OpenAgentSafety: leaderboard

An OpenHands agent with a real shell, file system, browser and simulated colleagues handles 356 multi-turn tasks with benign, ambiguous or adversarial intent; the number is the share of tasks where a GPT-4.1 judge finds unsafe behaviour, counted over tasks where the agent reached a risky state. Unlike AgentHarm the tools are real and many requests look harmless.

Metric: Unsafe behaviour rate on safety-vulnerable tasks (%, lower is better). Source: arxiv.org. 7 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 449.06#400
2Claude 3.7 Sonnet51.2#458
3GPT-552.58#167
4DeepSeek V362.23#716
5DeepSeek R162.78#473
6GPT-4o65.8#741
7O3 Mini72.73#533

Interactive version: theaggregate.ai/benchmark?slug=openagentsafety · How It Works · Data refreshed daily, snapshot 2026-11-13.