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This skill empowers Claude to act as an autonomous scientific data analyst, capable of identifying and inspecting complex datasets across domains such as chemistry, bioinformatics, imaging, and spectroscopy. It provides automated file type detection, deep metadata extraction, and rigorous data quality assessments for specialized formats including PDB, FASTA, ND2, and HDF5. By producing structured markdown reports with statistical summaries and actionable downstream recommendations, it significantly accelerates the initial discovery and preprocessing phases of scientific research.