AgentLeak MCP Server by Privatris

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Security & Testingagentic aiagentsai agentsai securitybenchmark

AgentLeak (IEEE Access 2026): benchmark for internal-channel privacy leakage in multi-agent LLM systems. Inter-agent messages leak 68.8% vs 27.2% in final outputs; output-only audits miss 41.7%. 1,000 scenarios, 7 channels, 5 LLMs. Tool & MCP server: github.com/yagobski/agentleak

AgentLeak is an open-source mcp server by Privatris, written mainly in Python, with 35 GitHub stars. Its code was last updated Oct 5, 2026.

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