incriminate

I've gotten advice that when I'm stopped on the street or pulled over, I shouldn't reply to questions. But it seems like its not a big deal, especially if I'm not gonna incriminate myself. Also, should I consent to a search? Or should I refuse if there's no warrant or probable cause?