Walter Brown “Brownie” McGhee (November 30, 1915 – February 16, 1996) was an American folk and Piedmont blues singer and guitarist, best known for his collaboration with the harmonica player Sonny Terry.

McGhee was born in Knoxville, Tennessee, and grew up in Kingsport, Tennessee. At about the age of four he contracted polio, which incapacitated his right leg. His brother Granville “Stick” McGhee, who also later became a musician and composed the famous song “Drinkin’ Wine Spo-Dee-o-Dee,” was nicknamed for pushing young Brownie around in a cart. Their father, George McGhee, was a factory worker, known around University Avenue for playing guitar and singing. Brownie’s uncle made him a guitar from a tin marshmallow box and a piece of board.

McGhee spent much of his youth immersed in music, singing with a local harmony group, the Golden Voices Gospel Quartet, and teaching himself to play guitar. He also played the five-string banjo and ukulele and studied piano. Surgery funded by the March of Dimes enabled McGhee to walk.