{"id":20791,"name":"MobileShield","purpose":"A proactive Android security application that identifies and blocks banking trojan activity, such as ToxicPanda. It uses on-device machine learning to detect suspicious behavior, PIN harvesting attempts, and unauthorized access to banking and crypto apps, safeguarding user funds.","profitable":1,"date_generated":"Thursday August 2026 14:44","reference":"mobile-shield-project","technology_advise":["Android","Java","Python","Medium"],"development_time_estimation_mvp_in_hours":250,"grade":7.5,"category":"mobile","view_count":3,"similar_ideas":[{"id":9994,"name":"Secure Mobile Banking Shield","grade":8.2,"category":"security"},{"id":10697,"name":"Mobile Shield","grade":8.1,"category":"security"},{"id":12844,"name":"Guardian App Shield","grade":8.8,"category":"security"},{"id":12584,"name":"Proactive Threat Shield","grade":8.0,"category":"security"},{"id":8366,"name":"Android Threat Insight Shield","grade":7.8,"category":"security"}],"source_headline":"ToxicPanda expands Android banking attacks with on-device fraud"}