A fence rail assembly is provided comprising an extruded rail having a lengthwise extending slot for receiving a plurality of fasteners for attaching the rail to a plurality of pickets. The slot is designed with internal flanges adapted for engaging mating flanges on legs of a cover to be placed on the slot. The cover is sized to fit snugly at the slot opening to minimize water and debris intrusion, as well as prevent loosening of the fasteners.