Sounds like the fan belt to me. Shouldn't think it'll do any harm as long as it stops soon after starting.
It will only get worse, though, if it is loose or worn. If you bought the car from a garage, I'm sure they will tighten it up. Not usually a tricky job to do. Done it on a few cars, but not mine.