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
Vanszs/Bybit_AutoTrade Tele Bot + LLM + MCP Bybit API for price chekcing, auto trade ECT 0 GitHub Copilot 2 1,263 tok
Kaiohz/mcp-perplexica MCP wrapper for perplexica 0 GitHub Copilot 1 2,012 tok
usafhulk/MCP 0 GitHub Copilot 1 129 tok
mbpfws/sentient-brain-smithery 0 GitHub Copilot 1 47 tok
sam2332/localdb-mcp 0 GitHub Copilot 1 226 tok
mm-repos/langgraph-claude-azure-mcp An intelligent Model Context Protocol (MCP) server for Azure AI Search integration with Cl 0 GitHub Copilot 1 2,663 tok
gcoombe/strava-mcp MCP for strava data 0 Claude Code, GitHub Copilot, Cursor 3 4,469 tok
darbotlabs/Darbot-Deepmind-MCP Deepmind thinking MCP tool, inspired by Anthropic's sequential thinking MCP 0 GitHub Copilot 1 1,370 tok
Anirbandz/Chrome_MCP_DEVTOOL 0 GitHub Copilot 1 1,139 tok
eddykuhan/postgres-mcp 0 GitHub Copilot 1 938 tok
Bathinanna/CodePilot_MCP 0 GitHub Copilot 1 726 tok
krutikkkkkkkkk/shadcn-mcp-server 0 GitHub Copilot 1 165 tok
codester1000/raindrop-mcp 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 6,439 tok
hillaryTse/hn-mcp-server MCP Server for HackerNews using Algolia HackerNews API 0 GitHub Copilot 1 250 tok
tvergilio/nrtsearch-mcp-server 0 GitHub Copilot 1 555 tok
japentaca/mcp-postgres-readonly 0 GitHub Copilot 1 138 tok
eiabhiram/api-healthcheck-mcp A Simple MCP Server to check the status of an API 0 GitHub Copilot 1 506 tok
eddywebs/sfdxmcp Retrieval-Augmented Generation based MCP for Salesforce development 0 Claude Code, GitHub Copilot 55 18,926 tok
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
kaz29/mcp-server-example 0 GitHub Copilot 1 1,442 tok
esola-thomas/your-docs-mcp 0 Claude Code, GitHub Copilot 22 1,051 tok
lpenguin/openai-image-mcp MCP server for generating images using OpenAI 0 GitHub Copilot 1 1,341 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 7 2,808 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
frouaix/MCPAppleScript MCP server for controlled AppleScript automation on macOS 0 GitHub Copilot 1 1,108 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