Combine the ground cinnamon, ginger, and cloves in a small airtight container. Mix thoroughly. The spice mixture makes enough for several servings.
Brew coffee using a French press or alternate brew method.
Combine 1/2 teaspoon of the spice mixture with the milk in a small saucepan. Add the pumpkin, vanilla extract, and sweetener of your choice. Heat to slightly hotter than your desired drinking temperature.
Once the coffee has brewed and the pumpkin mixture has reached the correct temperature, combine 1/4 cup of coffee and the mixture in a blender. You can alternately use a milk frother, if you have one available.
Blend on high for 1-2 minutes to add body to the drink.
Pour into the mug of your choice, top with whipped cream and a dash of cinnamon or nutmeg, and enjoy!