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The auth code is good for 30 seconds, can't you just time it right by getting the code before opening Google Music?

I could, but I have a complex password so I copy/paste it from another app.

I should honestly memorize that password anyway.

It's actually good for longer than that, since Google's servers allow at least one time period either way.