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VectorSpace Database (VSDB) provides multi-dimensional similarity search capability in a robust server package. It is a server that allows any socket-capable programming language to post and search vectorspaces of multi-dimensional data. Data can be of any base datatype (e.g. text, objects, dating profiles, sessions, ecommerce orders, etc.). VSDB also offers a clustering capability that can display groupings of data based on common dimensions. A built-in thesaurus feature can help bridge multiple-similar-dimensions in search or clustering.