Catfish Cove is a bay located in Phillips County, Kansas. It appears on the Kirwin SW USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,744.81 feet (531.82 m) above sea level. The nearest populated place is Kirwin, approximately 5.1 miles to the NE.