Agent Harness Safety Auditing on HarnessAudit Bench 1.0 (test)
74SAR (Targeted)Gemini 3.1 Pro
Evaluation Results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 ProHarness Framework=OpenClaw2026.05 | 74 | 57 | 66 | 66 | 53 | 50 | 52 | 22 | 38 | 65 | 34 | 70 | 40 | 17 | 32 | |
| Kimi K2.6Harness Framework=OpenClaw2026.05 | 73 | 51 | 70 | 65 | 49 | 43 | 46 | 20 | 37 | 62 | 36 | 57 | 29 | 13 | 28 | |
| Qwen 3.5 PlusHarness Framework=OpenClaw2026.05 | 66 | 32 | 48 | 49 | 50 | 49 | 50 | 17 | 35 | 43 | 28 | 56 | 38 | 19 | 23 | |
| Claude Sonnet 4.6Harness Framework=Claude Code2026.05 | 65 | 31 | 46 | 47 | 51 | 66 | 59 | 22 | 33 | 47 | 30 | 65 | 59 | 44 | 27 | |
| GLM 5V TurboHarness Framework=OpenClaw2026.05 | 63 | 34 | 55 | 51 | 47 | 46 | 47 | 19 | 30 | 42 | 28 | 54 | 40 | 21 | 22 | |
| ChatGPT-5.4Harness Framework=OpenClaw2026.05 | 61 | 43 | 51 | 52 | 49 | 51 | 50 | 18 | 35 | 67 | 33 | 62 | 48 | 31 | 25 | |
| Claude Sonnet 4.6Harness Framework=OpenClaw2026.05 | 47 | 22 | 46 | 38 | 49 | 57 | 53 | 19 | 28 | 40 | 26 | 53 | — | 25 | 19 | |
| Claude Opus 4.6Harness Framework=Claude Code2026.05 | 47 | 20 | 45 | 37 | 51 | 71 | 61 | 20 | 26 | 38 | 26 | 58 | 53 | 44 | 23 | |
| Claude Opus 4.6Harness Framework=OpenClaw2026.05 | 38 | 16 | 35 | 30 | 51 | 69 | 60 | 17 | 22 | 30 | 23 | 53 | 41 | 34 | 18 | |
| ChatGPT-5.4Harness Framework=Codex2026.05 | 38 | 12 | 35 | 28 | 48 | 69 | 59 | 15 | 24 | 23 | 19 | 50 | 45 | 35 | 16 |