The document describes a novel collaborative filtering-based web service recommender system designed to assist users in selecting optimal quality-of-service (QoS) web services from a vast pool of options. By utilizing location information and QoS values, the system clusters users and services to provide personalized recommendations, demonstrating significant accuracy improvements over existing methods using extensive real-world experimental data. Additionally, it includes hardware and software configuration details necessary for the system's implementation.