Like in the real world, books in Stardew Valley are a source of knowledge and a progress booster for your skills. Some Skill Books will teach you how to find Mystery Boxes or run faster, while others will help you learn more about basic skills and allow you to achieve mastery in each of them. Of course, not all literature is vital for progress, but ultimately, its presence will speed the process up.