Richards was optioned to Triple-A Durham on Sunday, Marc Topkin of the Tampa Bay Times reports.
The 27-year-old surrendered eight runs with an 8:0 K:BB over 7.1 innings during spring training and was unable to earn a spot on the Opening Day roster. Richards could work as a spot starter or multi-inning reliever if promoted by the Rays this season.