The document outlines standards for metabolomics experiments including sample preparation, chemical analysis techniques, and data analysis methods. It discusses checklists created by the Metabolomics Standards Initiative and Critical Assessment of Metabolite Identification to ensure reproducibility and validation of metabolomics studies. The checklists cover areas like sample types, instrumentation, data preprocessing, and modeling. Efforts are underway to integrate these standards into reporting guidelines and software tools to improve data sharing and study quality.