ClawsBench - Task Success Rate (Full Scaffold): leaderboard
Metric: Task success rate (%): share of trials on the 20 non-safety tasks scoring at least 0.8 of the [0, 1] task score, ClawsBench's 44 tasks over five stateful mock services (Gmail, Slack, Calendar, Docs, Drive), OpenClaw harness with domain skills and the meta prompt both enabled (full scaffolding), 5 repeats per task, state-based programmatic scoring; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 4.6 | 63 |
| 2 | GLM-5 | 60 |
| 3 | Gemini 3.1 Pro (Preview) | 58 |
| 4 | Claude Sonnet 4.6 | 56 |
| 5 | GPT-5.4 | 53 |
| 6 | Gemini 3.1 Flash Lite | 39 |
Interactive version: theaggregate.ai/benchmark?slug=clawsbench-task-success-rate-full-scaffold · How It Works · Data refreshed daily, snapshot 2026-10-07.