Vulnerability Detection on Benign MCP Server
124True Negatives (TN)VIPER-MCP
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VIPER-MCP2026.05 | 124 | 6 | 130 | 4.6 | |
| Cisco AI Defense2026.05 | 98 | 32 | 130 | 24.6 | |
| MCPSafetyScanner2026.05 | 74 | 56 | 130 | 43.1 |
Loading the SOTA2 catalog…
| Method | Links | ||||
|---|---|---|---|---|---|
| VIPER-MCP2026.05 | 124 | 6 | 130 | 4.6 | |
| Cisco AI Defense2026.05 | 98 | 32 | 130 | 24.6 | |
| MCPSafetyScanner2026.05 | 74 | 56 | 130 | 43.1 |