The album cover for "The Hot 8 Brass Band" features a vibrant yellow background with a large, stylized "HOT 8" in bold black letters, flanked by two smaller "8"s in black. The band members are dressed in white shirts with blue and red stripes, and the album title is displayed in black text at the top.