How real projects configure their agents

43,695 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
seasonedcc/discord-manager Self-hosted Discord bookmarks, catch-up digests, and triage for your AI assistant, over MC 3 Claude Code 20 4,134 tok
rgthelen/linkedin-mcp-server LinkedIn MCP Server for Claude Desktop - Post management, media sharing, comment system, f 3 Claude Code 1 994 tok
HelloWorld-Open/word-mcp-server MCP server for Microsoft Word document manipulation via COM automation (Node.js/TypeScript 3 Codex, OpenCode 1 597 tok
BenedatLLC/k8stools Tools and an MCP server for building Kubernetes agents 3 Claude Code 1 2,850 tok
ryan-shaw/poeditor-mcp 3 Claude Code 1 854 tok
antoniolg/gemini-image-mcp-server MCP Server for generating images with Google Gemini AI 3 Codex, OpenCode 1 612 tok
harnyk/mcp-telegram-notifier A Model Context Protocol (MCP) server that enables AI agents to send messages, photos, doc 3 Claude Code 1 480 tok
ctrlShiftBryan/chrome-devtools-mcp MCP server for Chrome DevTools 3 Claude Code 1 1,580 tok
Hint-Services/mcp-todoist MCP server for Todoist 3 Claude Code 3 1,431 tok
jvm/usql-mcp usql MCP Server 3 Claude Code, Codex, OpenCode 2 5,703 tok
taylorleese/claude-toolz Claude Code plugins for LLM second opinions, security triage, documentation upkeep, and pr 3 Claude Code 1 1,321 tok
fegizii/SemanticScholarMCP Semantic Scholar MCP 3 Claude Code 1 808 tok
celeryhq/simplified-mcp-server simplfied.com Simplified MCP server 3 Claude Code 1 1,499 tok
permanu/superskill One plugin, every skill. The package manager for AI coding agents — 90+ expert methodologi 3 Codex, OpenCode 1 1,091 tok
jiantmo/mcp-commerce MCP Server for Dynamics 365 Commerce Retail Server Customer Consumer API 3 Claude Code 1 1,263 tok
cfdude/mcp-perplexity-pro Perplexity MCP server with some pro options, multiple deployment and full API support 3 Claude Code 1 1,199 tok
ssdeanx/ssd-ai MCP server 3 Claude Code, Codex, GitHub Copilot, OpenCode 24 19,124 tok
jangabrielsson/HC3_mcp VSCode extension providing map server for Fibaro HC3 system 3 GitHub Copilot 1 210 tok
ThreeFish-AI/negentropy-perceives The Perception Engine for AI Agents. Distilling web pages and PDFs into clean Markdown nec 3 Claude Code, Codex, OpenCode 2 2,299 tok
stefanoverna/basecamp-mcp MCP server for Basecamp 3 with OAuth, TypeScript, and 47 tools for projects, messages, tod 3 Codex, OpenCode 1 5,538 tok
NoEdgeAI/doc2x-mcp doc2x-mcp 3 Codex, OpenCode 1 934 tok
jarmentor/codebase-contextifier-9000 MCP server for semantic code search with AST-aware chunking, incremental indexing, and rea 3 Claude Code 1 3,799 tok
benpm/claude_lldb_mcp 3 Claude Code 1 1,054 tok
kmaneesh/biopython-mcp MCP interface to BioPython 3 Claude Code 1 1,210 tok
aplaceforallmystuff/mcp-wp-abilities MCP server for WordPress 6.9+ Abilities API - dynamically exposes WordPress abilities as A 3 Claude Code, Codex, Gemini CLI, OpenCode 4 323 tok
danielsimonjr/fzf-mcp MCP server for fzf fuzzy finder - enables fuzzy file search, list filtering, and content s 3 Codex, OpenCode 1 953 tok
cocodedk/Planner-Task-Creator-CLI-MCP MCP to Connect to Your MS Teams Planner 3 Claude Code 1 882 tok
Mnehmos/mnehmos.synch.mcp Agent synchronization MCP server for memory and context sharing 3 Claude Code 1 747 tok
ethereumfollowprotocol/team-mcp team-mcp.efp.workers.dev MCP server for EFP team to be able to search through their github organizations 3 Claude Code 3
shcallaway/gmail-mcp-server 3 Claude Code 5 1,438 tok
danielsimonjr/memory-mcp Enhanced Model Context Protocol memory server with timestamps, tags, importance, search, a 3 Claude Code 11 4,774 tok
gvorwaller/claude-relay Real-time communication between Claude Code instances via WebSocket + MCP 3 Codex, OpenCode 1 42 tok
TAgents/agent-planner-mcp 3 Claude Code 1 1,417 tok
VoCoufi/second-brain-mcp An MCP (Model Context Protocol) server that helps you create structured markdown notes fro 3 Claude Code 1 1,193 tok
twardoch/brosh pypi.org MCP server and CLI tool for browser screenshots (using Playwright and Python) 3 Claude Code 1 2,368 tok
yarnovo/comfyui-mcp 3 Claude Code 2 705 tok
tokenscompany/pocketbase-mcp pocketbase.tokenscompany.co 3 Claude Code 1 352 tok
jerrelblankenship/jb-kibana-mcp Model Context Protocol (MCP) server for Kibana integration - enables AI assistants to inte 3 Claude Code 1 1,138 tok
Econyx-ai/0g-mcp-server 3 Claude Code 1 929 tok
albertrim/aladin-mcp An MCP (Model Context Protocol) server for the Aladin OpenAPI, built with Node.js and Type 3 Claude Code 1 885 tok
an0malous/mcp-custos npmjs.com Secure-coding guardian for AI agents — official CWE/NIST/ASVS guidance in-context, enforce 3 Claude Code 1 748 tok
howmanysmall/npm-registry-mcp NPM Registry MCP 3 Claude Code, Codex, OpenCode 4 479 tok
imjoshnewton/clickup-mcp-server 3 Claude Code 1 244 tok
Brahim-Benzarti/Shopify_store-MCP MCP server for Shopify store operations via Admin and Storefront APIs 3 Claude Code, Cursor 2 1,327 tok
VeryBigSad/nginx-proxy-manager-mcp MCP for nginx proxy manager 3 Claude Code 1 285 tok
vrppaul/semantic-code-mcp pypi.org Semantic code search MCP server for Claude Code — find code by meaning, not just text matc 3 Claude Code, Codex, OpenCode 3 1,411 tok
vakandi/ElevenLabsMcp-Windows elevenlabs.io The official ElevenLabs MCP server 3 Cursor 1 629 tok
PSkinnerTech/SkyFi-MCP-server skyfi-mcp-server.vercel.app Enterprise-grade MCP server for SkyFi satellite imagery platform - secure ordering, archiv 3 Claude Code 56 8,657 tok
nfsarch33/pdf-mcp-server Local-first CLI + MCP server for everything PDF: form fill, OCR, redaction, signatures, ta 3 Codex, OpenCode 1 12,102 tok
Luzgan/time-complexity-mcp MCP server that estimates Big-O time complexity of your code through static analysis using 3 Claude Code 1 1,646 tok