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Fudan University
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ProfMalPlus not only achieves a 98.1% F1-score but also uncovers hundreds of previously undetected malicious packages, demonstrating a significant leap in supply-chain security for open-source software.
Taint-style vulnerabilities in MCP servers are not only common but also require innovative mitigation strategies like SPELLSMITH, which outperforms conventional fixes.
Multi-component attacks on MCP servers, which connect LLMs to external tools, are far more effective than single-component attacks, highlighting a critical vulnerability in LLM tool integration.
