How real projects configure their agents

24,815 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
TomBener/devonthink-mcp DEVONthink MCP Server 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 5,712 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 —
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
microsoft/tscodesearch Code search MCP wrapper for Typesense 4 Codex, GitHub Copilot, OpenCode 3 7,309 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
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 7,509 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 3 1,902 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
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
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
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
siddhartha-yz/dsh-mcp-gateway Connect ChatGPT Web to a local DSH runtime over OAuth + MCP 4 Codex, OpenCode 1 1,166 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
loryanstrant/Zigbee2MQTT-MCP A Model Context Protocol server for Zigbee2MQTT 4 Codex, OpenCode 1 178 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
cyanheads/survey-mcp-server Transform LLMs into intelligent interviewers. MCP server for conducting dynamic, conversat 4 Claude Code, Codex, OpenCode 2 9,030 tok
resolve-ai-oss/resolve-ai-plugins 4 Claude Code, Codex, OpenCode 2 1,016 tok
vishalsachdev/claude-code-skills Professional skills for Claude Code following the Agent Skills open specification 4 Codex, OpenCode 1 471 tok
donnfelker/donnfelker-plugin-marketplace 4 Claude Code, Codex, OpenCode 2 2,124 tok
nickytonline/pimp-my-ride-mcp An MCP server that allows you to configure a car 4 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 3,846 tok
ythalorossy/openfda 4 Claude Code, Codex, OpenCode 2 13,347 tok
johnnyzhoujz/pin-it-public justpinit.xyz A local Mac pinboard for saving anything you want to reuse with any AI. 4 Claude Code, Codex, OpenCode 2 510 tok
foundry-works/foundry-mcp foundry-mcp 4 Claude Code, Codex, OpenCode 2 4,413 tok
EoinFalconer/granola-mcp-server 4 Codex, OpenCode 1 1,465 tok
jweingardt12/BaseClaw jweingardt12.github.io Win your fantasy league, with the help of AI. Allows for Claude/OpenClaw management of you 4 Claude Code, Codex, OpenCode 2 4,647 tok
manojbajaj95/agent-knowledge-cards Filesystem-first knowledge cards for coding agents; durable facts as trusted memory. Save 4 Codex, OpenCode 1 879 tok
aws-samples/sample-laboratory-data-transformation-mcp 4 Claude Code, Codex 1 —
marcusquinn/quickfile-mcp MCP server for QuickFile UK accounting software - invoices, clients, purchases, banking, a 4 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 867 tok
prikotov/moex-mcp-server 4 Codex, OpenCode 1 346 tok
darknodebros/EleSync elesync.dev Your AI chats and memories Synced! Claude, ChatGPT, Gemini, Grok, Deepseek and Perplexit 4 Claude Code, Codex, GitHub Copilot 5 104 tok
AgiMaulana/HuaweiAppGalleryMcp 4 Codex, OpenCode 2 581 tok
bmdhodl/agent47 agentguard47.com Python runtime checks for AI agents: budgets, loops, retries, and local traces. Zero runti 4 Claude Code, Codex, GitHub Copilot, OpenCode 11 6,645 tok
cyanheads/openfda-mcp-server npmjs.com Query FDA data on drugs, food, devices, and recalls via openFDA. STDIO or Streamable HTTP. 4 Claude Code, Codex, OpenCode 2 16,122 tok
AdelElo13/neuromcp npmjs.com Semantic memory for AI agents — local-first MCP server with hybrid search, governance, and 4 Claude Code, Codex, OpenCode 2 1,832 tok
davidmosiah/google-ads-mcp-unofficial npmjs.com Unofficial MCP server for Google Ads — campaign management, keyword/bid optimization, budg 4 Codex, OpenCode 1 851 tok
GifariKemal/argus-web-mcp Argus — SURIOTA self-hosted web fetch/scrape/search MCP (20 tools, unlimited, owned). Repl 4 Claude Code, Codex, OpenCode 2 3,820 tok