To prepare these Pumpkin Swirl Muffins gluten-free, substitute the all-purpose flour with a 1:1 gluten-free baking flour blend that includes xanthan gum for structure. Ensure that your baking powder, vanilla extract, and pumpkin puree are certified gluten-free to avoid cross-contamination.