In a large mixing bowl, combine the wet ingredients in a large bowl; eggs, pumpkin puree, maple syrup, coconut oil, and almond butter. Mix well with a whisk or hand mixer.
In a separate bowl, whisk together the dry ingredients, almond flour, coconut sugar, pumpkin pie spice, baking powder, and salt. Sift if needed to make sure there are no clumps left.
Fold the dry ingredients into the wet ingredients using a spatula. Do not over mix the batter.
Gently fold 2/3 of the chocolate into the pumpkin bar batter.
Pour the batter into an 8x8 parchment paper-lined pan.
Sprinkle the remaining chocolate on top of the Pumpkin Cookie Bar batter.
Bake for about 14 - 15 minutes or until a toothpick (inserted in the middle) comes out clean.