Armstrong was recalled from Triple-A Columbus on Wednesday, the Cleveland Plain Dealer's Paul Hoynes reports.
Austin Adams was optioned to make room for Armstrong in the bullpen. Armstrong was almost dealt to the Brewers in a deadline deal that got blocked by Jonathan Lucroy, and the Indians will now make use of his services. He has a career 3.00 ERA and 11 strikeouts in nine big league innings.