OmniStepBench - Text Single-Step: leaderboard

Audited task accuracy in a shared OpenClaw harness over 233 tasks selected from 22 benchmarks. Six modality/execution groups and task-weighted text/multimodal means remain separate. API and local deployment provenance is retained; text-only models have no multimodal score.

Metric: Audited Accuracy (%). Source: seerray-lab.github.io. Source: arxiv.org. Saturation forecast: Estimated already saturated. 42 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 5.599.2#3
2Claude Opus 4.898.8#38
3Gemini 3.1 Pro (Preview)96.4#56
4GPT-6.1 Sol96.1#8
5GPT-6 Astra96#5
6Qwen 3.6 Plus95.5#115
7Kimi K395.3#30
8Gemini 3.5 Flash94.9#57
9MiMo-V2.594.7#192
10GPT-5.594.1#32
11GPT-5.492.1#78
12MiMo-V2-Pro91.7#165
13DeepSeek V4 Pro91.6#99
14MiMo-V2.5-Pro91.6#155
15Claude Opus 4.691.5#60

No result here: #7 Gemini 4 Argon, #9 Claude Fable 5.1, #10 Claude Sonnet 5.5.

Interactive version: theaggregate.ai/benchmark?slug=omnistepbench-text-single-step · How It Works · Data refreshed daily, snapshot 2026-10-16.