It happened Friday around 2:15 a.m. in Center City.
Police say the marked police vehicle was parked on the 100 block of North 13th Street.
Video captured two men and a woman allegedly involved in the theft.
The suspects were last seen in a silver Acura with possible New Jersey tags.
Anyone with information is asked to call police at 215-686-TIPS.