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Analyzed the quality measurement, software agent evaluation of an agent-based system and Multi-agent systems. The various metrics and approaches used for evaluating the Multi-agent systems, on the basis of empirical aspect of several authors. Derived a suitable metrics set for the evaluating and measuring Multi-agent systems. Research analysis gives various research directions for evaluation of Multi-agent system and the metric used.