Store your freshly baked pumpkin chocolate chip muffins in an airtight plastic container at room temperature for up to 4 days. Place a single sheet of clean paper towel at the bottom of the container to catch rising humidity. You can also freeze these treats easily for up to 3 months. Wrap each individual muffin tightly in plastic wrap before sealing them together inside a heavy-duty zipper freezer bag. Reheat a frozen muffin by removing the plastic wrap and placing it on a microwave-safe plate. Microwave on high heat for exactly 30 to 45 seconds until the center feels warm and the chocolate chips melt. Watch for a sour aroma or any visible surface mold as clear signs of spoilage.