What questions should be asked when users are invited for usability testing and the web app is still an early mock-up prototype?

"What do you think this site does?"
"If you visited this site, where would you click first to find out more?"

You can use pre-loaded questions like these at https://usabilityhub.com, a nifty site for rapid usability testing.