> Did anybody else spend half a minute trying to interact with the "app", then give up and close the tab

Nope, sorry. Looked like a pretty obvious screenshot to me. The palettes in the screenshot are way too small for me to confuse it for a web app.

Also, most people will probably get this from the Mac App Store, which has a very different presentation.