You mean Rajai Davis and yes he would be technically the guy. Although I really saw him more as platoon player over an everyday guy. He basically did play everyday at times out of pure necessity.
In terms of true everyday players you would have to go all the way back to a young Alex Rios. Or back even further to Shannon Stewart. Stolen Bases is not a big part of our history.