How real projects configure their agents

32,008 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
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
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
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
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
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
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
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
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
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
dinehq/feishu-mcp 3 Claude Code 1 458 tok
ikrigel/mcp-server-cv-modify 3 Claude Code 1 5,083 tok
silviosotelo/oracle-apex-mcp-server 3 Claude Code 1 8,720 tok
danjam/mcp-launchbox 3 Claude Code 1 2,356 tok
bjulius/QueryCounterMCP An MCP Server to count and categorize queries across models 3 Claude Code 1 1,145 tok
sixees/mcp-curl Simple MCP server to execute cURL commands - ideal for Desktop AI Clients (Claude / ChatGP 3 Claude Code, GitHub Copilot 2 1,681 tok
aplaceforallmystuff/mcp-wisdom Philosophy-grounded thinking frameworks for Claude - an MCP server providing Stoic, Cognit 3 Claude Code, Codex, Gemini CLI, OpenCode 4 446 tok
den-tanui/kitty-mcp MCP Server for interacting with kitty terminal 3 Claude Code 15
taciturnaxolotl/traverse traverse.dunkirk.sh snatching amp walkthrough for my own purposes mwhahahaha 3 Claude Code 1 723 tok
kieranklaassen/farmbot-agent-cli-mcp Agent-native CLI and MCP server for FarmBot hardware control 3 Claude Code 1 601 tok
kolarova-ops/rohlik-mcp MCP server that lets you shop groceries across the Rohlik Group platforms (Rohlik.cz, Knus 3 Claude Code 1 805 tok
sandraschi/openclaw-molt-mcp FastMCP 2.14+ server bridging MCP clients ( Cursor, Antigrav, Claude …) with the OpenClaw 3 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 2,475 tok