End-to-end pipeline for computed X-ray absorption spectra (XAS) from Materials Project, SQLite storage, spectral feature engineering, unsupervised clustering/similarity search, and ML models predicting oxidation state, coordination number, and bond length from spectral shape alone, served through a read-only API.