Sonar LLM Leaderboard - Java - Pass Rate: leaderboard

Metric: Passing tests (%). Source: www.sonarsource.com. 73 models tracked.

Top models

#ModelScore
1Claude Opus 5 (Thinking)88.6
2Gemini 3.1 Pro (Preview) (High)84.17
3Claude Opus 4.7 (High)83.66
4Claude Opus 4.5 (High)83.62
5Claude Opus 4.8 (High)82.9
6Claude Opus 4.6 (High)82.72
7GPT-5.6 Sol (Medium)81.99
8Claude Sonnet 4.6 (High)81.76
9Gemini 3 Pro (High)81.6
10Kimi K2.681.43
11Claude Sonnet 5 (Thinking)81.43
12Gemini 3 Flash (High)81.11
13GPT-5.4 (Medium)81.09
14GPT-5.4 (High)81.05
15Claude Sonnet 4.5 (High)80.91

Interactive version: theaggregate.ai/benchmark?slug=sonar-llm-leaderboard-java-pass-rate · How It Works · Data refreshed daily, snapshot 2026-09-19.