A benchmark that evaluates language models across five common categories of OpenClaw tasks.
Browse the latest scores, model modes, release dates, and parameter sizes for Claw Bench.
Data sourced primarily from official releases (GitHub, Hugging Face, papers), then benchmark leaderboards, then third-party evaluators. Learn about our data methodology
| Rank | Model | License | |||
|---|---|---|---|---|---|
 GLM-5-Turbo Thinking EnabledTools | 93.80 | 2026-03-15 | Unknown | Closed | |
 Doubao Seed 2.0 Lite Thinking Enabled | 93.10 | 2026-02 | Unknown | Closed | |
 GPT-5.4 Thinking EnabledTools | 92.70 | 2026-03-05 | Unknown | Closed | |
4 |  MiniMax M2.5 Thinking EnabledTools | 92.10 | 2026-02-12 | 229B | Free Commercial |
5 | GLM-5 Thinking EnabledTools | 91.70 | 2026-02-11 | 744B | Free Commercial |
6 | MiniMax-M2.7 Thinking EnabledTools | 91.70 | 2026-03-18 | 229B | Non-Commercial |
7 |  Opus 4.5 Extended ThinkingTools | 91.50 | 2025-11-25 | Unknown | Closed |
8 |  Qwen3.5-35B-A3B Thinking EnabledTools | 91.40 | 2026-02-25 | 35B | Free Commercial |
9 | GLM-5V-Turbo Thinking EnabledTools | 90.10 | 2026-04-01 | Unknown | Closed |
10 | GPT-5.4 nano Thinking EnabledTools | 89.70 | 2026-03-17 | Unknown | Closed |
11 | Haiku 4.5 Thinking EnabledTools | 89.40 | 2025-10-15 | Unknown | Closed |
12 |  Grok 4.1 Fast Thinking EnabledTools | 88.60 | 2025-11-19 | Unknown | Closed |
13 | Claude Sonnet 4.5 Thinking EnabledTools | 88.10 | 2025-09-30 | Unknown | Closed |
14 | Qwen3.5-122B-A10B Thinking EnabledTools | 86.00 | 2026-02-25 | 122B | Free Commercial |
15 |  Gemini 3.0 Flash Thinking EnabledTools | 85.70 | 2025-12-17 | Unknown | Closed |
16 |  Step 3.5 Flash Thinking EnabledTools | 84.90 | 2026-02-02 | 196B | Free Commercial |
17 |  Kimi K2 Thinking Thinking EnabledTools | 82.50 | 2025-11-06 | 1040B | Free Commercial |
18 | Kimi K2.5 Thinking EnabledTools | 81.70 | 2026-01-27 | 1000B | Free Commercial |
19 | Kimi K2.6 Thinking EnabledTools | 80.90 | 2026-04-20 | 1000B | Free Commercial |
20 | Gemini 2.5 Pro Experimental 03-25 Thinking EnabledTools | 80.40 | 2025-03-25 | Unknown | Closed |
21 |  DeepSeek V3.2 Thinking EnabledTools | 79.00 | 2025-12-01 | 671B | Free Commercial |
22 |  Mistral Large 3 Thinking EnabledTools | 78.60 | 2025-12-02 | 675B | Free Commercial |
23 | Claude Sonnet 4 Thinking EnabledTools | 77.80 | 2025-05-23 | Unknown | Closed |
24 | Qwen3-Coder-Next Thinking EnabledTools | 75.80 | 2026-02-03 | 8B | Free Commercial |
25 | GPT-5.4 mini Thinking EnabledTools | 75.30 | 2026-03-17 | Unknown | Closed |
26 | Qwen3.5-27B Thinking EnabledTools | 75.20 | 2026-02-25 | 27B | Free Commercial |
27 | Qwen3.6-27B Thinking EnabledTools | 72.40 | 2026-04-22 | 27B | Free Commercial |
28 |  Nova 2 Lite Thinking EnabledTools | 68.50 | 2025-12-02 | Unknown | Closed |
29 |  ERNIE 5.0 Thinking Preview Thinking Enabled | 51.00 | 2025-11 | 2400B | Closed |
