Wiz Cyber Model Arena (ADK React) - API Security: leaderboard

Wiz Cyber Model Arena scores AI agents on offensive security challenges in four categories (code vulnerabilities, API security, Websec.fr CTFs, cloud security). This board is the percentage of API security challenges solved on the first attempt (pass@1) by models run in the ADK React harness; higher is better.

Metric: API Security challenges solved, pass@1 (%). Source: www.wiz.io. Saturation forecast: Around April 2027. 21 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 4 Argon85.8#9
2DeepSeek V4.1 Flash (1017)82.7#27
3Claude Opus 581.5#16
4DeepSeek V4.1 Flash80.9#37
5Gemini 3.6 Flash80.2#57
6Gemini 3.7 Flash80.2#24
7GPT-5.6 Sol78.4#22
8GLM-5.3 Flash78.4#77
9MiMo-V2.6-Pro77.8#48
10DeepSeek V4 Pro77.2#112
11Claude Sonnet 577.2#65
12GPT-5.6 Terra77.2#40
13Claude Opus 4.876.5#39
14Claude Haiku 5.576.5#43
15Claude Opus 5.575.9#3

No result here: #6 GPT-6 Astra, #7 GPT-6.1 Sol, #10 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=wiz-cyber-model-arena-adk-react-api-security · How It Works · Data refreshed daily, snapshot 2026-11-05.