In the mobile internet era, the rapid growth of mobile games' market share has attracted the attention of numerous cheat developers and black market operators. Cheat codes supporting aimbots, wallhacks, and speed-up/slow-down functions are proliferating, and security issues such as sensitive content, advertisements, inappropriate information, and gold farming operations are seriously impacting players' gaming experience. Furthermore, cheating methods such as malicious iOS top-ups, channel fraud, double-crossing, and boosting services are causing significant losses to the entire industry.