Middle Bay 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 -2.35 feet (-0.72 m) above sea level. The nearest populated place is Pennellville, approximately 0.5 miles to the WNW.