Explore hiking trails around Andover, New Jersey. The best hike near Andover is Mt. Tammany Lookout Loop via Blue Dot Trail and Red Dot Trail, a 4.2 mile loop in Delaware Water Gap National Recreation Area. Andover has population 654.0.