It happened around 12:15 on the platform at Allegheny Station.
Police say the victim is in critical condition after being stabbed in the abdomen.
There is only a vague description of a suspect.
The motive in this stabbing is unknown.
SEPTA says westbound trains are bypassing the Allegheny Station while the investigation is underway.