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We design AppAudit, a program analysis tool that checks if an Android application leaks sensitive personal data. AppAudit is designed to help mobile users to avoid installing such apps, assist app store operators to filter out zero-day privacy threats and prevent app developers from accidentally using data-leaking libraries. AppAudit will appear at IEEE Symposium on Security and Privacy (S&P) 2015.