Not all fish have their mouths open when they die, it depends on the reason of death and also whether they were opening or closing the mouth at the time...

They will also probably not move around very fast unless they're dying from shock. Fish will generally be pretty lethargic when close to death and in most cases, won't even be able to stay upright in the water.