Video card cooling

Seeing the light at the end of the tunnel, I am going to get into watercooling again, and it is drawing nearer. I am going to start by watercooling my gf3. I have a block picked out, but need to know if it will fit. It is the swifttech MCW40. A few things I like about it so far: cheapness, and it is made by a large and respected company, and crappy watercooling is better than stock air cooling. Will this fit on the gf3? It vagly says it will fit geforce family cards, but nothing more than that. Thanks.