Actually, this QRCode only appears under the toolbar because normally this feature only allows the user to use their mobile device to scan the QRCode on the desktop.

We have enable the toolbar.
So this mean we cannot use this feature when using Office templates?

I see, I thought you are referring to the mobile web template.

You can display this "QRCode For Mobile" module on your site.