Until recently, Google Authenticator codes could not be backed up or transferred to a new phone. When I replaced my Android device, I had to re-register every TOTP code that I had in Google Authenticator. This led me to Authy, and later on to Yubikey since the code is removed from my phone completely.
I'm pretty sure you could always manually export a QR code for every one of your secret keys.