Officers responded to O Street near Church after getting reports about the drive-by and then they received a second call about a drive-by a few blocks away.
They pulled over a car with three men inside and found two guns.
Officers say one of the suspects had a gunshot wound himself. An investigation is underway. The suspect is expected to survive his injuries.