Blue Hole Branch is a stream located in Wayne County, Missouri. It appears on the Shook USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 505.25 feet (154.00 m) above sea level. The nearest populated place is McGee, approximately 3.3 miles to the ENE.