Combine the packages of muffin mix, egg, softened butter and vanilla in a large bowl or stand mixer. Use a sturdy wooden spoon to combine, or use the paddle attachment on your stand mixer to combine.
Drop cookies by the tablespoon full on a cookies sheet and bake for 8 to 10 minutes. Cool on a wire rack.