MaHealth is an instrumented Mahjong table that turns everyday play into passively captured behavioral data using battery-free UHF RFID.By recognizing fine-grained tile actions and errors, it derives interpretable markers linked to cognitive function.Designed for community deployment, it offers a wearable-free, camera-free pathway toward scalable MCI pre-screening.