The Republic of Ireland international is currently at Elland Road on loan from Premiership side Bolton Wanderers and has indicated a desire to stay there on a possible permanent deal.
But O'Brien, 31, is understood to have held talks with the Bluebirds in the last few days.
Cardiff have also been linked with a move for Tottenham centre-back Jonathan Woodgate.