Reyes was optioned to Triple-A Nashville on Wednesday.
Reyes was called up by the Brewers on Monday, and he went 0-for-1 in his lone appearance as a pinch hitter during his time in the majors. He'll head back to the Triple-A club but could be an option to return to the Brewers as utility depth at some point.