Place pumpkin, cream cheese, milk, cinnamon, and cloves in the jar of a blender. Add ice cream and pulse until smooth. Divide among 2 regular or 4 miniature glasses, garnish with whipped cream and grated nutmeg. Serve immediately.
*Cream cheese can be substituted for chèvre. Whole milk can be substituted for goat milk.