It happened just after midnight on the 3900 block of North 13th Street.
Police said the 54-year-old woman lived on the block. She was found with bullet wounds to her face and her chest.
Officers said they found 9 shell casings around the car.
Investigators are looking for witnesses and checking surveillance video in the area.
There is no word on a motive.
Police have not made any arrests.