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Ze-Hua Zhang

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#artificial intelligence Preprint Sep 2026

No-Box Vulnerability Analysis: Description-only Detection of Indirect Prompt Injection Vulnerabilities in MCP Servers

Conventional vulnerability analysis relies on either system access or dynamic interaction, all of which may be unavailable to third-party analysts auditing closed-source, remotely hosted, critical in situ systems, or commercially gated software. Therefore, we propose a new paradigm of no-box vulnerability analysis in w...

Ze-Hua Zhang, Jie Hu, Pratham Hegde et al. · 0 citations

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