It happened around 10 p.m. Wednesday on the 3100 block of North Front Street.
Police said one man was shot in the chest. He is currently listed in critical condition.
The conditions of the two other victims are unknown at this time.
No arrests have been made.
Anyone with any information is asked to call police at 215-686-TIPS.