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The problem of automatically composing Web Services that can match client's request has been the focus of several researchers. However, only a small number of such studies have evaluated and compared these different techniques on equal terms. Generally, these techniques have been evaluated on an ad hoc basis. This article presents a platform for evaluating the different techniques for the automatic composition of Semantic Web Services. The proposed platform provides: (i) an extensible architecture that enables the inclusion and evaluation of different techniques; (ii) a suite of metrics aimed at evaluating these techniques.