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
alayonyo/mcp-resume mcp-resume.vercel.app Yonatan Ayalon MCP Resume 0 GitHub Copilot 1 126 tok
lorenzwalthert/swiss_meteo_mcp 0 GitHub Copilot 1 85 tok
rintaro-s/sisterd_lite A MCP server 0 GitHub Copilot 1 71 tok
esola-thomas/your-docs-mcp 0 Claude Code, GitHub Copilot 22 1,051 tok
mdjahidanwar/dep-guard-mcp 0 GitHub Copilot 1 460 tok
sam3690/Hackernews_mcp Hackernews MCP Server, powered by SpecKit, Node js & TS 0 GitHub Copilot 1 592 tok
carlosedp/windows-mcp-server 0 GitHub Copilot 1 854 tok
aiminnovations/mongodb-mcp-juniper A Model Context Protocol server to connect to MongoDB databases and MongoDB Atlas Clusters 0 GitHub Copilot 1 797 tok
OtterBub/file_search_mcp 0 GitHub Copilot 1 561 tok
uniquename/mcp-bvg I just vibe coded a mcp server to query Berlin public transport. 0 GitHub Copilot 1 341 tok
quaternionmedia/qmcp Quaternion MCP 0 Claude Code, Codex, GitHub Copilot, OpenCode 8 4,592 tok
gcorroto/dba-mcp dba-mcp 0 GitHub Copilot 1 2,751 tok
sebszczec/pihole-mcp 0 GitHub Copilot 1 109 tok
justinpreston/mcp-router 0 Codex, GitHub Copilot, OpenCode 2 8,457 tok
limehawk/dokploy-mcp 0 GitHub Copilot 1 2,049 tok
RommelAgasa/mcp 0 GitHub Copilot 1 272 tok
martynrees/Catalyst-MCP 0 Claude Code, GitHub Copilot 3 1,656 tok
aktsmm/FY26_techconnect_saiten Saiten - Multi-agent scoring system for Agents League @ TechConnect. Orchestrator-Workers 0 Claude Code, Codex, GitHub Copilot, OpenCode 13 1,187 tok
baoduy/drunk-mcp-proxy deepwiki.com The mcp proxy service 0 Claude Code, Codex, GitHub Copilot, OpenCode 8 16,225 tok
agsinghmac/bom-mcp Sample code to test MCP server that have tools to list products and BOM components 0 Claude Code, GitHub Copilot 21 1,134 tok
tonygod/SharkMath-MCP MCP server with mathematical functions across multiple domains 0 GitHub Copilot 1 1,861 tok
mesopelagique/mcp-4d-docs open doc for 4d commands 0 GitHub Copilot 1 307 tok
paulbennet/afk-mode-mcp 0 GitHub Copilot 2 1,594 tok
vinhgiga/obox-mcp Obox MCP is a comprehensive development toolkit designed to supercharge your Coding Agent. 0 GitHub Copilot 1 1,048 tok
salahmyn/mcp-phpinsights A Model Context Protocol (MCP) server that brings PHP Insights code analysis directly into 0 GitHub Copilot 1 822 tok
obaratch/local-context-mcp An MCP experiment for local context assistance 0 Codex, GitHub Copilot, OpenCode 2 851 tok
tyrrestrup/ssis_adf_agent SSIS to ADF conversion agent - MCP server for converting SSIS packages to Azure Data Facto 0 GitHub Copilot 1 1,255 tok
NobufumiMurata/telegram-copilot-bridge MCP server for Telegram notifications, approvals, and remote prompts with VS Code Copilot 0 GitHub Copilot 1 1,413 tok
sohitmahato/custom-playwright-mcp 0 GitHub Copilot 1 717 tok
TICnine/autotask-mcp 0 Claude Code, Codex, GitHub Copilot, OpenCode 59 22,920 tok
sangvucitek/MCP_SAP MCP_SAP 0 Claude Code, GitHub Copilot 3 3,427 tok
PRAVEENM282/mcp_for_unviersity 0 GitHub Copilot 1 213 tok
HyperHeroX/user-feedback-web Web version of the user-feedback MCP Tool 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 9 4,537 tok
ONSdigital/stats-query-mcp 0 GitHub Copilot 1 146 tok
Softalleys/softalleys-utilities-mcp A Model Context Protocol (MCP) server that provides utility tools for UUID generation, ULI 0 GitHub Copilot 1 373 tok
lmn451/jsx-prop-lookup-mcp-server npmjs.com JSX Prop Analyzer (CLI & MCP Server) 0 Claude Code, GitHub Copilot 2 —
oscarzamora/onpe-mcp onpe.ozamora.com 🗳️ MCP server para consultas electorales Peru 2026 y 2021— lenguaje natural 0 GitHub Copilot 1 899 tok
AgentsGang/azure-devops-mcp The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agent 0 GitHub Copilot 1 200 tok
gmh5225/fabric-admin-mcp An open-source MCP server to perform operations on Microsoft Fabric, like administration 0 GitHub Copilot 1 105 tok
writechoiceorg/mcp-writechoice-server 0 GitHub Copilot 1 885 tok
davidruzicka/mcp4openapi Universal MCP server that can translate MCP tools for any OpenAPI 3.x specification. 0 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 18 4,351 tok
mfalcirolli1/mcp-server 0 GitHub Copilot 1 842 tok
igalarzab/mcp-multi-weather MCP Server (Model Context Protocol) for checking the weather history and forecast, using m 0 GitHub Copilot 1 750 tok
sondt2709/cloud-vm-mcp-py 0 Claude Code, Codex, GitHub Copilot, OpenCode 25 1,650 tok
zral/mcp-ws11 0 GitHub Copilot 1 183 tok
deeprave/mcp-guide MCP server for handling guidelines, project rules and controlled development workflow acro 0 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 29 1,547 tok
fastmcp-me/agentknowledgemcp 0 GitHub Copilot 2 2,498 tok
aliwatters/rod-mcp Model Context Protocol Server of Rod 0 Claude Code, GitHub Copilot 2 820 tok
jagonzalr/knocoph npmjs.com Knocoph (nok-of) is a local MCP server that parses TypeScript and JavaScript codebases int 0 Codex, GitHub Copilot, OpenCode 2 2,026 tok
Jamie-BitFlight/git-project-xray-mcp XRAY MCP provides progressive code intelligence and navigation capabilities for AI assista 0 Claude Code, GitHub Copilot 51 3,692 tok