Auditing MCP Servers for Over-Privileged Tool Capabilities
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Abstract (arXiv)
The Model Context Protocol (MCP) has emerged as a standard for connecting Large Language Models (LLMs) to external tools and data. However, MCP servers often expose privileged capabilities, such as file system access, network requests, and command execution that can be exploited if not properly secured. We present mcp-sec-audit, an extensible security assessment toolkit designed specifically for MCP servers. It implements static pattern matching for Python-based MCP servers and dynamic sandboxed fuzzing and monitoring via Docker and eBPF. The tool detects risky capabilities through configurable rule-based analysis and provides mitigation recommendations.
Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). First posted on arXiv 23 Mar 2026.
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Citing papers per year: 2026: 2.
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- 2026MCP-SandboxScan: WASM-based Secure Execution and Runtime Analysis for MCP Tools
- 2025We Urgently Need Privilege Management in MCP: A Measurement of API Usage in MCP Ecosystems
- 2025MCPGuard : Automatically Detecting Vulnerabilities in MCP Servers
- 2026Mitigating Taint-Style Vulnerabilities in MCP Servers via Security-Aware Tool Descriptions
- 2025MCP Safety Audit: LLMs with the Model Context Protocol Allow Major Security Exploits
- 2026"What Happens Locally, Leaks Globally": Detecting Privacy Leakage Risks in MCP Servers ↗
- 2026FlowGuard: From Signals to Evidence for MCP Security Detection
- 2026Unsafe by Flow: Uncovering Bidirectional Data-Flow Risks in MCP Ecosystem