Officers responded to numerous 911 calls, but say they were initially unable to find the victim.
They finally tracked her down in the 3900 block of North Smedley Street around 10:33 a.m.
Police say the 27-year-old woman suffered a graze wound. She was listed in stable condition at Temple University Hospital.
There was no immediate word on who shot the woman or why.