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
ewilderj/inks-mcp MCP server for fountain pen ink knowledge and recommendations 0 GitHub Copilot 1 422 tok
melihbirim/pg-mcp Postgresql MCP Server 0 GitHub Copilot 1 210 tok
mariotaddeucci/template-mcp MCP Template fo Python Developers 0 GitHub Copilot 1 1,021 tok
SuperPyonchiX/excel_mcp_server 0 Claude Code, GitHub Copilot 3 7,428 tok
XMV-Solutions-GmbH/sharepoint-mcp MCP server for SharePoint document libraries with audit-preserving checkout/checkin. Lets 0 Claude Code, Codex, GitHub Copilot, OpenCode 9 2,241 tok
granitebps/youtube-mcp 0 GitHub Copilot 1 1,375 tok
JoelBondoux/Work-Timer Zero-cost work timer and billing tool for solo contractors & sole traders. MCP server + CL 0 Claude Code, GitHub Copilot 2 1,652 tok
will2023a/MCP-SLACK 0 GitHub Copilot 1 346 tok
589411/notion_mcp_connection notion_mcp_connection 0 GitHub Copilot 1 230 tok
CodeHalwell/n8n-mcp MCP for managing n8n projects 0 GitHub Copilot 1 1,718 tok
Merlin21x/MCPInitial Repositorio para el servidor MCP básico creado con la ayuda de GitHub Copilot. 0 GitHub Copilot 1 219 tok
vietnama10/ai-research Play with AI Agent 0 GitHub Copilot 1 229 tok
ivanbaha/mcp Testing MCP 0 GitHub Copilot 1 41 tok
Headlesshost/mcp-server MCP Server for site maintenance 0 GitHub Copilot 1 —
get2knowio/n8n-mcp n8n MCP server 0 Codex, GitHub Copilot, OpenCode 2 2,504 tok
allegiant/MQScript_MCP 0 GitHub Copilot 1 435 tok
yuriyo/remotezip-mcp Remote zip mcp server 0 GitHub Copilot 1 109 tok
jspv/google_search_mcp python mcp server implementing api-based google search 0 GitHub Copilot 1 906 tok
andrew-stclair/kali-mcp-server An MCP server to allow your AI of choice to use recon tools in Kali Linux. For White Hat p 0 GitHub Copilot 1 887 tok
tdisawas0github/mcp 0 GitHub Copilot 1 100 tok
jessefreitas/mcp_memory 0 GitHub Copilot 1 569 tok
vamsikiran353-gif/google-slides-mcp 0 GitHub Copilot 1 —
geneontology/noctua-mcp MCP server for GO-CAM model editing via the Barista API. 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 862 tok
tsviz/arc-config-mcp Model Context Protocol server for GitHub Action Runner Controller deployment 0 GitHub Copilot 1 464 tok
bradcstevens/copilot-studio-agent-direct-line-mcp 0 GitHub Copilot 1 168 tok
Michael-Obele/another-mcp Here's to hoping we make one right this time 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 3,787 tok
jackyxhb/InferMCPServer 0 GitHub Copilot 1 733 tok
abudhu/hello-mcp simple mcp 0 GitHub Copilot 1 100 tok
ShawneilRodrigues/mcp-differentiation-tool 0 GitHub Copilot 1 536 tok
matchs/tf-cloud-mcp-server 0 GitHub Copilot 1 114 tok
MinhazTopaz/figma-mcp 0 GitHub Copilot 1 247 tok
sritajkumarpatel/learn_mcp_2025 Repository for learning Model Context Protocol 0 GitHub Copilot 1 1,360 tok
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