MCPShield: A Security Cognition Layer for Adaptive Trust Calibration in Model Context Protocol Agents

Zhenhong Zhou, Yuanhe Zhang, Hongwei Cai +6

The Model Context Protocol (MCP) standardizes tool use for LLM-based agents and enable third-party servers. This openness introduces a security misalignment: agents implicitly trus…