I have the few that came with the thermometer. I figured if necessary I could always dunk it in the chlorinated rinse water to disinfect, but I suppose some extra covers cost next to nothing and take very little space.
So far I haven't had to use it, but then I've only been camping with my son's troop for just short of 1 year - though that included a 2-week stay at summer camp.