Buttermilk Cove is a bay located in Cumberland County, Maine. It appears on the Orrs Island USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately -2.09 feet (-0.64 m) above sea level. The nearest populated place is Gumet (historical), approximately 0.3 miles to the S.