Chicken livers for cat fish
Crawlers for bullhead
^ This, around here anyway.
I would add, in lakes full of bullhead it was always hard to catch a channel cat before the bullheads took the bait. The bull heads would always hit crawlers, sometimes hit liver, never hit sand toads or stink bait.