The Reds optioned Richardson to Triple-A Louisville on Thursday.
Richardson did not make an appearance during his brief time in the majors this week. The right-hander will now slide back into the Louisville rotation, where he has a 4.29 ERA and 1.52 WHIP over 77.2 innings this season.