How real projects configure their agents

23,196 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
washyu/homelab_mcp MCP Server for intelligent infrastructure management for your Homelab 4 Claude Code, Codex, OpenCode 2 3,107 tok
autonull/mcplogic adapted from: https://github.com/angrysky56/mcp-logic/ 4 Codex, OpenCode 1 350 tok
bitbankinc/bitbank-lab-mcp Experimental MCP Server 4 Claude Code, Codex, Cursor, OpenCode 7 2,429 tok
bablulawrence/ms-fabric-mcp-server MCP server for Microsoft Fabric with tooling support for workspaces, Notebooks, Livy, Pipe 4 Codex, OpenCode 1 777 tok
TomBener/devonthink-mcp DEVONthink MCP Server 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 5,712 tok
alanhoff/newrelic-mcp 4 Codex 3
sandraschi/dreame-mcp FastMCP 3.1 MCP server and webapp for the Dreame D20 Pro Plus robot vacuum. 4 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 759 tok
eddinsw/amp-mcp-server A simple MCP server that wraps CubeCoders Application Management Panel 4 Codex, OpenCode 1 4,023 tok
Luko248/css-first 4 Codex, OpenCode 1 611 tok
AmemiyaLai/grasshopper-mcp-workflow 4 Claude Code, Codex, OpenCode 8 857 tok
windoze95/servicewow-mcp ServiceNow MCP Server — per-user delegated access via OAuth 2.0 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,233 tok
Jemo69/Appflowy-MCP 4 Claude Code, Codex 1
aspose-words/Aspose.Words-MCP Aspose.Words MCP Server 4 Codex, OpenCode 1 792 tok
rhel-lightspeed/docs2db-mcp-server MCP server providing RAG search capabilities via docs2db-api 4 Codex, OpenCode 1 1,526 tok
linancn/tiangong-ai-mcp 4 Codex, OpenCode 1 593 tok
ChrisBrooksbank/uk-parliament-data-mcp pypi.org UK Parliament MCP Server — 209 tools bridging AI assistants with live UK Parliament data ( 4 Claude Code, Codex, OpenCode 3 5,351 tok
microsoft/tscodesearch Code search MCP wrapper for Typesense 4 Claude Code, Codex, OpenCode 2 6,974 tok
abossard/ledfx-mcp Local MCP to manage a LedFX instance 4 Codex, GitHub Copilot, OpenCode 2 1,870 tok
wangyuxin0707/vivado-mcp-agent Windows-first Vivado 2025.2 MCP server for deterministic FPGA workflows 4 Codex, OpenCode 1 389 tok
Firnschnee/dual-model-mcp A MCP server that queries at the same time Claude Fable 5.1 high and OpenAI GPT-6 Astra hi 4 Claude Code, Codex, OpenCode 2 1,546 tok
FerrazPiai/ekyte_mcp_server 4 Claude Code, Codex, OpenCode 2 1,234 tok
jan3dev/agentic-aqua a1lab.com MCP server and CLI to manage assets in Bitcoin and Liquid 4 Codex, Cursor, OpenCode 2 3,286 tok
agenthill/vaultpilot-mcp vaultpilot-mcp.ai Safety first. Hardware-verified DeFi for AI agents — designed for when the AI can be compr 4 Claude Code, Codex, OpenCode 2 7,302 tok
Enablement-Engineering/gobbler enablement-engineering.github.io The missing link between your content and AI. Convert YouTube, documents, web pages, and a 4 Claude Code, Codex, OpenCode 3 2,026 tok
lucasliet/youtube-transcript-mcp MCP and CLI to extract subtitles from youtube videos. based on python's lib youtube-transc 4 Claude Code, Codex, OpenCode 3 2,152 tok
IntelligentElectron/pdf-analyzer PDF analysis made easy for every AI agent 4 Claude Code, Codex, OpenCode 4 1,901 tok
robino16/codeembed pypi.org Embeds your codebase into a local vector database and exposes it as an MCP tool for fast s 4 Codex, OpenCode 1 165 tok
Jelloeater/activitywatch-mcp-server-py ActivityWatch MCP Server 4 Codex, OpenCode 1 3,362 tok
joaovjo/linkedin-mcp-server-ts 4 Claude Code, Codex 5
123pc/Geogebra_mcp A tool that can help cc/ codex to use geogebra 4 Claude Code, Codex, OpenCode 2 580 tok
Knuckles-Team/media-downloader Download videos and audio from the internet! Out of the box A2A Server and MCP Server 4 Claude Code, Codex, OpenCode 2 3,913 tok
inconcept/bitbucket-mcp 4 Claude Code, Codex, OpenCode 3 125 tok
bunizao/okta-auth CLI and MCP server for Okta SSO authentication with persistent session management 4 Claude Code, Codex, OpenCode 2 1,223 tok
cirwel/unitares A federation kernel for accountable AI agents. Self-hosted MCP server: identity, claims an 4 Claude Code, Codex, OpenCode 2 12,742 tok
kevinten-ai/mcp-ffmpeg FFmpeg video/audio editing tools via Model Context Protocol (MCP) 4 Codex, OpenCode 1 52 tok
2514385224/middle-tool Multi-environment middleware connection manager with unified MCP export for Cursor and Cla 4 Claude Code, Codex 1
aidizhi/ziyuanzhan A platform for aggregating and collecting movie and TV resource and scraping sites, automa 4 Codex, OpenCode 1 400 tok
vltansky/console-bridge-mcp npmjs.com 4 Claude Code, Codex, OpenCode 2 2,022 tok
wyj-IIRtyj/localterminal-lite Auditable local control plane connecting ChatGPT Apps and GPT Actions to authorized worksp 4 Codex, OpenCode 1 51 tok
JVinceW/uasset-reference-memory-mcp 4 Claude Code, Codex, OpenCode 2 387 tok
OGZamasu/agent-inbox A place to send your AI agent things to look at. Send links from your phone or browser; Cl 4 Claude Code, Codex, OpenCode 2 1,254 tok
scrollDynasty/BrowserMesh npmjs.com Multi-agent browser MCP runtime for isolated, persistent, parallel Playwright sessions. Ru 4 Claude Code, Codex, OpenCode 7 9,540 tok
FeanorsCodeSL/imladris Rivendell-style council for AI agents: a stdio MCP server that convenes multi-provider mod 4 Claude Code, Codex, OpenCode 3 2,672 tok
serpro69/pal-mcp-server The power of Claude Code / GeminiCLI / CodexCLI + [Gemini / OpenAI / OpenRouter / Azure / 4 Claude Code, Codex, OpenCode 3 2,903 tok
coldlogicAI/3notch 3notch.dev Stop being the bus between your AI tools. Local-first CLI + MCP for vendor-neutral project 4 Codex, OpenCode 1 1,609 tok
solozerolabs/Namera CLI tool for checking name availability across domains, trademarks, and more 4 Claude Code, Codex, OpenCode 3 4,412 tok
JochenYang/agent-comm-hub One local endpoint, any MCP-capable agent — MiniMax Code, Claude Code, opencode, Codex, Ge 4 Codex, OpenCode 1 4,547 tok
cyanheads/survey-mcp-server Transform LLMs into intelligent interviewers. MCP server for conducting dynamic, conversat 4 Claude Code, Codex, OpenCode 2 9,030 tok
dstrupl/vardoger Personalize AI coding assistants (Cursor, Claude Code, Codex, OpenClaw, Copilot CLI, Winds 4 Codex, OpenCode 1 1,510 tok
resolve-ai-oss/resolve-ai-plugins 4 Claude Code, Codex, OpenCode 2 1,014 tok