A new open-source desktop tool leverages machine learning to automate STL file analysis and cost estimation for 3D printing. The STL Analyzer extracts geometric properties, identifies similar parts, and calculates production pricing while offering real-time 3D visualization—addressing critical pain points in additive manufacturing workflows.