Preheat the oven to 400°F (200°C).
Rinse the scallops under cold water and pat them dry with a paper towel.
In a small mixing bowl, melt the butter in the microwave or on the stove. Be careful not to burn it.
Once the butter is melted, whisk in the minced garlic, chopped parsley, lemon juice, salt, black pepper, and paprika (if using).
Arrange the scallops in a single layer in the baking dish, spreading them evenly.
Pour the garlic butter mixture evenly over the scallops, ensuring they are well coated.
Bake in the preheated oven for about 12-15 minutes, or until the scallops are opaque and slightly firm to the touch.
Remove from the oven and let them rest for a few minutes before serving.
Serve warm with lemon wedges on the side for squeezing over the scallops.