How real projects configure their agents

43,652 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
simonwong/writing-skills writing skills 6 Claude Code, Codex, OpenCode 3 606 tok
jaakla/merit_api MCP and Python API SDK for Merit Activa financial software - unofficial 6 Claude Code, Codex, OpenCode 2 1,557 tok
phil65/mcp-server-llmling MCP (Model context protocol) server with LLMling backend 6 GitHub Copilot 1 140 tok
solana-mobile/solana-mobile-skills Agent skills for Solana Mobile development (Claude Code, Codex, OpenCode, Cursor, Gemini, 6 Codex, OpenCode 1 1,159 tok
oldwinter/skills 6 Claude Code, Codex, OpenCode 2 1,290 tok
utilitydelta/mcp-graph-engine A graph-based memory and reasoning tool for LLMs (MCP) 6 Claude Code 11
runablehq/memory A memory skill for your agents 6 Claude Code 1 770 tok
alexanderop/plausible-mcp MCP for interacting with the Plausible API 6 Claude Code 5
epodivilov/garmin-connect-mcp MCP server for Garmin connect 6 Claude Code 7 1,600 tok
chrisguidry/you-need-an-mcp MCP Server for YNAB 6 Claude Code 1 642 tok
rubinsh/mcp-windows-screenshots MCP tool for easier screenshots when working on windows with WSL2 6 Claude Code 1 527 tok
samwang0723/mcp-atlassian MCP server for Atlassian (Confluence & Jira) 6 Claude Code 1 783 tok
theelderwand/tradestation-mcp 6 GitHub Copilot 1 2,693 tok
danjdewhurst/todo-md-mcp A basic todo MCP server powered by Markdown 6 Claude Code 2 472 tok
SupenBysz/gitea-mcp-tool 6 Claude Code, Codex, OpenCode 2 2,110 tok
goperigon/perigon-mcp-server mcp.perigon.io Your go-to MCP for Real-time News & Contextual Intelligence 6 Codex, OpenCode 1 442 tok
baocin/claude-code-config My personal ~/.claude commands and *.md configs. 6 Claude Code 1 848 tok
pickleton89/cbioportal-mcp A FastMCP server for cBioPortal API with async support for improved performance 6 Claude Code 1 2,195 tok
dknell/mcp-system-info System Information MCP Server - Real-time system metrics through Model Context Protocol 6 Claude Code 1 3,255 tok
k2wanko/voicepeak-mcp MCP server for VOICEPEAK text-to-speech synthesis 6 Claude Code 7 4,199 tok
spyfree/mingli-mcp 6 Claude Code, Codex, OpenCode 2 3,785 tok
masseater/gemini-rag-mcp 6 Claude Code 2 1,762 tok
appboypov/pew-pew-plx-old pewpewprompts.com AI-powered project management framework with specialized agents, templates, and convention 6 Claude Code 1 1,341 tok
Anselmoo/mcp-ai-agent-guidelines anselmoo.github.io A Model Context Protocol (MCP) server offering professional tools and templates for hierar 6 GitHub Copilot 4 2,239 tok
Honeyfield-Org/eurlex-mcp-server 6 Claude Code 1 4,320 tok
kai-builder/stacksagent 6 Claude Code, Cursor 2
BeckhamLabsLLC/linux-desktop-mcp 6 Claude Code 1 658 tok
sportsanalytics-world/OPTA_api_docs MCP Server for OPTA API Documentation - Automatically discover and test football API endpo 6 Cursor 1 195 tok
DTeam-Top/mcp-oauth 6 GitHub Copilot 1 3,443 tok
proofmath-owner/ai-filesystem-mcp Your AI agent's Edit isn't atomic. This MCP makes it so — atomic multi-file changes with r 6 Claude Code 1 767 tok
quiloos39/anyapi-mcp-server npmjs.com A universal MCP server that connects any REST API to AI assistants (Claude, Cursor, etc.) 6 Claude Code 1 1,260 tok
BUGG1N/cortex-mcp Portfolio memory for AI agents. Transforms your real project history into structured cont 6 Claude Code 1 949 tok
Solvro/ml-mcp Solvro internal MCP server 6 Claude Code 6 16,049 tok
yangfch3/Unity-MCP-Server MCP server plugin for Unity Editor — expose Editor capabilities to AI agents via standard 6 Kiro 4 1,877 tok
jellythomas/mcp-atlassian-with-bitbucket 6 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,240 tok
2389-research/agent-drugs agent-drugs.web.app Claude Code plugin with MCP server for digital drugs that modify AI behavior through promp 6 Claude Code 1 1,487 tok
cristianoaredes/mcp-senado MCP server for Brazilian Federal Senate (Senado Federal) Open Data API - Access legislativ 6 Claude Code, Codex, OpenCode 2 3,769 tok
schplitt/mc8yp Full Cumulocity API access for AI agents via MCP, with fine-grained control 6 Claude Code, Codex, OpenCode 2 13,500 tok
MitsudoAI/guru-pk-mcp mitsudoai.github.io Multi-round AI expert debate system via MCP - Three thought leaders engage in deep discuss 6 Claude Code 1
mrorigo/code-flow-mcp Cognitive Load Optimized Code Analysis Tool 6 Codex, OpenCode 1 1,260 tok
Ramakrishnan24689/agent365-mcpapp Agent 365 — Reference implementation of an authenticated MCP App for M365 Copilot with Gra 6 Codex, OpenCode 1 1,078 tok
tomelliot/todos-mcp A todo list application implementing Model Context Protocol (MCP) 6 Claude Code 1 296 tok
sminnee/lsp-mcp MCP server for LSP - providing IDE refactoring capabilities to coding agents 6 Claude Code 3 1,383 tok
uyu423/requarks-wiki-mcp npmjs.com MCP server for Wiki.js knowledge-base read/write operations 6 Claude Code, Codex, OpenCode 3 2,856 tok
willhou/admob-mcp MCP server for Google AdMob API 6 Claude Code, Codex, OpenCode 2 1,856 tok
irahulstomar/brain-mcp 6 Claude Code 1
gabrielekarra/openclaw-mcp-bridge 6 Claude Code 1 894 tok
schwarztim/freetaxusa-mcp MCP server for AI-assisted tax filing through FreeTaxUSA using Playwright browser automati 6 Claude Code 1 390 tok
mako10k/mcp-shell-server Secure Model Context Protocol server for shell operations and terminal management 6 GitHub Copilot 1 299 tok
kenforthewin/docker-mcp-server Add agentic coding capabilities to any AI that supports MCP 6 Claude Code 1 3,167 tok