Also, does their idea make intuitive sense to you, especially in terms of how can this be monetized? Vague, handwavy social apps that don't charge directly are a common problem. Apps for customers who don't have money is another popular antipattern. Apps that seem trivial are generally bad. Apps that respond Boolean true to "Can I already do this with Yelp?" are toxic.
But you find someone who has a couple of businesses already under their belt, who has some specific customers in mind who have a specific problem that person already understands... then you're getting somewhere. And it may be an entirely unsexy problem. One of my favorite startups locally is a company that has built a system for detecting excessive water use/leakage in toilets - something that can be repaired at cost savings if you have a large building (say, apartment complexes). Totally unsexy. Great market.
I can't speak from experience (or I'd have my own startup) but I think the best non-technical cofounder is found while working a technical job with someone of like mind. Or at Uni it seems.