"checkmate, atheists!" is an old meme. I think it might have originated from this video (but maybe it predates it): https://youtu.be/P47OC439x88

I've only ever seen it used sarcastically by atheists making fun of the kinds of arguments that religious folks make. It was a bigger thing during the heyday of new atheism, I don't see a lot of discourse on the topic these days.