How real projects configure their agents

32,006 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
a2uicatalog/a2ui a2uicatalog.ai Typed UI vocabulary for AI agents using the a2ui protocol — 474 atoms an agent composes i 3 Claude Code, Codex, Gemini CLI, OpenCode 5 2,597 tok
xonika9/agent-skills skills.sh Practical Agent Skills for source-backed research, controlled browser sessions, idea criti 3 Claude Code, Codex, OpenCode 2 784 tok
tooppoo/enozunu 3 Claude Code, Codex, OpenCode 2 680 tok
totorospirit/cc-openclaw-bridge Claude Code plugin for user interaction via OpenClaw (Telegram, Signal, Discord) 3 Claude Code 1 449 tok
max-listov/stitchkit Contract-first backend framework for Bun and Node — one defineContract() into an HTTP API, 3 Claude Code, Codex, OpenCode 2 6,518 tok
dsswift/ion Headless multi-provider LLM agent runtime. Single Go binary, 14+ providers, 70+ extension 3 Claude Code, Codex, OpenCode 1 24,178 tok
jackychanisnotme/ccNexus Smart API endpoint rotation proxy and local API provider for Codex CLI/GUI, Claude Code CL 3 Claude Code, Codex, OpenCode 2 5,065 tok
IT-HUSET/andthen Coding agent toolkit with workflows, guidelines, and plugins for Claude Code and other age 3 Claude Code, Codex, OpenCode 4 3,511 tok
liratanak/openproject-mcp OpenProject MCP 3 Claude Code 1 3,771 tok
scrollDynasty/BrowserMesh npmjs.com Multi-agent browser MCP runtime for isolated, persistent, parallel Playwright sessions. Ru 3 Claude Code, Codex, OpenCode 7 9,540 tok
ShiftinBits/constellation-mcp docs.constellationdev.io Code Intelligence Platform for AI Coding Assistants 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 2,138 tok
u2n4/video-url-analyzer-mcp MCP server to analyze YouTube, TikTok & Instagram videos from URL — transcripts, AI insigh 3 Claude Code, Codex, OpenCode 2 3,850 tok
Trusty-Squire/trusty-squire Trusty Squire signs up / in to websites for you so you don’t have to. 3 Claude Code, Codex, OpenCode 2 25,835 tok
phishark-git/phishark-playwright-mcp Playwright MCP with PhiShark preflight and browser-deep protection 3 Claude Code, Codex, OpenCode 2 643 tok
Divine-Creative-Ministries/bible-cli A Bible study operating system for AI agents: offline CLI + MCP server for passage retriev 3 Claude Code 1 880 tok
Auctalis/nocturnusai nocturnus.ai Verified knowledge for AI agents. Compress context, extract and store facts, define rules 3 Claude Code, Codex, OpenCode 7 8,907 tok
mjucius/cozi_mcp Unofficial MCP to talk with your Cozi Family Organizer account. 3 Claude Code 1 1,937 tok
nukIeer/higgsfield-unlimited-mcp Complete MCP server for Higgsfield AI in unlimited mode — all image/video/audio models 3 Claude Code 1
EvanL1/AetherEdge aetheriot.ai Deterministic edge runtime for agent-configured physical spaces — Kernel, CLI, and SDK for 3 Claude Code, Codex, Gemini CLI, OpenCode 3 1,927 tok
larsbaunwall/Unlinked Bring your LinkedIn professional profile into AI assistants 3 Claude Code, Codex, OpenCode 5 1,155 tok
a-lottes/aSPARK-graph aspark.lottes.dev A lean, local knowledge graph that joins a repo's code to its aSPARK delivery artifacts (s 3 Claude Code 1 3,474 tok
marcoaperez/actual-budget-mcp-es MCP server for Actual Budget — LLM-ready financial assistant with correct semantics, unit 3 Claude Code 1 2,154 tok
Enreign/pagerunner pagerunner.dev The browser layer that learns. Connects any MCP client to your real Chrome profiles — alre 3 Claude Code 1 2,477 tok
AceDataCloud/VeoMCP platform.acedata.cloud MCP server for Google Veo video generation via Ace Data Cloud. 3 Claude Code, GitHub Copilot 2 812 tok
GeiserX/cashpilot-mcp MCP Server for CashPilot — monitor passive income earnings, manage services, and control f 3 Claude Code 1 232 tok
SIFR0-dev/djzs-AI djzs.ai DJZS audits the reasoning behind an autonomous agent's move before capital is committed, a 3 Claude Code 1 8,775 tok
justinstimatze/gemot gemot.dev The deliberation & governance layer for autonomous organizations. Built like an institutio 3 Claude Code 2 275 tok
Echoqili/ssh-licco SSH Model Context Protocol Server - Provides AI models with SSH capabilities 3 Claude Code, Codex 10
GeiserX/pumperly-mcp MCP Server for Pumperly — real-time fuel and EV charging prices, station search, and route 3 Claude Code 1 450 tok
dinglebear-ai/cortex npmjs.com Rust MCP/HTTP log aggregation platform for homelab syslog, Docker logs, OTLP ingest, SQLit 3 Claude Code, Codex, Gemini CLI, OpenCode 4 9,040 tok
dinglebear-ai/rarcane npmjs.com Rust MCP server and CLI for Arcane Docker/container management, with action-dispatched too 3 Claude Code, Codex, Gemini CLI, OpenCode 4 4,903 tok
homemade-software-inc/completion-kit completionkit.com Your prompts need tests too. Run prompts against real datasets, score outputs with LLM jud 3 Claude Code 2 341 tok
aidemd-mcp/server MCP server that teaches any AI agent the AIDE spec methodology — progressive disclosure 3 Claude Code 19 1,396 tok
SpecLeft/specleft specleft.dev Turn your code in to specs. Spec driven framework with multi language support. Trace featu 3 Claude Code 1 1,309 tok
aarifmms/keyblind keyblind.vercel.app keyblind 3 Claude Code 1 923 tok
QBT-Labs/openmm-mcp agents.openmm.io MCP server giving AI agents real crypto trading capabilities. 13+ tools for market data, o 3 Claude Code 3 1,354 tok
Salah-XD/appCN appcn.vercel.app 3 Claude Code, Codex, OpenCode 5 4,032 tok
QiuwenZheng/interminal Lightweight MCP server for SSH and local terminal access 3 Claude Code, Codex 2 1,000 tok
ShinyDapps/l402-kit shinydapps-api.vercel.app The simplest way to charge for your API in Bitcoin sats. 3 lines of code. TypeScript + Pyt 3 Claude Code, Codex, OpenCode 2 3,297 tok
WhenLabs-org/when Six tools. One install. The WhenLabs developer toolkit. 3 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,498 tok
abe238/hotinai hotin.ai Hot In AI (hotin) — what's hot in AI, from your terminal. Open-source CLI: GitHub + HN + n 3 Claude Code 1
abm9111/chamber Ask your own notes. Get answers that cite their sources — and a daily check that tells you 3 Claude Code 1 1,351 tok
Mickdownunder/SafeInstall Open-source CLI that blocks risky npm, pnpm, and bun installs before they run. 3 Claude Code 2
JinNing6/CyberHuaTuo-Plugin AI Agent Error Doctor: paste MCP / LangChain / CrewAI tracebacks, get root cause, exact fi 3 Claude Code, Codex, OpenCode 4 156 tok
AceDataCloud/FluxMCP MCP server for Flux AI image generation and editing via Ace Data Cloud. 3 Claude Code, GitHub Copilot 2 797 tok
Lipdog/fossick-mcp pypi.org Search all of GitHub from your AI agent — find libraries, drill into repos, search code pa 3 Claude Code, Codex, OpenCode 2 2,349 tok
OrbiAds/Orbiads-GAM-MCP orbiads.com Google Ad Manager MCP hosted - AdOps Skills for Claude, Gemini, OpenAI - Inventory, traffi 3 Claude Code, Codex, OpenCode 2 5,982 tok
AceDataCloud/SeedreamMCP MCP server for ByteDance Seedream image generation and editing via Ace Data Cloud. 3 Claude Code, GitHub Copilot 2 807 tok
Apomera/AlloFlow apomera.github.io AI-powered instructional differentiation engine that runs in Gemini canvas preview mode. A 3 Claude Code, Gemini CLI 9
Deep-Identity-Inc/agent-skills deepidv.com AI-powered identity verification for the agentic ecosystem. Agent skills and MCP server fo 3 Claude Code 1