Really, it's just a Curves (women's only gym) except open to everyone.
Judgement free really just means non-intimidating. All the equipment is purple & a little gay looking, weights are rubber coated so you don't hear clanging, they have tootsie rolls at the door, they don't have super-intense classes going on, etc.
I've read that some of them even have pizza parties every month.