In the digital age, online food delivery services are in demand. This research develops a friendly food delivery website using the MERN stack for both the front and backend, and integrate an AI model for personalized food recommendations. The platform will cater to customers, restaurants and delivery personnel, guaranteeing a smooth and efficient experience for all stakeholders. The website will feature a friendly interface for users navigation and order placing. An advanced recommendation system, powered by machine learning algorithms that recommend restaurants and foods depending on user preferences and weather conditions. For restaurants, the platform will provide menu management, order management, and promotion management tools, while delivery staff will have optimized routing and real-time order management. The integrated approach guarantees a high-quality service, responding to the changing needs of today’s consumers, and offering a competitive advantage in the food delivery business.