In many college campuses, conventional methods are still used for managing canteen services, leading to long wait times, order inaccuracies, and limited service flexibility. The current system often results in delays and inconvenience for both students and staff. To address these challenges, we propose Direct Dine, a smart kiosk solution designed to streamline canteen operations, enhance order accuracy, and improve overall service efficiency. This application will enable students and faculty to place orders seamlessly, track their purchases, and minimize waiting times. Additionally, it will assist canteen staff in managing orders efficiently, reducing workload and optimizing service delivery. This paper discusses the design, functionality, and benefits of Direct Dine, highlighting its potential to enhance the dining experience within the college ecosystem.