How real projects configure their agents

3,543 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 agents7,521Claude Code6,606Data and AI3,688Backend and APIs3,494Languages3,401Planning3,209Git and workflow3,151Code review2,736Memory and context2,361Testing2,351DevOps and cloud2,300Writing and docs2,296Research2,295Frontend2,250Security2,004Productivity1,709

All Claude Code32,116 Codex23,280 OpenCode22,053 GitHub Copilot3,543 Gemini CLI1,915 Cursor1,736 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
bhf/st-k8s sanjeev.pages.dev View and chat to your K8s cluster & application logs. K9s themed dashboard, REST API+MCP s 1 Claude Code, Codex, GitHub Copilot 5 1,022 tok
the-single-gentlemans-club/storybook-mcp A Model Context Protocol (MCP) server for Storybook story generation, component analysis, 1 Claude Code, Codex, GitHub Copilot 5 2,141 tok
l4b4r4b4b4/portfolio-mcp Portfolio analysis MCP server powered by mcp-refcache - Comprehensive portfolio metrics, o 1 GitHub Copilot 1 709 tok
zarfld/presonus-studiolive-mcp MCP server using featherbear / presonus-studiolive-ap 1 Claude Code, Codex, GitHub Copilot, OpenCode 67 61,377 tok
l4b4r4b4b4/yt-api-mcp YouTube MCP Server - FastMCP server for YouTube integration with intelligent caching via m 1 GitHub Copilot 1 708 tok
mtib/flash-cards-mcp Flash card MCP server 1 GitHub Copilot 1 135 tok
AceDataCloud/MinimaxMCP MCP server for MiniMax H3 multimodal video generation via AceDataCloud 1 Claude Code, GitHub Copilot 2 814 tok
alexanderolvera/dfhack-mcp An MCP server that exposes a live Dwarf Fortress fort to AI agents as curated, read-only a 1 Codex, GitHub Copilot, OpenCode 2 1,941 tok
warengonzaga/relay-protocol-mcp-server relay.link Model Context Protocol server for Relay Protocol REST API 1 GitHub Copilot 1 1,121 tok
la-rebelion/hapi-cli-website hapi.mcp.com.ai Command-line tool for managing MCP Servers with no shadow code 1 GitHub Copilot 1 614 tok
ammilam/mcp-vibe-coding-tools 1 GitHub Copilot 5 11,089 tok
sandraschi/bilibili-mcp Bilibili (B站) content-intelligence bridge - search, trending, video intel and transcript s 1 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 5 1,672 tok
nikosavola/k-ruoka-mcp nikosavola.github.io MCP server for managing K-Plussa account's K-Ruoka (Finnish grocery) shopping cart from an 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,937 tok
claimidx/claimidx claimidx.com Prior art for AI agents. Public signed claim index of failures other agents have already p 1 Claude Code, Codex, GitHub Copilot, OpenCode 4 3,531 tok
B5-Software/awesome-base-mcp Autonomous Base agent-wallet MCP server: payments, Uniswap V3, Aerodrome, Aave V3, Morpho 1 GitHub Copilot 1 62 tok
eic/xrootd-mcp-server eic.github.io An MCP server that allows for querying XRootD servers by LLM agents. 1 Codex, GitHub Copilot, OpenCode 2 3,032 tok
stromy-org/stromy-workflows-mcp OAuth-scoped MCP facade for hosted Stromy workflow execution 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 7,753 tok
hahsanayub/teams-mcp 0 GitHub Copilot 1 1,680 tok
MTLHARRISON/itglue-mcp 0 GitHub Copilot 1 858 tok
ruifelixpereira/mcp-http-example 0 GitHub Copilot 1 176 tok
sandraschi/bluesky-mcp FastMCP Bluesky / AT Proto client with SOTA webapp and a human-approved outbox for fleet p 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 5 941 tok
sandraschi/onenote-mcp MCP server for Microsoft OneNote via Graph API - notebooks, sections, pages, search, devic 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,838 tok
samuel-stidham/gws-mcp Minimal Google Workspace MCP server for Claude Code. Twelve tools for Gmail, Drive, Docs, 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 81 tok
kirti12025/gitlab-mcp GitLab MCP Assignment 0 Claude Code, GitHub Copilot 51 1,765 tok
autogrammar/todo2code autogrammar.github.io Dependency-free Python SDK for todo2code A2A and the local TypeScript runtime 0 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 3,942 tok
aurelijusb/mcp-prioritization MCP UI App to allow human prioritize input 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 338 tok
PCWProps/pressable-mcp-server Pressable MCP Server 0 GitHub Copilot 1 71 tok
shigechika/netdiag-mcp shigechika.github.io MCP server wrapping dig, ping, mtr, whois and TLS/HTTP checks for on-demand network diagno 0 Claude Code, GitHub Copilot 2 1,701 tok
takiguchi-yu/google-workspace-mcp-server google-workspace-mcp 0 GitHub Copilot 1 487 tok
nickthelegend/rendr-desktop Record and edit video in one app, driven by humans and agents over MCP. AGPL-3.0. 0 Claude Code, GitHub Copilot 2 51 tok
keremurat/mcp 0 GitHub Copilot 1 1,368 tok
praeceptor-thesis/skill-builder-landing 0 GitHub Copilot 1 54 tok
WYRE-AI/salesbuildr-mcp conduit.wyre.ai MCP server for SalesBuildr — quotes, products, clients, and sales pipeline tools for AI as 0 GitHub Copilot 1 858 tok
smplkit/mcp smplkit.com Hosted MCP server for the smplkit platform — schedule and run HTTP jobs from your AI agent 0 Claude Code, GitHub Copilot 2 2,196 tok
Guffawaffle/lex Policy-aware work continuity with receipts. 0 GitHub Copilot 1 661 tok
AceDataCloud/FaceTransformMCP acedata.cloud Face Transform MCP server — detect keypoints, beautify, age/gender transform, face swap, c 0 Claude Code, GitHub Copilot 2 934 tok
AceDataCloud/LumaMCP platform.acedata.cloud MCP server for Luma AI video generation via Ace Data Cloud. 0 Claude Code, GitHub Copilot 2 809 tok
AceDataCloud/QwenImageMCP MCP server for Qwen Image 3 generation and editing via Ace Data Cloud. 0 Claude Code, GitHub Copilot 2 812 tok
AceDataCloud/SoraMCP platform.acedata.cloud MCP server for OpenAI Sora video generation via Ace Data Cloud. 0 Claude Code, GitHub Copilot 2 811 tok
Nano-Nimbus/locus 0 Claude Code, GitHub Copilot 7 2,120 tok
HarleyCoops/WorkspaceAlberta warreandvavasour.com CanadaBuys connector for small business and enterprise. The world might be going to war bu 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,565 tok
Kinnectd/a2me-mcp-server 0 Claude Code, GitHub Copilot 2 867 tok
MasterPlayspots/motionspec motionspec.dev Verifies and compiles reduced-motion-safe, on-budget UI animation for AI-generated web app 0 Claude Code, Codex, GitHub Copilot, OpenCode 2 2,721 tok
Pantheon-LadderWorks/omni-scanner The All-Seeing Eye of the The Cypher Framework. A unified governance tricorder for ecosyst 0 GitHub Copilot 1 3,606 tok
RightOnPar-LLC/mesh-connector market.meshtool.ai Connect any MCP client to the MeshTool platform + MeshMarket exchange in 30 seconds — agen 0 Codex, GitHub Copilot, OpenCode 2 2,616 tok
Siddhukaushik/slimdex-mcp npmjs.com A local MCP server for narrow code retrieval — outlines, symbol lookups, dependency graphs 0 GitHub Copilot 1 1,357 tok
WYRE-AI/blumira-mcp conduit.wyre.ai MCP server for Blumira SIEM integration 0 GitHub Copilot 1 292 tok
WYRE-AI/freshdesk-mcp MCP server for Freshdesk — tickets, contacts, companies, agents, groups, knowledge base, S 0 GitHub Copilot 1 554 tok
WYRE-AI/inforcer-mcp Community created/supported MCP server for Inforcer — read-only M365 governance: tenants, 0 GitHub Copilot 1 659 tok
WYRE-AI/liongard-mcp conduit.wyre.ai MCP server for Liongard — inspector data, environment metrics, and configuration detection 0 GitHub Copilot 1 858 tok