Investigators found shell casings at the scene in the area of Front and George streets when they responded to a call around 3 a.m. ET.
Police said it appears that someone fired at several vehicles.
A man reportedly checked himself into hospital with a gunshot wound to his abdomen around the time of the alleged incident. No information about his condition has been released.
Police are asking anyone with potentially useful information to contact them.