Keywords: analysis, and basic semantic understanding to generate relevant book suggestions. In addition to recommendation functionality, the system incorporates secure authentication using Clerk and an AI-assisted chatbot to provide quick book summaries and assist in exploration.The platform also includes reading activity tracking and dashboard-based analytics, enabling users to monitor their reading patterns over time. The proposed approach demonstrates an effective way to enhance user engagement and simplify book discovery without relying on computationally intensive machine learning models