It is much easier to visit the New Jersey (and the adjacent aquarium, which isn’t very good) from Philadelphia. I was in Philly for a conference, and one of the main tours available was for the New Jersey.
You don’t see as much of the post-apocalyptic moonscape from Philly as you do coming in from other NJ locations.