This is a submission for the Google I/O Writing Challenge

I was already running MCP servers on my desktop — connected to Claude, wired into my daily workflow — when Google announced at I/O 2026 that AI Edge Gallery now supports MCP connections on Android. I pulled out my Pixel and started testing.

First attempt: "No eligible devices." The app requires capable hardware. Second device — it opened.

What I found is more interesting than the announcement.

What Google AI Edge Gallery Is