Preheat your oven to 350 degrees fahrenheit. If using cast iron muffin tins, heat those with the oven to help it be more "non-stick".
Whisk together the flour, pumpkin pie spice, baking powder, baking soda, and salt.
In a separate bowl or inside a well in the dry ingredients, mix together the wet ingredients including the eggs, honey, melted butter and pumpkin puree.
Combine the wet and dry ingredients and make sure they are mixed well.
Fold in chocolate chips
Divide the batter into your muffin tin, filling each about 3/4 full.
Bake until golden brown and springing back to your touch. Expect 15-18 minutes, but check frequently.
Store at room temperature or you can freeze for later.