Great Stuff makes it - it is called Great Stuff Pond & Stone Filler, Sealer and Adhesive, but Home Depot only carries it in the Reno and Dallas markets. There might be another product similar here in Atlanta, but most of the pond stuff is seasonal.
If you happen to remember the brand - let me know. I think I might try a big glob of purple epoxy instead. Thanks!