Muffin batter is typically thicker than pancake batter but not as thick as cookie dough. It should be pourable and moist, holding its shape when scooped into muffin cups. A slight lumpiness is acceptable due to the presence of dry ingredients, but the batter should be well-combined. The exact consistency can vary depending on the specific muffin recipe you are following.