OctoBench - Claude Code - Instance Success: leaderboard
Metric: Instance Success Rate (%). Source: arxiv.org. 8 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 4.5 | 28.39 |
| 2 | MiniMax-M2.1 | 18.6 |
| 3 | Claude Sonnet 4.5 | 16.71 |
| 4 | Gemini 3 Pro | 14.82 |
| 5 | Kimi K2 (Thinking) | 14.42 |
| 6 | GLM-4.6 | 13.89 |
| 7 | MiniMax-M2 | 11.04 |
| 8 | Seed 1.8 | 10.83 |
Interactive version: theaggregate.ai/benchmark?slug=octobench-claude-code-instance-success · How It Works · Data refreshed daily, snapshot 2026-09-19.