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Google Authenticator doesn't need network. Battery however is required of course.

I wish there was a Google Authenticator app for the desktop, so I could at least have a backup in case my phone gets lost/stolen.

The algorithm is published, so you could plausibly write one.

The layout is definitely mobile, but it works fine in a desktop browser.