Muddy Branch is a stream located in Cocke County, Tennessee. It appears on the Neddy Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,576.69 feet (480.58 m) above sea level. The nearest populated place is Midway, approximately 0.9 miles to the SE.