In the era of mobile internet, the rapidly growing market share of mobile games has attracted the attention of numerous hackers and underground black market studios. Cheats offering features like aimbots, wallhacks, and speed manipulation are emerging frequently. Additionally, issues such as illigal content, ads, harmful information, and gold-farming studios are severely impacting the player experience. Moreover, forms of cheating such as malicious iOS recharges, channel fraud, staged scams, and boosting services are causing significant losses to the entire industry.