To prepare these muffins gluten-free, substitute the all-purpose flour with a 1:1 gluten-free baking flour blend that includes xanthan gum. Ensure your baking powder and vanilla extract are certified gluten-free. Double-check that the pecans are processed in a gluten-free facility if serving individuals with celiac sensitivity.