Analyzed the quality measurement of software agent-based system and Multi-agent systems. Various metrics and approaches are used for evaluating the Multi-agent systems, On the basis of empirical aspect of several authors. A suitable metrics set for the evaluating and measuring Multi-agent systems is derived. Research analysis gives various research directions for evaluation of Multi-agent system and the metric used.