UrbanFlow is a cutting-edge, AI-driven computer vision system designed for intelligent traffic monitoring and adaptive signal control. Developed as a BTech Major Project, it offers a comprehensive, standalone pipeline for real-time analysis of traffic flow, detection of violations, and dynamic adjustment of traffic signals. Optimized for CPU usage, UrbanFlow makes advanced AI traffic management accessible for academic research and practical deployment in smart city initiatives.