Yes, apparently. I also thought it only worked on mobile because everything else gave me an error, but that was apparently Orbot interfering.
Amber is always on Android, but the PC client can generate a link, display it with a QR code, and then you just take a pic of that with your phone and open that in Amber, and it signs. Pretty cool.