Preheat the oven to 400 degrees F (200 C), line a muffin tin with muffin liners, and set it aside.
Into a mixing bowl, sift the flour, baking powder, salt, cinnamon, ginger, nutmeg, and clove. Mix everything and set it aside.
Using a stand mixer or a hand mixer, beat the eggs, sugar, and oil until creamy for about 5 minutes.
Add the vanilla extract, pumpkin puree, and whisk to combine.
Add the flour mixture and gently combine with the help of a spatula.
Fold in the chocolate chips.
Pour the batter into the muffin tins, filling them for about 3/4 of the way full, and add more chocolate chips on top. Bake for about 20 minutes or until a toothpick comes out clean.