Wiz Cyber Model Arena (Claude Code) - 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 Claude Code harness; higher is better.

Metric: API Security challenges solved, pass@1 (%). Source: www.wiz.io. Saturation forecast: Around February 2027. 25 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 584#16
2DeepSeek V4.1 Flash (1017)83.3#27
3GPT-5.6 Sol82.7#22
4GLM-5.382.7#44
5Gemini 4 Argon82.7#9
6Gemini 3.7 Flash82.1#24
7GPT-6 Astra81.5#6
8GPT-6.1 Sol80.2#7
9Claude Opus 4.879#39
10DeepSeek V4.1 Flash78.4#37
11GPT-5.6 Terra78.4#40
12GPT-6 Sol78.4#19
13Claude Opus 5.577.8#3
14Claude Haiku 5.577.8#43
15GLM-5.3 Flash77.2#77

No result here: #10 Claude Fable 5.1.

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