Broad definition, yes. There is no atheist temple, atheist prayers, atheist holy books, atheist pope or mulla, neither do we have rituals, creation myths or an afterlife.
Besides, why are you equating atheism to being a religion itself? Isn't religion supposed to be a good thing, according to you believers?