AgentAtlas introduces a comprehensive framework for evaluating large language model agents, moving beyond traditional accuracy metrics to include multiple dimensions of performance. This new methodology aims to provide a clearer understanding of agent capabilities and limitations, potentially influencing future developments in AI evaluation standards.