Pumpkin Spice Cookies with Cream Cheese Frosting are soft, cakey fall cookies made with pumpkin purée, warm pumpkin pie spice and a hint of maple syrup. Topped with the most irresistible homemade cream cheese frosting, they are simply divine! This easy pumpkin cookie recipe is perfect for fall baking, Thanksgiving and Christmas.