Preheat oven to 350 degrees F and spray muffin tin with coconut oil spray.
Place all dry ingredients into a large bowl. (Almond flour, baking soda, salt, pumpkin pie spice). Mix until well incorporated.
Make a well (push all dry ingredients to the side of the bowl) and add in the wet ingredients (eggs, pumpkin puree, vanilla, honey). Whisk just until combined, then stir in the dry.
Stir in the chocolate chips. Do NOT over mix. This will result in dense muffins due to the oil content of the almond flour.
Pour into prepared muffin tins and fill until 3/4 full. Bake for 20-25 minutes or until the top is a nice golden brown.
Recipe Notes
BTW, these chocolate chips are my favorite and they are dairy free!