Pumpkin muffins are traditionally made with all-purpose flour, baking powder and/or baking soda, pumpkin pie spice, salt, pumpkin puree, light brown sugar, eggs, and vegetable oil. You can also make 2-ingredient pumpkin spice muffins with a box of spice cake mix and a can of pumpkin puree.