Maybe I'm paranoid, but I'm a little leery about Uber. It involves getting in a private car which may or may not have working brakes, driven by stranger who may or may not have a valid drivers license.
At least cabbies are licensed, tested, and insured. And the cabs are required to have regular maintenence.
The lower costs (some of the time) are attractive, of course.