Caney Mountain is a summit located in McCurtain County, Oklahoma. It appears on the Bear Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 712.37 feet (217.13 m) above sea level. The nearest populated place is North Pole, approximately 3.4 miles to the S.