We briefly discuss the relevance of some stochastic models in climate, and present a survey of the current mathematical theory of the stochastic primitive equations in the context of stochastic partial differential equations. Based on joint work with Arnaud Debussche, Nathan Glatt-Holtz,and Mohamed Ziane.