Vals AI Code Migration — leaderboard

Metric: Accuracy (%). Source: www.vals.ai. 30 models tracked.

Top models

#ModelScore
1Claude Fable 555.06
2GPT-5.6 Sol52.92
3Claude Opus 4.847.25
4GPT-5.545.16
5GPT-5.6 Luna44.55
6Claude Sonnet 544.39
7Claude Opus 4.743.88
8Claude Sonnet 4.639.89
9GLM-5.237.87
10Grok 4.536.6
11GPT-5.6 Terra36.45
12GPT-5.4 (2026-03-05)34.98
13Muse Spark 1.131.11
14Kimi K2.627.77
15Gemini 3.5 Flash26.75

Interactive version: theaggregate.ai/benchmark?slug=vals-ai-code-migration · How the rankings work · Data refreshed daily, snapshot 2026-07-22.