Acetone, a key biomarker for metabolic processes, and its excessive levels can cause ketosis or even ketoacidosis, posing significant risks to human health. Therefore, real-time acetone detection is crucial for noninvasive health monitoring. Ti3C2Tx-based sensors demonstrated considerable potential for detecting VOC gases but often face issues with sensitivity and environmental stability. In this work, a flower-like Ti3C2Tx anchored with MoS2 quantum dots (F-Ti3C2Tx/MoS2) was proposed for the first time to achieve accurate acetone detection even under high humidity conditions. The unique flower-like morphology significantly increased the surface area of Ti3C2Tx and amplified its electron scattering effects. MoS2 modification not only reduced the content of Ti defects but also formed a passivation layer, providing a novel approach to address the inherent oxidation issue of Ti3C2Tx. Moreover, the p-n heterojunction between F-Ti3C2Tx and MoS2 promoted charge separation, enabling high-performance acetone detection. Compared with intrinsic Ti3C2Tx, a 4.83-fold enhancement in response to 25 ppm of acetone was achieved by using a F-Ti3C2Tx/MoS2 sensor with an ultralow detection limit of 163.2 ppb and a rapid response/recovery time (26.0 s/33.7 s). When integrated into a portable breath analyzer, the sensor demonstrated accurate acetone monitoring under atmospheric conditions, underscoring its potential for real-time and noninvasive health diagnostics.