The intelligent drill cuttings detection system for coal mines was developed in accordance with the monitoring requirements outlined in the *Regulations on Coal Mine Safety* and the *Detailed Rules for the Prevention and Control of Coal Mine Rockburst*. It is the first of its kind in China and the only system in the industry to hold safety certification. It is primarily designed for use in mines prone to rockbursts and coal and gas outbursts. It has been demonstrated at coal mines including Xinjulong and Zhaolou Mines of Shandong Energy Group, as well as mines operated by Guoneng Wuhai Energy Group, Haohua Energy, Longmei Shuangyashan Mining, Shanxi Zhaozhuang Mine, Changping Mine, and Tiandi Wangpo Mine. This equipment offers five key advantages. First, the China Coal Research Institute is the drafting entity for the national standard GB/T 25217.6-2019, “Methods for Determination, Monitoring, and Prevention of Rockburst—Part 6: Drill Cuttings Monitoring Method.” Second, the system incorporates built-in intelligent recognition models for per-meter drilling cycles and dynamic phenomena, featuring automatic recording of advance per meter and coal powder weight per meter, enabling intelligent identification of dynamic phenomena such as roof drilling, stuck drill, and suction drilling; Third, it features a “one-button” operation function, allowing for one-button “start drilling” or “reverse drilling” operations, with seamless switching between “one-button” and manual modes; Fourth, when encountering special operating conditions such as increased drilling resistance or abnormal working environments, the system can intelligently reduce speed and increase rotation to mitigate the risk of drill bit jamming; Fifth, a mobile app and web-based “Intelligent Cuttings Analysis System” platform have been developed, enabling real-time upload of sensor data—including coal powder volume, drill pipe torque, rotational speed, and displacement—to the surface early warning platform, where reports are generated automatically.