How real projects configure their agents

23,799 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
atree1023/snc-cribl-mcp 3 Claude Code, Codex, OpenCode 3 3,376 tok
sandraschi/opencode-cli-mcp MCP server that wraps opencode CLI's HTTP API (opencode serve) into MCP tools, plus a weba 3 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 7 1,914 tok
langlink-localization/xliff-mcp-server MCP server for processing XLIFF translation files 3 Codex, OpenCode 1 320 tok
algony-tony/mymcp 3 Codex, OpenCode 1 2,268 tok
ZDOSS/HeroLink RPG Maker MV (and MZ) MCP bridge 3 Codex, OpenCode 1 2,455 tok
Neboy72/nexus-memory Universal shared memory for AI agents — one brain for all your agents, 100% local & privat 3 Codex, OpenCode 1 8,236 tok
wilfoa/polybugger-mcp opencode-agent-debugger 3 Codex, OpenCode 1 759 tok
obrien-matthew/mcp-steam pypi.org MCP server for Steam -- gaming library, achievements, stats, and store discovery for Claud 3 Claude Code, Codex, OpenCode 2 295 tok
human-turn/t-invest-mcp 3 Claude Code, Codex, OpenCode 2 1,862 tok
moeuu/tradingview-mcp Local-first MCP server for market analysis, charts, and optional TradingView browser workf 3 Codex, OpenCode 1 78 tok
Knuckles-Team/repository-manager Manage your git repositories. Now supports Agentic AI MCP Server Integration! 3 Claude Code, Codex, OpenCode 4 18,801 tok
qrak/telegram-commandcode commandcode.ai MCP server for Telegram integration with Command Code — send messages, files, and photos f 3 Codex, OpenCode 1 1,216 tok
luckynee/unity-prefab-parser-mcp 3 Codex, GitHub Copilot, OpenCode 2 695 tok
osloer-industries/homeexchange-mcp Unofficial local MCP server for HomeExchange — search homes, manage conversations, and mor 3 Codex, OpenCode 1 544 tok
dirien/pulumi-events MCP server for managing events on Meetup.com via AI assistants 3 Claude Code, Codex, Gemini CLI, OpenCode 4 2,549 tok
nexus-xyz/nexus-exchange-mcp MCP server for the Nexus Exchange API — read market data and place trades from an AI agent 3 Codex, OpenCode 1 807 tok
ilyautov/moysklad-mcp-ru moysklad-mcp-ru.aifrontier.tech MCP server for MoySklad (JSON API 1.2): inventory, products, orders, documents, reports, a 3 Codex, Gemini CLI, OpenCode 2 1,231 tok
LaurentHuzard/beat-twin Beat Twin - Bitwig MCP bridge and agentic music production lab 3 Codex, OpenCode 1 403 tok
simon-ami/zen-devtools-mcp Unofficial MCP server for Zen Browser DevTools, enabling AI assistants to inspect and cont 3 Claude Code, Codex, OpenCode 2 294 tok
I-No-oNe/baileys-agent-kit LLM-first WhatsApp automation with Baileys, MCP, CLI, GitHub Actions, and secure QR pairin 3 Claude Code, Codex, OpenCode 2 374 tok
simba87/iiko-server-mcp MCP server exposing iikoServer REST API as 42+ LLM-callable tools over stdio 3 Codex, OpenCode 1 1,178 tok
Archolith/menhir archolith.dev Provenance, governed context, and code-impact analysis for coding agents. 3 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 1,057 tok
rjenks/pf2e-mcp An MCP server for building Pathfinder 2nd Edition Remastered characters together with an A 3 Claude Code, Codex, OpenCode 3 2,352 tok
h666zhang/vscode-cube-mcp pypi.org MCP server that wraps STM32CubeMX CLI — let AI agents load .ioc, configure pins/peripheral 3 Codex, OpenCode 1 1,606 tok
ygq-future/openai-vision-mcp-server An Model Context Protocol (MCP) stdio server for bounded, high-precision image analysis us 3 Codex, OpenCode 1 850 tok
wellkilo/RepoPilot wellkilo.github.io Auditable repository maintenance AgentTeam with evidence-backed pull requests, automated c 3 Codex, OpenCode 1 727 tok
naplesblue/grokbridge Local MCP bridge for Codex and Claude Code: delegate code, reviews, web/X research, Grok 4 3 Codex, OpenCode 1 532 tok
shekarsiri/moo-tasks Local-first MCP task manager & real-time Web UI for AI coding agents (Claude Code, Cursor, 3 Claude Code, Codex, Cursor, OpenCode, Windsurf 4 1,946 tok
real-limitless/ansible-flow-mcp real-limitless.github.io MCP server exposing Ansible modules to AI agents (search → schema → check → execute). Side 3 Claude Code, Codex, OpenCode 2 4,638 tok
GoogleCloudPlatform/mcp-grpc-transport-py 3 Codex, OpenCode 1 369 tok
dvgamerr-app/gokub-mcp dvgamerr.app 🚀 Model Context Protocol (MCP) server for Bitkub Cryptocurrency Exchange API - Connect Cl 3 Claude Code, Codex, OpenCode 2 1,403 tok
dinglebear-ai/rytdl npmjs.com Rust MCP server and CLI for yt-dlp media search/downloads, metadata tagging, transfer queu 3 Claude Code, Codex, Gemini CLI, OpenCode 4 3,620 tok
IFTTT/ifttt-plugins ifttt.com Official IFTTT plugins for AI clients — automate hundreds of services from your agent via 3 Codex, OpenCode 1 1,071 tok
cyanheads/openaq-mcp-server npmjs.com Find air-quality monitoring stations, read latest sensor values, and pull historical pollu 3 Claude Code, Codex, OpenCode 2 14,896 tok
nabheet/vscode-mcp-server VS Code MCP server for AI agents (opencode, Claude, Cursor) — debug, edit, and control VS 3 Codex, OpenCode 1 1,147 tok
wallieinformal201/pentest-mcp-server Integrate penetration testing tools and payloads into your workflow through the Model Cont 3 Claude Code, Codex, OpenCode 2 9,962 tok
comparedge/pricing-api comparedge.com Free REST API and MCP server for verified SaaS, AI, and LLM pricing across 490+ tools. Ope 3 Codex, OpenCode 1 544 tok
gabrielrojasnyc/anatomy-of-a-knowledge-base Runnable teaching implementation of the Cerebras knowledge-base architecture: one embeddin 3 Claude Code, Codex, OpenCode 2 1,176 tok
Mitscherlich/skills 3 Claude Code, Codex, OpenCode 2 1,850 tok
cyanheads/ris-austria-mcp-server npmjs.com Search Austrian consolidated federal & state law, court decisions, and the authentic Bunde 3 Claude Code, Codex, OpenCode 2 15,968 tok
cyanheads/treasury-fiscaldata-mcp-server npmjs.com Query US Treasury national debt, interest rates, exchange rates, and 80+ fiscal datasets v 3 Claude Code, Codex, OpenCode 2 14,978 tok
cyanheads/who-gho-mcp-server npmjs.com Query WHO Global Health Observatory data — 3,059 indicators across 194 member states with 3 Claude Code, Codex, OpenCode 2 16,430 tok
indrasvat/shux shux.pages.dev A modern take on tmux 3 Claude Code, Codex, OpenCode 11 6,164 tok
forgeopslabs/appstore-mcp MCP server (Rust, rmcp) exposing the Apple App Store Connect API — apps, in-app purchases, 3 Codex, OpenCode 1 817 tok
Knuckles-Team/tunnel-manager Create SSH Tunnels to your remote hosts and host as an MCP Server for Agentic AI! 3 Claude Code, Codex, OpenCode 2 5,249 tok
keyfire/xbsl docs.keyfire.ru The XBSL (1C:Element) toolkit - linter with autofixes, LSP server, docs search, metadata s 3 Codex, OpenCode 1 267 tok
alichicken/sv1-agent-bridge MCP server that lets AI agents control Synthesizer V Studio 1.x via its Lua scripting API 3 Codex, OpenCode 1 1,932 tok
sebastienrousseau/bankstatementparser-mcp Parse bank statements (BAI2, MT940/MT942, CAMT.053, OFX, CSV) into structured transactions 3 Codex, OpenCode 1 603 tok
LamaSu/physical-capability-cloud Physical Capability Cloud — every physical capability, one protocol 3 Claude Code, Codex, OpenCode 24 16,922 tok
costory-io/costory-finops-mcp-skills costory.io FinOps agent MCP: one allocated view of cloud, AI and data costs across providers, shared 3 Claude Code, Codex, Gemini CLI, OpenCode 2 2,060 tok