Figure-drawing tests are among the most sensitive tools in neuropsychology, but labor-intensive and subjective scoring limits their clinical use and scalability for clinical trials. We developed a scalable, objective, and fully reproducible computer-vision scoring system that scored 9,117 drawings from 2,011 adults with accuracy indistinguishable from expert human raters.