How real projects configure their agents

31,994 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 agents7,670Claude Code6,650Data and AI3,673Backend and APIs3,507Languages3,392Planning3,227Git and workflow3,211Code review2,744Testing2,385Memory and context2,367Writing and docs2,330DevOps and cloud2,314Research2,288Frontend2,261Security2,032Productivity1,722

All Claude Code31,994 Codex23,359 OpenCode22,302 GitHub Copilot3,560 Gemini CLI1,917 Cursor1,740 Windsurf142 Kiro82

Project Stars Configures Files Always loaded
Kuadrant/kuadrant-mcp-server MCP server with tools for interacting with Kuadrant resources 2 Claude Code 1 3,242 tok
betzaydarobie-source/setup-3xui-skill Reusable setup-3xui AI-agent workflow for installing 3X-UI panels and managing VLESS Reali 2 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 3,689 tok
GSA-TTS/mcp-server-nih-reporter Pilot MCP server for the NIH RePORTER API 2 Claude Code, Codex 1
UnplugAI/unplug-mcp MCP server for Unplug — LLM defense layer 2 Claude Code 1 107 tok
charathram/plaud-mcp An MCP server for Plaud.ai 2 Claude Code 1 746 tok
overtimepog/OpenrouterMCP a simple openrouter mcp server 2 Claude Code 22
contributte/mcp ✨ MCP server for Nette applications 2 Claude Code, Codex, OpenCode 2 150 tok
tilderun/tilde-python-sdk The official Cerebral Storage Python SDK (and MCP server) 2 Claude Code 1 2,113 tok
andyonholiday/brewfather-mcp MCP server for Brewfather brewing API 2 Claude Code 1 1,785 tok
julianobarbosa/azure-finops-mcp-server 2 Claude Code 24
yukukotani/mcp-gcloud-adc-proxy An auth proxy for accessing remote MCP servers using Google Cloud Application Default Cred 2 Claude Code 3 336 tok
pingidentity/aic-mcp-server 2 Claude Code, Codex, Gemini CLI, OpenCode 8 572 tok
testrelic-ai/testrelic-mcp-server testrelic.ai Official MCP server support for TestRelic AI - Build, Plan, Debug, Analyze with AI native 2 Claude Code, Cursor 2 2,659 tok
darekrossman/contentstack-mcp An MCP server for interacting with Contentstack's Content Management API 2 Claude Code 1 737 tok
yashodhank/whmcs-mcp-server 2 Claude Code, Codex, Cursor, OpenCode 3 5,025 tok
markhm/billy-mcp-server MCP server for the Billy.dk accounting system 2 Claude Code 1 785 tok
dzxpert/PatchWork Injectable DLL with an in-process Lua engine & MCP server for runtime memory editing, hook 2 Claude Code 1 1,612 tok
carlosprados/og-cli documentation.opengate.es Unofficial CLI, TUI, and MCP server for the OpenGate IoT platform REST API 2 Claude Code 4 4,329 tok
MartinKuhne/devstack project/feature/task management mcp server with a user interface 2 Claude Code, Codex, OpenCode 19 483 tok
alexmmatos/arthur-mcp arthurmcp.io No code system to provide MCP Server using Any Data Source 2 Claude Code, Codex, OpenCode 4 3,557 tok
bborbe/semantic-search MCP server for semantic search over markdown files using sentence-transformers and FAISS 2 Claude Code 1 1,667 tok
mumong/mcpServer-holmesgpt this is a pluging module which uesd by another project holmesgpt-agent 2 Claude Code 9 1,378 tok
ironxyz/mcp-server 2 Claude Code, Codex 1
Weaverse/mcp-server 2 Claude Code, Codex, OpenCode 2 163 tok
BenjaminDuthe/proxmox-mcp MCP Server for Proxmox VE - Manage VMs, containers, snapshots, storage via Claude 2 Claude Code 1 1,666 tok
alisyedn/yugioh-mcp-server yugioh-mcp-server 2 Claude Code 1
edmiand/open5gs-mcp Open5GS MCP Server 2 Claude Code 1 1,024 tok
winkash/mcp-databricks-app Databricks MCP Server 2 Claude Code 8 3,206 tok
blizzy78/mcp-elicit Elicitation MCP server 2 Claude Code 1 1,367 tok
kwonsw812/kiwoom-mcp Kiwoom mcp server 2 Claude Code 1 710 tok
leshamblin/MoodleMCP An MCP server that lets an AI assistant read and write Moodle in plain language. Reads, wr 2 Claude Code 1 2,343 tok
AndresMuelas2004/tldraw-mcp-server Full-featured MCP server for creating and editing tldraw documents programmatically (30 to 2 Claude Code 1 455 tok
n0madic/graylog-mcp Graylog MCP server 2 Claude Code 1 3,649 tok
israel-salgado/dt-mcp-server 2 Claude Code, Codex, GitHub Copilot 19 7,851 tok
gnix45/Wazuh_MCP_SERVER Gateway to intergrate wazuh with AI using the model context protocol (query realtime alert 2 Claude Code 1 322 tok
WisetechySolutions/spotify-mcp-server playmcp.dev MCP server that lets Claude create Spotify playlists through natural language. Turn Claude 2 Claude Code 1 493 tok
lazallen/slack-mcp-server Fork of korotovsky/slack-mcp-server with saved_list and saved_complete tools for Slack Sav 2 Claude Code 3 969 tok
passionmuse16/zen-mcp-server 2 Claude Code 2 2,495 tok
sapientsai/rescuetime-mcp-server 2 Claude Code 2 1,058 tok
tradermonty/eodhd-mcp-server 2 Claude Code 1 1,190 tok
phillipweston/terraform-mcp-server An MCP server that gives LLMs read-only access to your Terraform state. Ask natural-langua 2 Claude Code 1 458 tok
paradyno/PDF-MCP-Server A high-performance MCP (Model Context Protocol) server for PDF processing, built in Rust/C 2 Claude Code 1 4,058 tok
progress-all/acomo-mcp-server 2 Claude Code 1 733 tok
MichaelCecil/kimi-mcp-server 2 Claude Code 1 1,150 tok
Logiphys/lgp-mcp-servers Go monorepo for Logiphys MCP servers (Autotask, IT Glue, Datto RMM, RocketCyber) 2 Claude Code 1 435 tok
futuretea/mcp-server-template A template for building Model Context Protocol (MCP) servers 2 Claude Code, Codex, OpenCode 2 224 tok
tingyiy/atlassian-mcp-server An open-source Model Context Protocol (MCP) server for Atlassian Jira and Confluence Cloud 2 Claude Code, Gemini CLI 2 2,292 tok
bjhardcastle/nwb-mcp-server An MCP server for accessing NWB (Neurodata Without Borders) files, providing AI agents eas 2 Claude Code 1
masx200/supervisor-mcp-server MCP Server for supervisord process management using REST API - TypeScript implementation w 2 Claude Code 1 1,340 tok
loganmurphy/oura-mcp-server Oura MCP Server — A Cloudflare Worker that connects your Oura Ring to any MCP-compatible A 2 Claude Code 1 2,391 tok