Cops don't have a duty to protect people, so "cops ignored our pleas for help and did nothing" is a-ok, no liability (thank you, qualified immunity). They very much do not treat all scenarios as real; they go gung-ho when they want to and hang back for a few hours "assessing the situation" when they don't.