Vibe Code Bench 1-100
As of Nov 3, 2026, Vibe Code Bench 1-100 (v1.0) is maintained by Vals AI. Metric accuracy (%). Ceiling 100. Saturation unknown. Contamination risk low.
- Maintainer
- Vals AI
- Metric
- accuracy (%)
- Ceiling
- 100
- Saturation
- unknown
- Contamination
- low
- Cadence
- Declared cadence: as Vals updates (checked daily). Catalog snapshots: 1, latest Nov 3, 2026.
- Source
- Vals AI · this benchmark on Vals AI
- Grading
- AI judge (browser agent runs the app's workflows) — Iterative changes to an existing app; a Browser Use agent checks every workflow after each iteration.
Source: Vals AI. A proprietary private test set run by Vals; scores are republished with permission. Rows are dated the day isitsota first saw them, and only the benchmark's standard harness counts.
Categories
Where it counts
- Coding › Web dev — secondary, weight 0.35
Top 5
Current top scores
- Muse Wonder Full · 33.978 · Nov 3, 2026
- Claude Opus 5.5 · 30.361 · Nov 3, 2026
- Claude Opus 5 · 28.533 · Nov 3, 2026
- Claude Fable 5.1 · 28 · Nov 3, 2026
- GPT-6 Astra · 27.644 · Nov 3, 2026
| Model | Score | Date | Kind |
|---|---|---|---|
| Muse Wonder Full | 33.978 | 2026-11-03 | snapshot |
| Claude Opus 5.5 | 30.361 | 2026-11-03 | snapshot |
| Claude Opus 5 | 28.533 | 2026-11-03 | snapshot |
| Claude Fable 5.1 | 28 | 2026-11-03 | snapshot |
| GPT-6 Astra | 27.644 | 2026-11-03 | snapshot |
| Muse Wonder | 26.55 | 2026-11-03 | snapshot |
| GPT-5.6 Luna | 22.594 | 2026-11-03 | snapshot |
| Gemini 4 Argon | 21.2 | 2026-11-03 | snapshot |
| Muse Spark 1.3 | 20.461 | 2026-11-03 | snapshot |
| Claude Haiku 5.5 | 20.406 | 2026-11-03 | snapshot |
| GPT-5.6 Sol | 20.011 | 2026-11-03 | snapshot |
| GLM 5.3 | 19.994 | 2026-11-03 | snapshot |
| Gemini 3.8 Flash | 18.772 | 2026-11-03 | snapshot |
| Kimi K3 | 18.244 | 2026-11-03 | snapshot |
| DeepSeek V4 Pro 0813 | 17.533 | 2026-11-03 | snapshot |
| DeepSeek V4.1 Flash | 16.378 | 2026-11-03 | snapshot |
| GLM 5.3 Flash | 16.033 | 2026-11-03 | snapshot |
| GPT-5.6 Terra | 14.822 | 2026-11-03 | snapshot |
| Grok 4.6 | 14.75 | 2026-11-03 | snapshot |
| Mistral Large 4 | 14.261 | 2026-11-03 | snapshot |
| Claude Sonnet 5 | 13.822 | 2026-11-03 | snapshot |
| Qwen3 8 Max | 12.833 | 2026-11-03 | snapshot |
| Minimax M3 | 9.222 | 2026-11-03 | snapshot |
| Inkling | 7.333 | 2026-11-03 | snapshot |
| Gemini 3.1 Pro Preview | 6.694 | 2026-11-03 | snapshot |