An argument erupted between two men around 3:00 a.m. Sunday inside the R-S Club, located at 1936 West Mac Dade Boulevard.
Police say Ronald Womack pulled a gun and started firing, striking two women and a man. All three were rushed to local hospitals.
Police are also looking for a female accomplice, who they think carried the gun into the club in a purse and handed it over to Womack when the trouble began.
Womack should be considered armed and dangerous and when caught faces three counts of criminal attempted homicide.