N-Ary Mapping Interface (NAMI) — a GUI and programmable tool for molecular clustering and chemical space visualization using the BitBIRCH algorithm with PCA dimensionality reduction. Provides interactive cluster exploration, overview and detail modes, and a web-based Dash browser for large chemical libraries.