similar thing is "laugh out loud".

one example of "cry out loud":

He couldn't hold his temper any more, and cried out loud: "Would you shut up, you fucking cunt?"

For crying out loud, 一般在whining, complaining 的时候用吧。 就像我们华人上的”我哭“一样吧。

仅供参考