The skullcap makes a statement I'd have no way of interpreting, particularly in New York. In general you can't tell an orthodox Jewish yarmulke from a Muslim skullcap (there may be some identifiable variants, but the basic ones are the same).

You can get a t-shirt here which says "I'm a Muslim - Don't Panic" which is maybe a bit more straightforward.