Most atheists I have known do not believe they are morally superior. (The ones that do follow the leftist religion.) They simply do not accept the claim that a god(s) exist.

And you are correct that many of their beliefs are the same as whatever belief system they grew out of. They simply abandoned a single idea, not anything and everything.