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This skill provides programmatic access to the NIH Common Fund-sponsored Metabolomics Workbench, the primary repository for metabolomics research. It allows users to query over 4,200 processed studies, access standardized metabolite nomenclature through RefMet, and perform mass spectrometry searches using m/z values. Whether performing biomarker discovery, standardizing chemical names, or retrieving experimental datasets from GC-MS, LC-MS, and NMR platforms, this tool streamlines scientific research by connecting AI analysis with verified experimental data.