The Brewers designated Richardson for assignment Tuesday.
Richardson appeared in one game after getting called up from Triple-A on Saturday, during which he gave up zero hits and a walk over 1.2 scoreless innings. He'll now lose his place on the active and 40-man rosters to make room for Bryse Wilson, who signed a major-league deal with the Crew on Tuesday.