Preheat your oven to 350°F (175°C). Line a muffin tin with paper liners.
In a large bowl, whisk together the flour, granulated sugar, brown sugar, baking soda, baking powder, salt, cinnamon, nutmeg, ginger, and cloves.
In another bowl, mix the pumpkin puree, vegetable oil, almond milk, and vanilla extract until well combined.
Pour the wet ingredients into the dry ingredients and stir until just combined. Fold in the vegan chocolate chips.
Divide the batter evenly among the muffin cups, filling each about ⅔ full.
Bake for 20-25 minutes, or until a toothpick inserted into the center of a muffin comes out clean.
Let the muffins cool in the tin for 5 minutes, then transfer to a wire rack to cool completely.