Author

Mengying Wu

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Jul 2026

Rethinking MCP Security: A Large-Scale Study of Runtime MCP Servers and Security Scanner Reliability

This study revisits how MCP security is measured and presents MCPZoo, the largest collection of MCP servers for dynamic analysis to date, and conducts the first ecosystem-scale measurement of MCP servers and the scanners that analyze them.

Pei Chen, Baichao An, Mengying Wu et al. · arXiv.org · 6 citations

Jul 2026

FlowGuard: From Signals to Evidence for MCP Security Detection

Results show that evidence-grounded detection can assess both execution-related and semantic risks in MCP interactions, and compared with existing dynamic scanners, FlowGuard reduces end-to-end latency by up to 2.23x.

Baichao An, Pei Chen, Geng Hong et al. · arXiv.org · 0 citations