I had is stuff:
http://tailoredaquatics.com/tools/aqua-glue/
I picked it up at Red Coral here in town. I asked for something thick, and that was what Kevin recommended. Sadly, my local supply is no more. I hadn't used it, so I can't comment on how it would have worked.