Supervised ML models including SVC and BERT achieve 100% F1 on binary malicious/benign MCP tool detection and up to 90.56% on multiclass attack typing, outperforming rule-based baselines.
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Machine Learning-Based Detection of MCP Attacks
Supervised ML models including SVC and BERT achieve 100% F1 on binary malicious/benign MCP tool detection and up to 90.56% on multiclass attack typing, outperforming rule-based baselines.