Preheat the oven to 350°F (175°C) and line your muffin tin with paper liners or grease it with oil.
In a large bowl, combine the pumpkin puree, honey (or maple syrup), and eggs. Whisk until smooth and well-combined.
In another bowl, mix the almond flour, baking soda, cinnamon, and salt together.
Gradually add the dry ingredients to the wet mixture, stirring gently until just combined. Do not overmix.
Spoon the batter into the prepared muffin tin, filling each cup about ¾ full.
Bake in the preheated oven for 18-20 minutes, until a toothpick inserted in the center comes out clean.
Cool the muffins for 5 minutes in the tin before transferring them to a wire rack to cool completely.
Enjoy warm or store for later!