  In this paper, several versions of the Kolmogorov-Riesz compactness theorem
in weighted Lebesgue spaces with matrix weights are obtained. In particular,
when the matrix weight $W$ is in the known $A_p$ class, a characterization of
totally bounded subsets in $L^p(W)$ with $p\in(1, \infty)$ is established.
