How real projects configure their agents

3,719 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
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
sandraschi/onenote-mcp MCP server for Microsoft OneNote via Graph API - notebooks, sections, pages, search, devic 1 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,836 tok
AceDataCloud/FaceTransformMCP acedata.cloud Face Transform MCP server — detect keypoints, beautify, age/gender transform, face swap, c 1 Claude Code, GitHub Copilot 2 934 tok
Siddhukaushik/slimdex-mcp npmjs.com A local MCP server for narrow code retrieval — outlines, symbol lookups, dependency graphs 1 GitHub Copilot 1 1,357 tok
WYRE-AI/inforcer-mcp Community created/supported MCP server for Inforcer — read-only M365 governance: tenants, 1 GitHub Copilot 1 659 tok
mityda/ClauseKeeper clausekeeper.app Open-source tool to scan & generate always-current website legal documents (privacy, terms 1 Codex, GitHub Copilot, OpenCode 3 2,704 tok
shigechika/junos-mcp MCP server for Juniper/JUNOS — show, upgrade with rollback, config push (commit confirmed) 1 Claude Code, GitHub Copilot 2 7,028 tok
ragmha/apple-books-mcp MCP server for Apple Books — read books, collections, and annotations; write through a sin 1 GitHub Copilot 1 320 tok
PaulVineethP/mcp-server-azure-devops mcp-server-azure-devops for on-prem TFS - audited & dependency-patched 1 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,565 tok
lpenguin/openai-image-mcp MCP server for generating images using OpenAI 1 GitHub Copilot 1 1,341 tok
warengonzaga/relay-protocol-mcp-server relay.link Model Context Protocol server for Relay Protocol REST API 1 GitHub Copilot 1 140 tok
frouaix/MCPAppleScript MCP server for controlled AppleScript automation on macOS 1 GitHub Copilot 1 1,108 tok
u9401066/rootcause-mcp Clinical Root Cause Analysis MCP Server - AI-guided structured RCA with Fishbone (6M), 5-W 1 Claude Code, Codex, GitHub Copilot, OpenCode 51 4,716 tok
mcallaway/safari-reading-list-mcp Python MCP server and CLI for Safari Reading List workflows 1 Claude Code, Codex, GitHub Copilot, OpenCode 4 995 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
iPraBhu/mcp-database-server npmjs.com Production-grade MCP server for unified SQL database access (Postgres/MySQL/SQLite/MSSQL) 1 Claude Code, GitHub Copilot 2 1,192 tok
ammilam/mcp-vibe-coding-tools 1 GitHub Copilot 5 11,089 tok
Spaceinvaderz/freefeed-mcp-server 1 GitHub Copilot 1 48 tok
bailur/usps-mcp-server Model Context Protocol server for USPS address validation 1 GitHub Copilot 1 716 tok
kevinnz/pretalx-local-mcp Local mcp server for pretalx 1 GitHub Copilot 1 2,019 tok
ashishgituser/bunkervm ashishgituser.github.io Time-travel debugging for AI agent sandboxes — Firecracker microVMs with record, snapshot, 1 Claude Code, GitHub Copilot 2 3,877 tok
jmjava/obsidian-mcp 1 GitHub Copilot 1 613 tok
samisouabni/exoscale-mcp An MCP (Model Context Protocol) server that enables AI assistants to manage [Exoscale](htt 1 GitHub Copilot, Cursor 2 381 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 3,083 tok
radthenone/ai-instruction-kit-mcp Projekt MCP który zbiera instrukcje dla cursor, vscode, github copilot, codex, kiro, kilo, 0 Claude Code, Codex, GitHub Copilot, OpenCode 70 2,747 tok
bradygaster/squad bradygaster.github.io Squad: AI agent teams for any project 0 Claude Code, Codex, GitHub Copilot 37 2,314 tok
ariffazil/AAA aaa.arif-fazil.com A2A v1.0 federation gateway and state plane. Routes intent. Displays state. Never judges, 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,158 tok
gCuadros/hevy-mcp 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 5,216 tok
jasonko/psquare-mcp Archived — moved to thehesiod/psquare-mcp (PyPI: parentsquare-mcp) 0 Claude Code, GitHub Copilot 2 6,733 tok
sondt2709/docker-mcp 0 GitHub Copilot 4 15,262 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, Windsurf 6 1,199 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 6,189 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 1,892 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 Claude Code, GitHub Copilot 3 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