AgentLeak

About

A research benchmark for privacy leakage in multi-agent LLM systems, accompanying an IEEE Access paper. It covers 1,000 scenarios across healthcare, finance, legal and corporate domains and seven channels, including inter-agent messages, tool calls, shared memory and logs. The paper's point is that audits checking only final outputs miss sensitive data disclosed through internal channels. A separate installable tool handles analysis of your own agent traces.