Use-case of metadata, interoperability, and software methods for robust science in high-throughput workflows. We present the use of In situ analysis techniques for improving annotation, metadata and provenance in molecular dynamics workflows as well as challenges for interoperability and tools for automatic annotation and deployment of in situ MD workflows.