The first question that pops into my head (being aware that this is a popular category of apps) is: when do people look at blank tabs? Whenever I open a new tab, it's with the intention of entering an address or a search term, and any content would be an unwelcome distraction.
I'd be more likely to use something like this if it lived under a regular domain name and I could put it into a pinned tab, personally.