As far as I can tell, they are no less reliable than the average vehicle. Other than an early freak battery failure (thankfully noticed in the garage at the start of a 2000 mile trip), my Jeep has been reliable for over 6 years.
But my mom warned me that jeeps are very unreliable. 😄