fish nipping

Ok, so, I know my fish aren't starving, but I'm starting to wonder if I taste good, the last few times I've done a water change my fish, and even my shrimp have come up to nibble on me... It's not just one fish either.  Does this happen to anyone else?  It doesn't hurt when the fish do it...