Pour melted butter into a 9x13 inch pan and spread evenly across the bottom. Sprinkle cheese, garlic powder, salt, and pepper over the butter. Place potato halves face down on the butter. Using a brush between the small spaces between potatoes, spread the butter over the tops of the potatoes.
Place in preheated oven and bake for 40 to 45 minutes.