Outer Continental Shelf Production Incentive Fee Act - Amends the Outer Continental Shelf Lands Act to direct the Secretary of Energy to establish a fee for any nonproducing oil or gas leases on outer Continental Shelf land in the Gulf of Mexico that are in effect on the date of enactment of this Act.