Discover the highest calorie foods for weight gain and muscle building. These nutrient-dense options include nuts, nut butters, avocados, dried fruits, whole grains, and healthy oils like olive and coconut oil. Incorporating these foods into your diet, along with a balanced meal plan and regular exercise, can help you achieve your weight gain goals in a healthy way.