How real projects configure their agents

43,761 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 agents7,699Claude Code6,660Data and AI3,668Backend and APIs3,501Languages3,399Planning3,231Git and workflow3,226Code review2,759Testing2,389Memory and context2,368Writing and docs2,333DevOps and cloud2,313Research2,290Frontend2,267Security2,038Project management1,731

All Claude Code31,986 Codex23,430 OpenCode22,372 GitHub Copilot3,564 Gemini CLI1,915 Cursor1,742 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
philipithomas/ghost-mcp mcp.contraption.co An experimental MCP server for Contraption Company essays 1 Codex, OpenCode 1 619 tok
NimbleBrainInc/mcp-ipinfo MCP server for IPInfo API - IP geolocation, ASN lookup, privacy detection, and domain inte 1 Claude Code 1 994 tok
AriEncarnacion/dnd-mcp dnd mcp server 1 Claude Code 1 4,699 tok
Knuckles-Team/archivebox-api ArchiveBox API and MCP Server 1 Claude Code, Codex, OpenCode 2 3,524 tok
jenova-marie/keyboard-shortcuts-mcp 1 Claude Code 1 760 tok
jenova-marie/iris-mcp 1 Claude Code 5 2,413 tok
JoschuaSchneider/masterplan Minimal MCP for project-local plan files, integrated into /grill-me 1 Claude Code 1 666 tok
quanticsoul4772/bear-mcp MCP server for reading Bear notes 1 Claude Code 1 1,164 tok
Piesson/ChillMCP MCP server for Anthropic Hackerthon (November, 2025) 1 Claude Code 1 30 tok
MGS-sails/mgnify-mcp - MGnify MCP Server implements the Model Context Protocol to expose MGnify’s metagenomic 1 Claude Code 1
guyeyouhun/auto-knowledge-base Autonomous knowledge base system based on the MCP protocol, providing intelligent knowledg 1 Claude Code 1 1,020 tok
phkus/craft-mcp 1 Claude Code 1 3,831 tok
ltcg-addict/ubuntu A MCP server for interacting with a ubuntu VM. 1 Gemini CLI 1 421 tok
ivo-toby/contentful-mcp-graphql MCP Server to enable LLM's to connect to the Contentful GraphQL Endpoints 1 Claude Code 1 296 tok
mintmcqueen/gemini-mcp 1 Claude Code 1 7,786 tok
waTeim/cnpg-mcp An MCP Server for the Cloud Native PG Controller 1 Codex, OpenCode 1 879 tok
protosskai/chatgpt-context-mcp 1 Codex, OpenCode 1 754 tok
altuslabsxyz/altus-commonware-research-mcp Altus Commonware Research MCP 1 Claude Code 1 1,129 tok
berthojoris/katcoder-mysql-mcp 1 Codex, OpenCode 1 90 tok
minami110/mcp-gdscript 1 Claude Code 1 1,393 tok
hnkatze/PrimeNG_MCP MCP server providing PrimeNG component documentation as tools for AI assistants — query pr 1 Claude Code 1 3,180 tok
L-x-C/cc-multi-process-mcp A FastMCP-based multi-process execution server for Claude Code that provides asynchronous 1 Claude Code 1 1,326 tok
NorthSeacoder/fe-testgen-mcp 1 Claude Code 1 3,421 tok
aYon1997/health-reminder-mcp An MCP-based health reminder system that periodically displays notifications reminding you 1 Cursor 1 266 tok
PrinceGupta1999/graylog-mcp Unofficial Graylog MCP 1 Claude Code, Codex, Cursor, OpenCode 3 1,109 tok
bleugreen/kicad-mcp 1 Codex, OpenCode 1 641 tok
woodstocksoftware/question-bank-mcp MCP server that helps teachers create and manage test questions with Claude 1 Claude Code 1 1,362 tok
modellers/mcp-consigncloud Consigncloud MCP 1 Claude Code 1 2,048 tok
iPraBhu/mcp-perforce-server npmjs.com Enterprise-grade MCP server enabling AI assistants (Claude, Cursor, Copilot, ChatGPT) to s 1 Codex, OpenCode 1 5,893 tok
lumberjack-so/joeMCP MCP server for JoeAPI construction management - configurable via JOEAPI_BASE_URL 1 Claude Code 1 1,662 tok
aakashH242/mcp-playwright aakashh242.github.io Playwright Model Context Protocol Server - Tool to automate Browsers and APIs in Claude De 1 Codex, OpenCode 1 658 tok
Joopsnijder/personal-memory-mcp Personal Memory MCP Server with hierarchical data structure for Claude Desktop integration 1 Claude Code 1 1,272 tok
andrewconnell/senja-mcp MCP server for the Senja testimonial API 1 Claude Code 1 470 tok
kbadinger/ticktickmcp modelcontextprotocol.io 🤖 Manage TickTick tasks with Claude Desktop via MCP. Natural language task creation + Pyt 1 Claude Code 1 1,738 tok
alejoair/mcp-terminal MCP Terminal Server - Interactive terminal sessions via Model Context Protocol 1 Claude Code 1 1,004 tok
yashagldit/mysql-mcp-webui 1 Claude Code 1 4,354 tok
abl030/slskd-mcp AI-generated MCP server for slskd (Soulseek client) — 70 paths, 93 operations 1 Claude Code 1 2,831 tok
nickweedon/playwright-proxy-mcp A MCP facade around https://github.com/microsoft/playwright-mcp 1 Claude Code 5 2,746 tok
abd3lraouf/specter-mcp KMM Diagnostic & Execution Engine - MCP server for AI agents working with Kotlin Multiplat 1 Claude Code 1 800 tok
andytango/puppeteer-mcp MCP Server for Puppeteer 1 Claude Code, Gemini CLI 2 12 tok
nxxxsooo/mcp-server-wechat-mp MCP Server for WeChat Official Account (微信公众号) 1 Codex, OpenCode 1 717 tok
nilsir/mcp-server-mysql MCP server for MySQL database operations - query, execute, schema management with permissi 1 Claude Code 1 811 tok
wminson/copilot-mcp-server 1 Gemini CLI 1 392 tok
Opti-kjh/palette 1 Claude Code, Cursor 2 2,938 tok
datamoc/WFmcp Wealthfolio MCP 1 Claude Code 1 1,603 tok
a-wiseguy/invoiceninja-mcp if the invoice i sent is too high, blame claude. 1 Codex, OpenCode 1 1,402 tok
eficode/mcp-agileday MCP server for agileday 1 Codex, OpenCode 1 1,028 tok
ifoundry/engineering-standards-mcp Model Context Protocol (MCP) server for managing engineering standards, practices, and pro 1 GitHub Copilot 1 530 tok
Duds/accessibility-mcp An MCP for testing, evaluating and auditing website accessibility. 1 Claude Code, Cursor 5
nntkio/unifiMCP 1 Claude Code 1 1,275 tok