Automated, shale-shaker-mounted computer vision service that characterizes drilling cuttings in real time for drilling teams and rig operators, delivering size, shape and quantity data via edge computing to laptops, EDRs, and smartphones. Continuous, surface-based monitoring replaces subjective shaker checks, enabling faster operational adjustments to improve wellbore stability, reduce downtime, and mitigate safety and environmental risks.