In this paper we discuss the notion of reducibility for matrix weights and introduce a real vector space C R which encodes all information about the reducibility of W . In particular a weight W reduces if and only if there is a non-scalar matrix T such that T W = W T * . Also, we prove that reducibility can be studied by looking at the commutant of the monic orthogonal polynomials or by looking at the coefficients of the corresponding three term recursion relation. A matrix weight may not be expressible as direct sum of irreducible weights, but it is always equivalent to a direct sum of irreducible weights. We also establish that the decompositions of two equivalent weights as sums of irreducible weights have the same number of terms and that, up to a permutation, they are equivalent.We consider the algebra of right-hand-side matrix differential operators D(W ) of a reducible weight W , giving its general structure. Finally, we make a change of emphasis by considering reducibility of polynomials, instead of reducibility of matrix weights.2010 Mathematics Subject Classification. 42C05-47L80-33C45. Key words and phrases. Matrix orthogonal polynomials, reducible weights, complete reducibility, the algebra of a reducible weight.