Flow-ERD is a multi-agent simulator designed to enhance both realism and diversity in traffic simulation for autonomous driving. It utilizes Agent-Type Aware Flow Matching (AFM) to combine multi-modal expressiveness with type-specific kinematic execution. This approach aims to address the lack of diversity in current benchmarks that primarily prioritize realism.