He brought him to Jesus. Jesus looked at him, and said, "You are Simon the son of Jonah. You shall be called Cephas" (which is by interpretation, Peter).
Nazareth evidently didn't have too good of a reputation. And so, Philip's answer was just a good answer, "You just come and see."