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"What Happens Locally, Leaks Globally": Detecting Privacy Leakage Risks in MCP Servers

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arXiv:2606. 21338v1 Announce Type: new Abstract: The Model Context Protocol (MCP) has rapidly become the de facto standard for connecting large language models (LLMs) to external resources, but it also introduces a class of privacy risks that existing tools are ill-equipped to detect.