AgentHazard (OpenClaw) - Data Exfiltration: leaderboard
Metric: Attack success rate (%) on the data exfiltration instances (unauthorized extraction of source code, environment variables, credentials or private data), with the model running inside the OpenClaw open-source agent framework (browser, shell and file-system tools; one isolated Docker container per task), over AgentHazard instances (harmful objectives embedded in locally legitimate multi-step workflows, ten risk categories and ten attack strategies; the evaluated runs cover 1,000 instances), judged on the full trajectory (round_all) by Gemini-3-Flash, which labels a trajectory harmful when it realizes the objective; backbones served through an OpenAI-compatible API; lower is better. Source: arxiv.org. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 2.5 72B Instruct | 17.39 |
| 2 | Kimi K2.5 | 35.65 |
| 3 | Qwen 2.5 Coder 32B Instruct | 54.78 |
| 4 | Qwen 3 VL 235B A22B Instruct | 65.22 |
| 5 | GLM-4.6 | 68.7 |
| 6 | Qwen 3 32B | 77.39 |
| 7 | Kimi K2 | 80 |
Interactive version: theaggregate.ai/benchmark?slug=agenthazard-openclaw-data-exfiltration · How It Works · Data refreshed daily, snapshot 2026-10-07.