Jesus turned, and saw them following, and said to them, "What are you looking for?" They said to him, "Rabbi" (which is to say, being interpreted, Teacher), "where are you staying?"
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."