model context protocol 2command injection 1dynamic analysis 1LLM agents 1llm security 1runtime analysis 1runtime security 1security scanning 1vulnerability detection 1
From the 2 of 3 linked papers with an AI index.
3 papers
cs.CR2026
FlowGuard: From Signals to Evidence for MCP Security Detection
Baichao An, Pei Chen, Geng Hong +2
The paper introduces FlowGuard, a system that detects security risks in Model Context Protocol (MCP) interactions between LLM agents and external tools by combining semantic risk a…
cs.CR2026
Rethinking MCP Security: A Large-Scale Study of Runtime MCP Servers and Security Scanner Reliability
Pei Chen, Baichao An, Mengying Wu +6
The paper introduces MCPZoo, a large collection of over 64 k Model Context Protocol (MCP) servers, and uses it to evaluate the reliability of existing security scanners for MCP ser…
cs.CR2025
MCPZoo: A Large-Scale Dataset of Runnable Model Context Protocol Servers for AI Agent
Mengying Wu, Pei Chen, Geng Hong +6
Model Context Protocol (MCP) enables agents to interact with external tools, yet empirical research on MCP is hindered by the lack of large-scale, accessible datasets. We present M…