It's not always an Actual Play catchphrase.
Ross: "Buy my book...buy my book." From The Critic, I believe.
Tom says, "Oh, ME," in a super smarmy voice. I have no idea where that's from.
Ross and Tom will often say, "That's you, that is." I know it's from a British comedy sketch, but that's all I know.