Goose Cove is a bay located in Hancock County, Maine. It appears on the Newbury Neck USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately -4.94 feet (-1.51 m) above sea level. The nearest populated place is West Trenton, approximately 0.6 miles to the WNW.