How real projects configure their agents

45,030 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 agents8,564Claude Code6,906Git and workflow3,633Data and AI3,578Backend and APIs3,558Languages3,494Planning3,322Code review2,906Testing2,695DevOps and cloud2,496Writing and docs2,489Memory and context2,375Research2,320Frontend2,312Security2,181Project management1,980

All Claude Code32,552 Codex24,920 OpenCode23,840 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,771 Windsurf202 Kiro117

Project Stars Configures Files Always loaded
justinstimatze/gemot gemot.dev The deliberation & governance layer for autonomous organizations. Built like an institutio 4 Claude Code 2 275 tok
Echoqili/ssh-licco SSH Model Context Protocol Server - Provides AI models with SSH capabilities 4 Claude Code, Codex 10 —
dinglebear-ai/cortex npmjs.com Rust MCP/HTTP log aggregation platform for homelab syslog, Docker logs, OTLP ingest, SQLit 4 Claude Code, Codex, Gemini CLI, OpenCode 4 1,672 tok
dinglebear-ai/rarcane npmjs.com Rust MCP server and CLI for Arcane Docker/container management, with action-dispatched too 4 Claude Code, Codex, Gemini CLI, OpenCode 4 4,903 tok
Arjun0606/smolanalytics smolanalytics.com End-to-end tests without test code. Write one sentence, an agent drives a real browser on 4 Codex, OpenCode 1 530 tok
Ask-812/oswright MCP server for Windows desktop automation. Incremental perception instead of a screenshot 4 Codex, GitHub Copilot, OpenCode 2 1,604 tok
aidemd-mcp/server MCP server that teaches any AI agent the AIDE spec methodology — progressive disclosure 4 Claude Code 21 2,693 tok
WYRE-AI/syncro-mcp conduit.wyre.ai MCP server for Syncro MSP — tickets, assets, contacts, invoices, and RMM tools for AI assi 4 GitHub Copilot 1 858 tok
PrintrFi/printr-mcp printrfi.github.io Printr mcp server for AI agents 4 Claude Code, Codex, OpenCode 5 923 tok
QiuwenZheng/interminal Lightweight MCP server for SSH and local terminal access 4 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 4 Claude Code, Codex, OpenCode 2 3,297 tok
WhenLabs-org/when Six tools. One install. The WhenLabs developer toolkit. 4 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 4 Claude Code 1 —
RbBtSn0w/awesome-copilot-mcp A Model Context Protocol (MCP) server that provides access to awesome-copilot agents and c 4 GitHub Copilot 1 2,020 tok
AceDataCloud/SeedreamMCP MCP server for ByteDance Seedream image generation and editing via Ace Data Cloud. 4 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 4 Claude Code, Codex, Gemini CLI, OpenCode 11 1,842 tok
MuhDur/oraclemcp durakovic.ai Safe-by-default Oracle Database MCP server, in pure Rust — fail-closed SQL guard, engine-f 4 Codex, OpenCode 1 3,892 tok
cyanheads/brapi-mcp-server npmjs.com A collaborative BrAPI v2.1 workspace for multi-agent research via MCP. Search studies, ger 4 Claude Code, Codex, OpenCode 2 21,214 tok
Focus-GTS/eds-mcp-server The MCP server for Adobe Edge Delivery Services — 41 tools. An AI agent can read, audit, t 4 Claude Code 1 3,616 tok
l10n-dev/ai-l10n l10n.dev AI-powered translation for app localization. Automatically translate your i18n files to 16 4 Claude Code 3 —
iamvirul/wso2-docs-mcp-server Production-ready MCP server providing RAG-based semantic search over WSO2 documentation (A 4 Claude Code 1 172 tok
lucasmella-stack/misMEM Memoria persistente cooperativa para LLMs: una SQLite + MCP. Tres capas (episodios → recue 4 Claude Code, Codex, OpenCode 2 5,962 tok
gregario/lorcana-oracle Disney Lorcana TCG MCP server — card search, deck analysis, and franchise browsing powered 4 Claude Code 9 725 tok
gwhthompson/grist-mcp-server 4 Claude Code 7 889 tok
ampres-ai/talamus ampres-ai.github.io Persistent, local-first memory for Claude Code, Codex, Cursor, Gemini CLI, OpenClaw and an 4 Codex 1 —
edithatogo/mchs edithatogo.github.io Software tools for IHACPA National Weighted Activity Unit microcosting and health-service 4 Codex, OpenCode 1 86 tok
gregario/lego-oracle LEGO sets, parts, minifigs, and inventories as an MCP server 4 Claude Code 1 382 tok
cturkieh/france-data-mcp france-data-mcp.vercel.app MCP TypeScript qui croise et réconcilie 13 référentiels publics français (santé, démograph 4 Claude Code 5 820 tok
josesepulvedapino/zahori npmjs.com Find the media stream behind any web page: browser-driven HLS/DASH/MP4 resolution with lea 4 Codex, OpenCode 1 421 tok
domdomegg/openfoodfacts-mcp 🍎 MCP server for the Open Food Facts API - search, read, and contribute to the world's la 4 Claude Code, Codex 1 —
kozmos-tech/inhalt inhalt.tech MCP-native headless CMS with typed schemas, drafts, and a clean read API. 4 Claude Code, Codex, OpenCode 2 79 tok
theYahia/mindbox-mcp npmjs.com MCP server for Mindbox — CDP, customer profiles, segmentation (Russia) 4 Claude Code 1 —
matbanik/Pomera-AI-Commander Turn messy text into clean output fast—GUI for humans, MCP tools for AI IDEs (Cursor/Claud 4 Gemini CLI 1 3,113 tok
rn-devtools-hub/rn-devtools-hub rn-devtools-hub.github.io The agent runtime for React Native and Expo: an MCP server that sees the app the way React 4 Claude Code, Codex, OpenCode 4 4,962 tok
nikulk2992-jpg/prismhr-mcp Open-source Model Context Protocol server for PrismHR + agentic AI. Maintained by Simploy. 4 Claude Code 1 —
saranshbamania/mobile-device-mcp MCP server for AI-powered mobile device control — 26 tools for screenshots, UI inspection, 4 Claude Code 1 3,700 tok
warwickwood-cell/gengeo-agent-registry gengeo.co Machine-readable merchant verification infrastructure for AI shopping agents and agentic c 4 Codex, OpenCode 1 142 tok
wende/macbeth wende.github.io Playwright for macOS native apps 4 Claude Code 1 4,226 tok
tracegazer/invgate-service-desk-mcp pypi.org MCP server for the InvGate Service Desk API — exposes InvGate Service Desk operations as M 4 Claude Code 1 536 tok
Epistates/sparX Phoenix-powered X/Twitter content engine for Claude Code: draft, optimize, score, post, en 4 Claude Code 1 1,345 tok
totonga/odsbox-jaquel-mcp MCP server to work with odsbox to access ASAM ODS HTTP API. 4 Codex, OpenCode 1 63 tok
mrgnfndr-dr/mind-clone Turn any public author into a grounded AI clone you can ask. Built from their public conte 4 Codex, OpenCode 1 1,747 tok
NirvanaGuha/thoth An open-source Claude skill that builds a unique, consistent LinkedIn voice. Framework-dri 4 Claude Code 1 1,604 tok
ivuorinen/skills Nitpicker — a hostile audit toolkit for coding agents. One skill, one entry point, a full 4 Claude Code, Codex, GitHub Copilot, OpenCode 8 6,117 tok
chancegraff/rules-for-claude Hooks, rules, skills, and instructions for use with Claude Code 4 Claude Code 1 1,647 tok
rob-9/edstem-mcp fetch homework specs 4 Claude Code 1 589 tok
kash-123/cinematic-scroll-landing codex-academy-five.vercel.app Build cinematic, awwwards-style landing pages with seamless scroll choreography — a Claude 4 Claude Code 1 523 tok
tasktimepro/tasktime tasktime.pro Agent-ready local-first tasks, time tracking, expenses, and invoicing for freelancers. 4 Claude Code, Codex, GitHub Copilot, OpenCode 16 4,827 tok
efoltyn/market-search eliterminal.com Live markets for your AI: Kalshi + Polymarket odds, stocks, options, bonds, FRED, SEC fili 4 Claude Code 1 3,525 tok
emaballarin/ccplugins ✨ Personal plugins for Claude Code (& friends)... maybe worth sharing! 4 Claude Code, Codex, OpenCode 2 141 tok