[Home Depot. It's called Aquamend ( or something like that ).
It's in the glue section. Comes in a tube, with a teal green label. You cut off what you need, nead it together until it turns white. I use it to mount corals all the time. And have also used it to repair a bulkhead that came loose. Should work for rock.]