 Shoeless Joe from Hannibal Moe. Shoeless Joe from Hannibal Moe. A little hold down in honor of our new star. Shoeless Joe from Hannibal Moe. What'd you say his name was? Shoeless Joe from Hannibal Moe. She's gonna call him Shoeless Joe. Gee, Mr. Thorpe, you sure get some wonderful ideas. Okay, Richard, who's Shoeless Joe? That's the song Shoeless Joe from Hannibal Moe from the 1950s Broadway musical Damn Yankees. Later filmed. Shoeless Joe Jackson, baseball.