Preheat the oven to 375°F (190°C).
Place the shrimp in a single layer in a baking dish.
In a small bowl, whisk together melted butter, garlic, lemon juice, paprika, salt, and pepper.
Pour the mixture over the shrimp, ensuring they are evenly coated.
Bake for 12-15 minutes or until the shrimp are pink and fully cooked.
Garnish with chopped parsley and serve immediately.