Are there any differences between Passwarden browser extension, mobile/desktop applications, and web version?

No, all of them provide the same features and have a similar interface. So it makes no difference what version of Passwarden you are going to use.

Check all supported platforms and select which one suits you best: https://www.passwarden.com/downloads