This is a dynamic web app leveraging HTML, CSS, JavaScript, PHP and MySQL database to provide personalized book recommendations. Users input their favorite genre, and our algorithm analyzes their preferences to suggest similar titles, fostering a tailored reading experience that aligns with their literary tastes and interests. Our algorithm also allows them to keep a track of the books they want to read.