Much like most movies: visiting Craters of the Moon is worth seeing once, but only to say that you did, and you're expected to stay longer than you want to.
Volcanic activity in southern Idaho was prevalent as recent as 2,000 years ago. The landscape has shifted and pressurized to the point that catacomb-like caves can be found throughout the region.