Add potatoes and garlic cloves to a large pot. Pour in chicken broth and add just enough water to cover the potatoes. Bring to a boil and cook until tender. Drain the liquid.
Mash with potato masher and add butter. Mash some more, adding sour cream and milk to desired consistency.
Season with salt and pepper to taste. Top with a sprinkling of paprika and parsley.