Hamza Shahbaz
Independent full-stack operator 13 years in commerce Shopify Partner Awwwards HM (vibrants.com) Building AI Agents

I help DTC brands compound. Working notes from inside the work.

[2026-06-11] [mcp] [8 min read]

MCP vs CLI: When to Build a Server and When to Just Use a Command

MCP server or a plain CLI for your AI agent? The real trade-offs in tokens, auth, state, and distribution, plus a simple way to choose, from someone shipping both into Shopify storefronts.