Benchmarks · coding
Terminal-Bench 2.0 (Vals)
State-of-the-art set of difficult terminal-based tasks Scores are the values published by VALS AI. Source benchmark version 2.0.
27 models · 27 results · updated 2026-06-04 · vals.ai ↗
Leaderboard
GPT-5.5 high
More from this benchmark
4 published measuresTime per task65 results · lower is better
Score vs any published measure3 measures: sub-scores, splits, counts
Breakdown
darker is better within each column · click a column to sort| Model | |||
|---|---|---|---|
| GPT-5.5 high | 85.0 | 79.3 | 60.5 |
| Opus 4.8 max | 91.7 | 77.0 | 54.4 |
| Opus 4.7 high | 100.0 | 72.7 | 56.7 |
| Gemini 3.5 Flash high | 100.0 | 72.7 | 53.3 |
| GPT-5.3 Codex high | 100.0 | 69.1 | 50.0 |
| Muse Spark | 75.0 | 69.1 | 40.0 |
| Sonnet 4.6 max | 75.0 | 69.1 | 40.0 |
| Qwen 3.7 Max | 83.3 | 67.9 | 40.0 |
| Kimi K2.6 max | 75.0 | 67.3 | 36.7 |
| GLM 5.1 max | 75.0 | 61.8 | 36.7 |
| MiniMax M2.7 high | 75.0 | 56.4 | 26.7 |
| MiniMax M3 max | 50.0 | 60.0 | 20.0 |
| Qwen 3.6 27B max | 75.0 | 56.4 | 20.0 |
| Qwen 3.6 Plus max | 75.0 | 52.7 | 26.7 |
| Grok 4.3 xhigh | 66.7 | 52.1 | 24.4 |
| MiniMax M2.5 high | 75.0 | 52.7 | 16.7 |
| Gemma 4 31B IT high | 75.0 | 45.5 | 23.3 |
| GLM 4.7 none | 75.0 | 43.6 | 23.3 |
| MiniMax M2.1 | 50.0 | 49.1 | 13.3 |
| Laguna M.1 | 75.0 | 38.2 | 13.3 |
| Gemini 2.5 Pro high | 100.0 | 38.2 | 6.67 |
| Mistral Medium 3.5 high | 75.0 | 41.8 | 3.33 |
| GLM 4.6 none | 75.0 | 34.5 | 10.0 |
| Laguna XS.2 | 75.0 | 34.5 | 10.0 |
| Qwen 3 Max | 75.0 | 29.1 | 10.0 |
All results
27 rows| # | Model | Effort | Score | Subscription $ / task | API $ / task | Time |
|---|---|---|---|---|---|---|
| 1 | GPT-5.5 | high | 73.2% | $0.042 | $0.76 | 7.7 min |
| 2 | Opus 4.8 | max | 70.0% | $0.015 | $0.88 | 7.9 min |
| 3 | Opus 4.7 | high | 68.5% | $0.98 | $0.98 | 11 min |
| 4 | Gemini 3.5 Flash | high | 67.4% | $1.19 | $1.19 | 6.8 min |
| 5 | GPT-5.3 Codex | high | 64.0% | $0.35 | $0.35 | 8.4 min |
| 6 | Muse Spark | 59.6% | $0.070 | $0.070 | 9.4 min | |
| 7 | Sonnet 4.6 | max | 59.6% | $0.52 | $0.52 | 10 min |
| 8 | Qwen 3.7 Max | max | 59.2% | $0.22 | $0.72 | 11 min |
| 9 | Kimi K2.6 | max | 57.3% | $0.19 | $0.19 | 13 min |
| 10 | GLM 5.1 | max | 53.9% | $0.16 | $0.16 | 15 min |
| 11 | MiniMax M2.7 | high | 47.2% | $0.013 | $0.074 | 14 min |
| 12 | MiniMax M3 | max | 46.1% | $0.036 | $0.22 | 17 min |
| 13 | Qwen 3.6 27B | max | 44.9% | $0.30 | $0.30 | 33 min |
| 14 | Qwen 3.6 Plus | max | 44.9% | $0.15 | $0.15 | 14 min |
| 15 | Grok 4.3 | xhigh | 43.4% | $0.37 | $0.37 | 11 min |
| 16 | MiniMax M2.5 | high | 41.6% | $0.085 | $0.085 | 13 min |
| 17 | Gemma 4 31B IT | high | 39.3% | 14 min | ||
| 18 | GLM 4.7 | none | 38.2% | $0.18 | $0.18 | 13 min |
| 19 | MiniMax M2.1 | 37.1% | $0.070 | $0.070 | 13 min | |
| 20 | Laguna M.1 | 31.5% | ||||
| 21 | Gemini 2.5 Pro | high | 30.3% | $0.47 | $0.47 | 13 min |
| 22 | Mistral Medium 3.5 | high | 30.3% | $0.61 | $4.71 | 21 min |
| 23 | GLM 4.6 | none | 28.1% | $0.14 | $0.14 | 9.6 min |
| 24 | Laguna XS.2 | 28.1% | ||||
| 25 | Qwen 3 Max | max | 24.7% | $0.42 | $0.42 | 15 min |
| 26 | Qwen 3.5 Flash | max | 24.7% | $0.11 | $0.11 | 12 min |
| 27 | gpt-oss-120b | high | 19.1% | $0.13 | $0.13 | 8.2 min |