Bruce missed out on signing Adam Johnson from Middlesbrough in January and is now looking to bring in McGeady, according to the Sunday Mirror.
Birmingham tried to sign McGeady in the January transfer window, but failed with their bid.
Celtic boss Tony Mowbray refused to sell the winger in January, but could be tempted into selling at the end of the season.