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ALIMOS is a middleware system that facilitates the access to digital music libraries in push technology-based mobile services. Specifically, a mobile user is provided with the ability to query for music files that belong to the same genre by simply sending an example music file from his/her mobile device. The personalization in ALIMOS is based on information collected while the service is used by a user and provides the user with results that have a higher content similarity with the query. The personalization mechanism is based on a novel application of clustering algorithms.