We establish that a mode-coupling approximation for the dynamics of multicomponent systems obeying Smoluchowski dynamics preserves a subtle yet fundamental property: the partial density correlation functions are, considered as matrices, completely monotone, i.e., they can exactly be written as superpositions of decaying exponentials only.