https://blog.1password.com/1password-2fa-passwords-codes-tog...
I don’t use a KeePass or similar device, and I do have my TOTP tokens on my phone (using the great OTP Auth app, no affiliation), but I do most of my work on a computer so I toyed with completely removing password management from my phone and just having the OTP app there. I haven’t committed to that that yet though. Another option is to use a cheap device such as an iPod Touch for OTP, though those are probably more expensive than a dedicated OTP device (I just happen to have one lying around unused).
Does it matter if they're in the same app?
This is also reductive because it doesn't take into account password managers used on a non-mobile device, where the benefits become obvious in that if one of your devices is comprised it's unlikely that the other is too.
Yes. Call that say 1.25 factors. It is of greater than zero value.