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
outerheaven199X/Bags-SDK-hackathon outerheaven199x.github.io Launch a coin in 3 steps from your terminal. 43 MCP tools. Fee splits, claims, Dexscreener 4 Claude Code 1 350 tok
brianmoney/mcp-gdrive-cf 4 GitHub Copilot 2 5,322 tok
bunizao/okta-auth CLI and MCP server for Okta SSO authentication with persistent session management 4 Claude Code, Codex, OpenCode 2 1,223 tok
PSPDFKit/nutrient-pdf-mcp-server A powerful Model Context Protocol server for LLM-driven PDF document analysis and explorat 4 Claude Code 1 758 tok
alizeeblack-code/zhihu-mcp 4 Claude Code 1 827 tok
civicteam/x402-mcp X402 payment integration for Model Context Protocol (MCP) 4 Claude Code 1 357 tok
davlgd/clever-code-mode-mcp An MCP server that gives AI agents full access to the Clever Cloud API through just two to 4 Claude Code 1 577 tok
cirwel/unitares A federation kernel for accountable AI agents. Self-hosted MCP server: identity, claims an 4 Claude Code, Codex, OpenCode 2 12,742 tok
q0tik/q0t-telegram-mcp 4 Claude Code 1 1,244 tok
kevinten-ai/mcp-ffmpeg FFmpeg video/audio editing tools via Model Context Protocol (MCP) 4 Codex, OpenCode 1 52 tok
ljzloser/mcp_tools 4 Claude Code, GitHub Copilot 10 2,906 tok
babosina/libraryMCP 4 Claude Code 2 503 tok
justinhaaheim/apple-reminders-mcp MCP server for Apple Reminders on macOS via EventKit 4 Claude Code 5 2,801 tok
heath0xFF/jeltz A framework that connects AI assistants to physical devices - sensors, actuators, cameras, 4 Claude Code 1 842 tok
andreahaku/llm_memory_mcp 4 Claude Code 1 2,645 tok
2514385224/middle-tool Multi-environment middleware connection manager with unified MCP export for Cursor and Cla 4 Claude Code, Codex 1
tetmin/mcp-beeper-texts 4 Claude Code 1 1,165 tok
aidizhi/ziyuanzhan A platform for aggregating and collecting movie and TV resource and scraping sites, automa 4 Codex, OpenCode 1 400 tok
arkadiusz-rosiak/aem-dev-mcp MCP server for Adobe Experience Manager development 4 Claude Code 1 1,120 tok
tugudush/bitbucket-mcp Bitbucket MCP Server 4 GitHub Copilot 1 5,428 tok
vltansky/console-bridge-mcp npmjs.com 4 Claude Code, Codex, OpenCode 2 2,022 tok
wyj-IIRtyj/localterminal-lite Auditable local control plane connecting ChatGPT Apps and GPT Actions to authorized worksp 4 Codex, OpenCode 1 51 tok
tosssssy/mcp-server-debug-thinking 4 Claude Code 1 1,173 tok
achimstruve/mcp-https-OAuth-database-template A minimal MCP-HTTP-template that allows to distribute MCP server access via API-key author 4 Claude Code 1 1,559 tok
swkstudios/unifi-fabric-mcp-server MCP server for UniFi Fabric API — manage your entire UniFi network through AI assistants 4 Claude Code 1 2,644 tok
ArangoGutierrez/k8s-gpu-mcp-server NVIDIA GPU hardware introspection for Kubernetes clusters via MCP 4 GitHub Copilot 1 1,896 tok
staccDOTsol/openzoo Local x402-paying proxy + MCP server for openzoo.fun — any OpenAI-compatible harness, no c 4 Claude Code 4 1,029 tok
jverre/chrome-mcp-server MCP server to interact with Chrome 4 Cursor 1 138 tok
moleculerjs/mcp-server MCP server mixin for Moleculer 4 Claude Code 2 595 tok
Tripletex/mcp-dependency-version 4 Claude Code 1 762 tok
JVinceW/uasset-reference-memory-mcp 4 Claude Code, Codex, OpenCode 2 387 tok
OGZamasu/agent-inbox A place to send your AI agent things to look at. Send links from your phone or browser; Cl 4 Claude Code, Codex, OpenCode 2 1,254 tok
FeanorsCodeSL/imladris Rivendell-style council for AI agents: a stdio MCP server that convenes multi-provider mod 4 Claude Code, Codex, OpenCode 3 2,672 tok
serpro69/pal-mcp-server The power of Claude Code / GeminiCLI / CodexCLI + [Gemini / OpenAI / OpenRouter / Azure / 4 Claude Code, Codex, OpenCode 3 2,903 tok
BukeLy/pageindex-light-mcp Lightweight Agentic PDF Search via MCP — Vectorless, reasoning-based document retrieval 4 Claude Code 1 167 tok
coldlogicAI/3notch 3notch.dev Stop being the bus between your AI tools. Local-first CLI + MCP for vendor-neutral project 4 Codex, OpenCode 1 1,609 tok
solozerolabs/Namera CLI tool for checking name availability across domains, trademarks, and more 4 Claude Code, Codex, OpenCode 3 4,412 tok
FrankGenGo/solana-web3js-mcp-server MCP server for Solana web3.js development and smart contract deployment 4 Claude Code 1 1,400 tok
zxerai/MCP-Server MCP-Server simplifies management and scaling by organizing multiple MCP (Model Context Pro 4 GitHub Copilot 1 402 tok
Polly2014/TideWatch-MCP-Server 4 Claude Code 1 6,680 tok
JochenYang/agent-comm-hub One local endpoint, any MCP-capable agent — MiniMax Code, Claude Code, opencode, Codex, Ge 4 Codex, OpenCode 1 4,547 tok
nealrichardson/zendesk-mcp-server 4 Claude Code 1 2,174 tok
bxxd/mcp-edgar-ux SEC EDGAR filings for AI agents. Returns file paths (not 241K tokens). Use Read/Grep/Bash 4 Claude Code 1 6 tok
h-d-engineer/OpenEMT h-d-engineer.github.io The electromagnetic transient simulator built for AI agents 4 Claude Code 1 2,031 tok
gamittal-ak/alecs-mcp-server-akamai solutionsedge.io ALECS (A LaunchGrid for Edge & Cloud Services) is a community driven project creating a MC 4 Claude Code 1 810 tok
cpoder/wm-mcp-server MCP server for managing webMethods Integration Server via pure HTTP API - 336 tools for fl 4 Claude Code 1 3,580 tok
Eleven-Mouse/MCP-server A pure Java MCP (Model Context Protocol) Server implemented from scratch without depending 4 Claude Code 2
cyanheads/survey-mcp-server Transform LLMs into intelligent interviewers. MCP server for conducting dynamic, conversat 4 Claude Code, Codex, OpenCode 2 9,030 tok
dstrupl/vardoger Personalize AI coding assistants (Cursor, Claude Code, Codex, OpenClaw, Copilot CLI, Winds 4 Codex, OpenCode 1 1,510 tok
layervai/qurl-mcp MCP server for QURL - secure link management for AI agents 4 Claude Code 1 3,591 tok