Instead of treating spectral methods as notebook-only math, I wanted one reusable engine that can take file-backed or SQL-backed profile tables, run spectral analysis, compress them into modal coefficients, reconstruct them, and expose the same workflow through Python, CLI, MCP, and optionally an API.