Non-parametric two-sample tests for repeated ordinal responses

Consider data on two groups of clusters, where each cluster consists of many units that respond on an ordinal scale. We develop a Mann-Whitney type test to determine whether a typical response from the first group is larger (or smaller) than a typical response from the second group.