Pirates Cove is an unincorporated community in Monroe County, Florida, United States, located in the lower Florida Keys on Sugarloaf Key on the old State Road 4A just south of US 1 (the Overseas Highway).It is 3mi east-northeast of Sugarloaf Shores.GeographyIt is located at, with an elevation of 0ft.