To make Melomakarona Cookies gluten-free, substitute the all-purpose flour with a high-quality gluten-free all-purpose baking blend that contains xanthan gum or a similar binding agent. Ensure that your baking powder and spices are certified gluten-free. Follow the same preparation steps, noting that gluten-free doughs may be slightly softer in texture and may require gentle handling when shaping.