Persona skills, which distill personal interaction histories into portable and executable artifacts for downstream agents, concentrate fragmented personal signals and amplify their impact through reuse, challenging traditional defenses designed for individual records or retrieval-based memory. To address these concerns, the authors introduce AntiSkillBench, an end-to-end benchmark designed to systematically evaluate privacy leakage, impersonation risk, and