using DeepSeek and NautilusTrader 66 Claude Code, Codex, OpenCode 2 687 tok
kimimgo/awesome-ai-cae A curated list of 100+ AI-ready tools for Computer-Aided Engineering, ranked by an AI-Read 66 Claude Code 1 925 tok
rse/ase ase.tools Agentic Software Engineering (ASE) 66 Claude Code, Codex, OpenCode 2 5,844 tok
everruns/everruns everruns.com Headless durable agentic harness engine. Run durable AI agents reliably and scalably. 66 Claude Code, Codex, OpenCode 12 2,022 tok
grahama1970/claude-task-runner 66 Claude Code 1 3,119 tok
exasim-project/NeoFOAM Platform portable examples for OpenFOAM 66 Claude Code 2 867 tok
kahliburke/Kaimon.jl kahliburke.github.io MCP server giving AI agents full access to Julia's runtime via a live Gate — code executio 66 Claude Code 1 67 tok
AzureAD/microsoft-authentication-library-common-for-objc Common code used by both the Active Directory Authentication Library (ADAL) and the Micros 66 Claude Code, GitHub Copilot 2 923 tok
genlayerlabs/genlayer-docs genlayer-docs.vercel.app 66 Claude Code 4 1,265 tok
andycungkrinx91/konoha 66 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 9 1,937 tok
dataiku/dataiku-headless 66 Claude Code, Codex, OpenCode 2 1,607 tok
Oscaner/skills oscaner.github.io A cdd-first methodology repo — continuously-discovered development as the core discipline, 65 Claude Code, Codex, OpenCode 2 2,566 tok
caura-ai/caura-cross-fleet-gov Multi-agent memory governance demo using Caura + OpenClaw. Three agents (Sales, Legal, Adm 65 Claude Code 1 1,402 tok
iiAtlas/hledger-mcp npmjs.com A local MCP server for interacting with the HLedger cli 65 Claude Code 1 497 tok
Kastalien-Research/thoughtbox thoughtbox.kastalienresearch.ai Thoughtbox is an intention ledger for agents. Evaluate AI's decisions against its decision 65 Claude Code, Codex, OpenCode 5 4,519 tok
yoda-digital/mcp-gitlab-server opensource.yoda.digital Production-grade GitLab MCP server with 86 tools — full GitLab control from any AI agent ( 65 Claude Code 1 993 tok
Jeffrey0117/ClaudeBot Not a pipe to Claude. A command center on your phone. — Telegram bot for Claude Code CLI w 65 Claude Code 1 1,002 tok
archcore-ai/cli Archived: Archcore moved to github.com/archcore-ai/archcore (CLI under cli/) 65 Claude Code, Codex, OpenCode 7 6,949 tok
NomaDamas/girlfriend-in-cli An AI girlfriend or boyfriend that lives inside your terminal. Real personas, real convers 65 Claude Code, Codex, OpenCode 31 265 tok
heleninsights-dot/phd-deepread-workflow A professinal CLI workflow for PhD students to extract, analyze, and visualize academic pa 65 Claude Code, Codex, OpenCode 2 2,974 tok
MoonProxyHQ/moonproxy-desktop moonproxy.app MoonProxy Desktop - Cross-platform FRP desktop client (frpc GUI) for macOS and Windows. NA 65 Claude Code, Codex, OpenCode 2 3,886 tok
cliftonc/drizzle-cube try.drizzle-cube.dev An embeddable multi-dimensional semantic layer and self-service analytics module (built on 65 Claude Code, Codex, OpenCode 6 2,412 tok
rfunix/tengu AI-powered penetration testing MCP server 65 Claude Code 1 6,055 tok
aidlc-io/aidlc 65 Claude Code 17 —
CoreWorxLab/local-livekit-plugins Local STT/TTS plugins for LiveKit Agents - no cloud APIs required 65 Claude Code 1 303 tok
zamarrowski/claudemon zamarrowski.github.io Wild Pokemon appear while you work in Claude Code. 65 Claude Code 1 7,681 tok
dlt-hub/dlthub-ai-harness 65 Claude Code 6 1,712 tok
ThePatriczek/playwright-recast Fluent pipeline library for processing Playwright traces into polished demo videos with TT 65 Claude Code 4 —
yoloshii/gigaxity-deep-research Open-source deep research MCP. Qwen3-30B-A3B-Thinking via OpenRouter, cited web synthesis 65 Claude Code, Codex, OpenCode 2 20,876 tok
kesteva/cyboflow 65 Claude Code, Codex, OpenCode 4 446 tok
sandudorogan/tmux-pane-tree sandudorogan.github.io ┣nteractive tmux pane tree with live agent badges and Vim-style navigation. 65 Claude Code 1 1,899 tok
evgenyvinnik/llm-driven-system-design Collection of the system designs driven by LLMs 65 Claude Code, Codex, OpenCode 2 15,493 tok
hqhq1025/clipaste Screenshot clipboard paste fix for Claude Code, Codex & Cursor — works on macOS, SSH remot 65 Claude Code, Codex, OpenCode 2 4,301 tok
ruaan-deysel/unraid-management-agent Go-based Unraid plugin monitor and control your Unraid system via REST API, WebSocket, MCP 65 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 20 10,246 tok
SpringCare/VERA-MH VERA-MH official repository 65 Claude Code, Codex, OpenCode 15 4,445 tok
unmateria/MCP-Access coletas.es MCP Server for editing VBA code and controls on an MS Access .ACCDB database via LLM (test 65 Claude Code 1 17,437 tok
posit-dev/open-source-website opensource.posit.co Posit Open Source Website 65 Claude Code 4 100 tok
aretta-ai/aristo An SDK for verifiable intent, inline with code: one-line claims above your functions, veri 65 Claude Code 1 6,469 tok
Bredrumb/TomoriBot docs.tomoribot.app A highly customizable personal AI assistant for Discord featuring smart agentic AI feature 65 Claude Code, Codex, OpenCode 4 3,502 tok
cgallic/kai-cmo-harness talktogina.ai Open-source marketing harness for Claude Code and Codex: skills for SEO, content, email, a 65 Claude Code, Codex, OpenCode 2 6,539 tok
ruvnet/federated-mcp This implementation follows the official MCP specification, including proper message frami 65 Claude Code, GitHub Copilot 2 53 tok