Speechless!

A taunt to be mercilessly repeated in a jeering voice if a good dude is caught offguard and cannot respond to a verbal barb or challenge directed at them.

It is also often used to simply make fun of someone who is not speaking for either being away from the controller or has their attention focused elsewhere.