While in Chicago over the holiday I tried out an app called Hailo to get yellow cabs on 3 separate occasions when none were to be found. I both enjoyed and recommend the app (with which I've no affiliation).

Not sure if you'd get the same response as uber taxi. Some of the hailo drivers also had the uber app running somewhere on their dash and some did not.