Exposed by Design: A Dynamic Security Assessment of Internet-Facing MCP Servers at Scale
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Abstract (arXiv)
The Model Context Protocol (MCP) has seen rapid adoption since its November 2024 launch, with over 21,000 server instances detectable on the public internet. We present the first dynamic behavioral security assessment of internet-facing MCP servers, combining passive discovery across eleven data sources (crt.sh, HuggingFace, GitHub, npm, Smithery, PyPI, Censys, FOFA, Shodan, glama.ai, and pulsemcp.com) with active dynamic testing using Corvus, a purpose-built framework implementing 34 test modules covering 10 MCP-specific vulnerability classes. Across four measurement runs spanning July 2026, we confirm 640 production MCP servers and dynamically audit 414, uncovering 68 reportable vulnerabilities including SQL injection, SSRF targeting cloud metadata services, prompt template injection, and path traversal via cursor manipulation. We find that 91.8% of dynamically audited servers lack OAuth authentication, 687 tool instances across confirmed servers expose shell execution capabilities without access controls, and 41.6% of confirmed servers disappear within three days between consecutive measurement runs---indicating rapid deployment cycles without security review. We report on our responsible disclosure pipeline and release Corvus as an open-source framework for MCP security evaluation.
Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 6 of its 16 references that are in the map. First posted on arXiv 31 Jul 2026.
Builds on
6 of 16 references.
References · 6
- 2023Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injectioncited by 1,443
- 2025Model Context Protocol (MCP): Landscape, Security Threats, and Future Research Directionscited by 265
- 2025Model Context Protocol (MCP) at First Glance: Studying the Security and Maintainability of MCP Serverscited by 65
- 2025MCP Safety Audit: LLMs with the Model Context Protocol Allow Major Security Exploitscited by 63
- 2019Small World with High Risks: A Study of Security Threats in the npm Ecosystemcited by 37
- 2026A First Measurement Study on Authentication Security in Real-World Remote MCP Serverscited by 2
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Citing papers per year: 2026: 1.
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- 2026MCP-in-SoS: Risk assessment framework for open-source MCP servers
- 2026No-Box Vulnerability Analysis: Description-only Detection of Indirect Prompt Injection Vulnerabilities in MCP Servers
- 2026From Component Manipulation to System Compromise: Understanding and Detecting Malicious MCP Servers
- 2026Characterizing Network Centralization and Observability in the Remote MCP Ecosystem ↗
- 2026Auditing MCP Servers for Over-Privileged Tool Capabilities