ScarfBench - Focused Apps (Skills Prompt): leaderboard
Metric: Behavioral test pass rate (%): mean share of the application's behavioral oracle assertions that pass on the migrated code, 0 when the target build or container deployment fails, over the 174 directed Spring, Quarkus and Jakarta EE migrations of the 29 focused applications; one pass@1 run per task at temperature 0 with the per-task skills directory prompt, each coding agent in its own harness; higher is better. Source: arxiv.org. Saturation forecast: Around 2029. 5 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 15 |
| 2 | GPT-5.4 | 14 |
| 3 | GLM-5.1 FP8 | 14 |
| 4 | Claude Opus 4.6 | 7 |
Interactive version: theaggregate.ai/benchmark?slug=scarfbench-focused-apps-skills-prompt · How It Works · Data refreshed daily, snapshot 2026-10-07.