How real projects configure their agents

43,872 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 agents7,796Claude Code6,678Data and AI3,657Backend and APIs3,502Languages3,394Git and workflow3,252Planning3,236Code review2,768Testing2,425Memory and context2,361Writing and docs2,344DevOps and cloud2,337Research2,286Frontend2,272Security2,058Project management1,756

All Claude Code32,008 Codex23,577 OpenCode22,522 GitHub Copilot3,569 Gemini CLI1,916 Cursor1,739 Windsurf152 Kiro87

Project Stars Configures Files Always loaded
currentspace/shortcut_mcp 0 Claude Code 1 1,557 tok
yostos/jrnl-mcp MCP Server for jrnl 0 Claude Code 1 1,546 tok
thienntdev/mcp-atlassian 0 Codex, OpenCode 1 712 tok
nieperdragon/custom_mcp MCP Server with custom tools using the the playwright mcp 0 GitHub Copilot 1 261 tok
uright/azure-devops-wiki-mcp 0 Claude Code 1 2,565 tok
yorifuji/mcp-wtit npmjs.com 0 Claude Code 1 —
shimizu/modelslab-text2img-mcp-server A Model Context Protocol server dedicated to Text2Image image generation using the ModelsL 0 Claude Code 1 2,220 tok
CaptainCrouton89/mcp-reasoning 0 Claude Code 1 642 tok
jimthompson5802/mcp_testlab Sandbox to test Model Context Protocol (MCP) servers and client 0 GitHub Copilot 1 785 tok
mjmorales/simple-mcp-runner 0 Claude Code 10 —
ampcome-mcps/chargebee-mcp 0 Claude Code 1 670 tok
peadams21/Google-Calendar-MCP-Server A Model Context Protocol (MCP) server that provides comprehensive Google Calendar integrat 0 GitHub Copilot 1 373 tok
iamayuppie/AnyDbApp MCP server for AI-powered database operations with Ollama integration 0 Claude Code 1 1,037 tok
Jake-loranger/algorand-mcp-server 0 GitHub Copilot 1 638 tok
fean-developer/mcp-databases 0 GitHub Copilot 1 465 tok
fritzprix/rubiks-cube-mcp-server Rubik's Cube solver and visualization server for MCP. Features 3D cube rendering, real-tim 0 Gemini CLI 1 880 tok
exrienz/pollenai-mcp 0 Claude Code 1 440 tok
akshat12000/FileSystem-MCPServer My First MCP server, this for learning about MCP server 0 GitHub Copilot 1 235 tok
jacobboykin/amazing-marvin-mcp-server MCP Server for Amazing Marvin 0 Claude Code 6 800 tok
uvidswqkscr89/leiga_mcp_smithery leiga_mcp_smithery 0 Codex, OpenCode 1 2,035 tok
PSYGER02/mcpserver 0 GitHub Copilot 1 331 tok
rdwj/fda-mcp MCP Server for Looking Up Products on FDA Approval List 0 Claude Code, Codex, OpenCode 2 6,521 tok
ricleedo/reasoning-boilerplate-mcp 0 Claude Code 1 642 tok
CodaLabs-xyz/Template-x402-Mcp Template-x402-Mcp 0 Claude Code 1 7,528 tok
op-enny/mcp-server-fakestore mcp-server-fakestore 0 Claude Code 3 —
SuperPiTT/self-improving-memory-mcp Sistema de memoria auto-evolutivo para proyectos de código con Claude. Captura automáticam 0 Claude Code 14 —
jbuchan/accessibility-mcp-server 0 GitHub Copilot 1 585 tok
Ravenight13/codebase-mcp Production-grade MCP server for semantic code search with PostgreSQL and pgvector 0 Claude Code 9 3,662 tok
semistrict/mcpman MCP manager supporting code mode and reduced context 0 Claude Code 1 2,889 tok
worksona/-worksona-mcp-server worksona agents mcp server for claude desktop 0 Claude Code, Cursor 1 —
LassiterJ/mcp-playground A place play around with an MCP server. 0 Claude Code 6 800 tok
Senpai-Sama7/Ultimate_MCP 0 Codex, OpenCode 1 655 tok
leo7nel23/KnowledgeSmith-MCP KnowkedgeSmith-MCP 0 Claude Code 1 —
jerkovicl/flights-mcp 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 3,787 tok
db-nethra/mcp-you.com-demo you.com mcp demo 0 Claude Code 8 6,574 tok
PranavMishra28/gmail-mcp 0 GitHub Copilot 1 511 tok
xiaohui/mcp_reminder 0 Cursor 1 482 tok
moonlitknight/mcp1template a clone of the mcp typescript template 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 3,787 tok
andresfrei/mcp-google-drive-server 0 GitHub Copilot 1 —
gawakawa/pursuit-mcp MCP server for Pursuit, the PureScript documentation search engine 0 Claude Code 3 1,038 tok
pwntato/skillz_mcp MCP to expose Claude style Skills to other LLMs 0 Gemini CLI 1 1,324 tok
greatSumini/hello-mcp 0 Claude Code 1 30 tok
omd0/srt-mcp 0 Claude Code, Codex, Cursor, OpenCode 4 143 tok
az9713/claude_skill_hn_mcp_server HackerNews MCP Server created with Claude Skill mcp-builder 0 Claude Code 10 —
franccesco/ynab-mcp A FastMCP server that lets AI assistants interact with your YNAB budget through the Model 0 Claude Code 1 1,271 tok
lucas-1000/mcp-glucose MCP server for querying glucose data in Claude Desktop 0 Claude Code 1 2,478 tok
Akshay-Quorum2145/ADO-MCP 0 Claude Code 1 1,750 tok
SAK1337/myzerionmcp MCP for Zerion 0 Claude Code, Codex, OpenCode 5 3,851 tok
magemaclean/azure-devops-mcp The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agent 0 Codex, GitHub Copilot, OpenCode 2 1,098 tok
chirpon9/riot-docs-mcp RIot Games API Documentation MCP server 0 Codex, OpenCode 1 4,420 tok