Tooling
15 scenarios across 1 subcategory. 161 models scored.
Subcategories
| Subcategory | Avg Score | Best Model | Best Score |
|---|---|---|---|
| XML | 96.38% | GPT-5.6 Sol (Reasoning) | 100.00% |
Model Leaderboard
All models ranked by their Tooling category score.
| # | Model | Tooling | XML | Overall |
|---|---|---|---|---|
| 1 | GPT-5.6 Sol (Reasoning) | 100.00% | 100.00% | 95.15% |
| 2 | Claude Opus 4.6 (Reasoning) | 100.00% | 100.00% | 95.06% |
| 3 | Gemini 3.6 Flash (Reasoning) | 100.00% | 100.00% | 94.90% |
| 4 | Qwen3.7 Max | 100.00% | 100.00% | 94.55% |
| 5 | GPT-5.4 (Reasoning) | 100.00% | 100.00% | 93.85% |
| 6 | Muse Spark 1.1 (Reasoning, Medium) | 100.00% | 100.00% | 93.81% |
| 7 | Z.AI GLM 5.1 | 100.00% | 100.00% | 93.74% |
| 8 | Qwen3.6 Max Preview | 100.00% | 100.00% | 93.72% |
| 9 | GPT-5.5 (Reasoning) | 100.00% | 100.00% | 93.72% |
| 10 | Claude Sonnet 4.6 (Reasoning) | 100.00% | 100.00% | 93.64% |
| 11 | Gemini 3.5 Flash (Reasoning) | 100.00% | 100.00% | 93.35% |
| 12 | MoonshotAI: Kimi K3 (Reasoning, High) | 100.00% | 100.00% | 92.99% |
| 13 | Claude Opus 4.7 (Reasoning) | 100.00% | 100.00% | 92.53% |
| 14 | Claude Opus 4.6 | 100.00% | 100.00% | 92.31% |
| 15 | MoonshotAI: Kimi K3 (Reasoning, Low) | 100.00% | 100.00% | 92.07% |
| 16 | Grok 4.20 (Reasoning) | 100.00% | 100.00% | 90.87% |
| 17 | MoonshotAI: Kimi K2.5 | 100.00% | 100.00% | 90.86% |
| 18 | Thinking Machines Inkling (Reasoning) | 100.00% | 100.00% | 90.78% |
| 19 | GPT-5.6 Sol | 100.00% | 100.00% | 90.76% |
| 20 | Claude Sonnet 4.6 | 100.00% | 100.00% | 90.66% |
| 21 | Gemini 3 Flash (Preview, Reasoning) | 100.00% | 100.00% | 89.93% |
| 22 | GPT-5.4 Mini (Reasoning) | 100.00% | 100.00% | 89.82% |
| 23 | Claude Opus 4.5 | 100.00% | 100.00% | 89.60% |
| 24 | GPT-5.2 | 100.00% | 100.00% | 89.45% |
| 25 | GPT-5.5 | 100.00% | 100.00% | 89.37% |
| 26 | o4 Mini High | 100.00% | 100.00% | 88.78% |
| 27 | Gemini 2.5 Pro | 100.00% | 100.00% | 88.44% |
| 28 | Claude Sonnet 4 | 100.00% | 100.00% | 87.64% |
| 29 | Claude Opus 4 | 100.00% | 100.00% | 87.22% |
| 30 | o4 Mini | 100.00% | 100.00% | 86.56% |
| 31 | Xiaomi MIMO v2.5 Pro | 100.00% | 100.00% | 86.05% |
| 32 | Gemini 3.5 Flash (Reasoning, Minimal) | 100.00% | 100.00% | 85.88% |
| 33 | Gemma 4 31B | 100.00% | 100.00% | 85.23% |
| 34 | GPT-OSS 120B | 100.00% | 100.00% | 84.81% |
| 35 | Gemini 2.5 Flash (Reasoning) | 100.00% | 100.00% | 84.14% |
| 36 | GPT-5.4 Mini (Reasoning, Low) | 100.00% | 100.00% | 83.57% |
| 37 | DeepSeek V3.2 | 99.99% | 99.99% | 82.22% |
| 38 | Grok 4.5 (Reasoning, High) | 99.99% | 99.99% | 94.12% |
| 39 | GPT-5 Mini | 99.99% | 99.99% | 91.31% |
| 40 | Gemini 3.1 Flash Lite (Preview) | 99.98% | 99.98% | 85.41% |
| 41 | Gemini 3.1 Flash Lite | 99.97% | 99.97% | 85.09% |
| 42 | GPT-5.4 (Reasoning, Low) | 99.97% | 99.97% | 90.91% |
| 43 | GPT-5.6 Luna (Reasoning) | 99.97% | 99.97% | 90.61% |
| 44 | Gemini 2.5 Flash | 99.97% | 99.97% | 80.61% |
| 45 | MiniMax M3 | 99.96% | 99.96% | 90.45% |
| 46 | Gemini 3.5 Flash Lite (Reasoning) | 99.96% | 99.96% | 84.34% |
| 47 | GPT-4o, Aug. 6th (temp=0) | 99.96% | 99.96% | 82.18% |
| 48 | ByteDance Seed 2.0 Lite | 99.93% | 99.93% | 84.27% |
| 49 | Gemini 3.1 Pro (Preview) | 99.92% | 99.92% | 94.08% |
| 50 | GPT-5.6 Luna | 99.90% | 99.90% | 85.06% |
| 51 | Gemini 3.5 Flash Lite (Reasoning, Minimal) | 99.89% | 99.89% | 84.45% |
| 52 | MoonshotAI: Kimi K2.6 | 99.81% | 99.81% | 92.57% |
| 53 | Qwen 3.5 397B A17B | 99.81% | 99.81% | 91.09% |
| 54 | Gemini 3.1 Flash Lite (Reasoning) | 99.81% | 99.81% | 85.91% |
| 55 | Qwen 3.5 Plus (2026-02-15) | 99.78% | 99.78% | 86.17% |
| 56 | Qwen 3.6 Flash | 99.78% | 99.78% | 89.31% |
| 57 | Claude Opus 5 | 99.77% | 99.77% | 89.97% |
| 58 | Claude Opus 5 (Reasoning, Low) | 99.75% | 99.75% | 92.06% |
| 59 | ByteDance Seed 2.0 Mini | 99.70% | 99.70% | 85.69% |
| 60 | Claude Opus 5 (Reasoning) | 99.58% | 99.58% | 91.15% |
| 61 | DeepSeek V4 Pro | 99.57% | 99.57% | 82.05% |
| 62 | Claude Opus 4.8 (Reasoning) | 99.53% | 99.53% | 92.33% |
| 63 | Claude Sonnet 5 (Reasoning, Low) | 99.52% | 99.52% | 90.16% |
| 64 | Claude Opus 4.8 (Reasoning, Low) | 99.48% | 99.48% | 91.89% |
| 65 | Claude Opus 4.7 | 99.48% | 99.48% | 89.90% |
| 66 | Xiaomi MIMO v2.5 | 99.46% | 99.46% | 83.95% |
| 67 | DeepSeek V4 Pro (Reasoning) | 99.40% | 99.40% | 89.28% |
| 68 | GPT-5 Nano | 99.34% | 99.34% | 80.16% |
| 69 | Qwen 3.5 122B | 99.33% | 99.33% | 90.32% |
| 70 | GPT-5.6 Terra | 99.33% | 99.33% | 88.23% |
| 71 | Gemini 3.6 Flash (Reasoning, Minimal) | 99.33% | 99.33% | 86.68% |
| 72 | Grok 4.5 (Reasoning, Low) | 99.33% | 99.33% | 90.94% |
| 73 | MiniMax M2.7 | 99.32% | 99.32% | 86.23% |
| 74 | GPT-5.6 Terra (Reasoning) | 99.31% | 99.31% | 92.49% |
| 75 | Claude Sonnet 5 (Reasoning) | 99.17% | 99.17% | 90.40% |
| 76 | Qwen 3.5 27B | 99.17% | 99.17% | 90.05% |
| 77 | Gemma 4 26B (Reasoning) | 99.04% | 99.04% | 89.02% |
| 78 | GPT-4o, Aug. 6th (temp=1) | 98.86% | 98.86% | 81.28% |
| 79 | DeepSeek-V2 Chat | 98.80% | 98.80% | 84.09% |
| 80 | Laguna S 2.1 | 98.78% | 98.78% | 79.98% |
| 81 | Z.AI GLM 4.5 Air | 98.75% | 98.75% | 80.74% |
| 82 | GPT-4o Mini (temp=1) | 98.71% | 98.71% | 77.82% |
| 83 | GPT-5 | 98.67% | 98.67% | 91.48% |
| 84 | Z.AI GLM 4.7 | 98.67% | 98.67% | 87.67% |
| 85 | DeepSeek V3 (2024-12-26) | 98.58% | 98.58% | 82.62% |
| 86 | Z.AI GLM 4.5 | 98.58% | 98.58% | 84.95% |
| 87 | GPT-5.4 Mini | 98.55% | 98.55% | 80.45% |
| 88 | GPT-5.5 (Reasoning, Low) | 98.50% | 98.50% | 92.51% |
| 89 | Gemma 4 31B (Reasoning) | 98.50% | 98.50% | 89.64% |
| 90 | Z.AI GLM 5 | 98.50% | 98.50% | 89.60% |
| 91 | Grok 4.3 (Reasoning) | 98.47% | 98.47% | 90.99% |
| 92 | Z.AI GLM 5.2 (Reasoning, High) | 98.33% | 98.33% | 93.41% |
| 93 | Muse Spark 1.1 (Reasoning, Minimal) | 98.33% | 98.33% | 91.43% |
| 94 | GPT-5.1 | 98.33% | 98.33% | 90.73% |
| 95 | ByteDance Seed 1.6 | 98.33% | 98.33% | 89.59% |
| 96 | Inception Mercury 2 | 98.33% | 98.33% | 81.99% |
| 97 | Gemini 2.5 Flash Lite (Reasoning) | 98.28% | 98.28% | 83.10% |
| 98 | MiniMax M2.5 | 98.27% | 98.27% | 86.71% |
| 99 | GPT-5.4 | 98.04% | 98.04% | 84.31% |
| 100 | Gemini 3 Flash (Preview) | 98.04% | 98.04% | 85.47% |
| 101 | Z.AI GLM 4.6 | 97.99% | 97.99% | 87.64% |
| 102 | Qwen 3.6 27B | 97.91% | 97.91% | 88.33% |
| 103 | Claude Sonnet 4.5 | 97.75% | 97.75% | 87.54% |
| 104 | GPT-4.1 | 97.71% | 97.71% | 86.82% |
| 105 | GPT-4o Mini (temp=0) | 97.45% | 97.45% | 76.86% |
| 106 | Mistral Large 2 | 97.31% | 97.31% | 81.50% |
| 107 | Mistral Small 4 (Reasoning) | 97.28% | 97.28% | 79.48% |
| 108 | Mistral Large 3 | 97.22% | 97.22% | 84.29% |
| 109 | Hermes 3 405B | 96.98% | 96.98% | 80.80% |
| 110 | GPT-4.1 Mini | 96.94% | 96.94% | 81.40% |
| 111 | Qwen 3.5 9B | 96.84% | 96.84% | 84.05% |
| 112 | Mistral Small 3.2 24B | 96.82% | 96.82% | 77.36% |
| 113 | Qwen 2.5 72B | 96.82% | 96.82% | 73.17% |
| 114 | DeepSeek V3.1 | 96.80% | 96.80% | 82.35% |
| 115 | Claude Haiku 4.5 | 96.75% | 96.75% | 83.36% |
| 116 | Aion 3.0 | 96.54% | 96.54% | 88.78% |
| 117 | GPT-5.4 Nano (Reasoning) | 96.43% | 96.43% | 80.02% |
| 118 | DeepSeek V4 Flash (Reasoning) | 96.17% | 96.17% | 88.06% |
| 119 | Gemma 3 27B | 96.15% | 96.15% | 75.70% |
| 120 | Writer: Palmyra X5 | 96.12% | 96.12% | 78.11% |
| 121 | Gemini 2.5 Flash Lite | 96.00% | 96.00% | 79.91% |
| 122 | Claude Sonnet 5 | 95.99% | 95.99% | 87.34% |
| 123 | Ministral 3 8B | 95.77% | 95.77% | 69.98% |
| 124 | Arcee AI: Trinity Mini | 95.64% | 95.64% | 67.68% |
| 125 | Qwen 3.5 Plus (2026-04-20) | 95.33% | 95.33% | 89.79% |
| 126 | Qwen 3 32B | 95.19% | 95.19% | 79.37% |
| 127 | Aion 2.0 | 95.10% | 95.10% | 86.66% |
| 128 | Grok 4.20 | 95.00% | 95.00% | 81.21% |
| 129 | Qwen 3.5 35B | 94.74% | 94.74% | 87.01% |
| 130 | Hermes 3 70B | 94.47% | 94.47% | 69.74% |
| 131 | Z.AI GLM 5 Turbo | 94.30% | 94.30% | 93.29% |
| 132 | Mistral Medium 3.1 | 94.17% | 94.17% | 76.08% |
| 133 | Gemma 3 12B | 94.16% | 94.16% | 76.07% |
| 134 | DeepSeek V4 Flash | 94.00% | 94.00% | 82.02% |
| 135 | Qwen3 235B A22B Instruct 2507 | 93.86% | 93.86% | 78.07% |
| 136 | Mistral Small 4 | 93.85% | 93.85% | 75.23% |
| 137 | Z.AI GLM 4.7 Flash | 92.53% | 92.53% | 82.21% |
| 138 | Gemma 3 4B | 92.40% | 92.40% | 66.33% |
| 139 | Gemma 4 26B | 91.94% | 91.94% | 84.89% |
| 140 | GPT-5.4 Nano | 91.85% | 91.85% | 72.16% |
| 141 | GPT-5.4 Nano (Reasoning, Low) | 91.46% | 91.46% | 77.46% |
| 142 | WizardLM 2 8x22b | 91.22% | 91.22% | 71.45% |
| 143 | Grok 4.3 | 91.21% | 91.21% | 78.00% |
| 144 | Ministral 3 3B | 89.41% | 89.41% | 65.02% |
| 145 | Qwen 3.5 Flash | 89.39% | 89.39% | 85.66% |
| 146 | Laguna XS 2.1 | 88.97% | 88.97% | 75.42% |
| 147 | Nemotron 3 Super | 88.08% | 88.08% | 81.69% |
| 148 | Ministral 3 14B | 87.84% | 87.84% | 70.45% |
| 149 | Llama 3.1 70B | 87.82% | 87.82% | 77.41% |
| 150 | Cohere Command R+ (Aug. 2024) | 87.53% | 87.53% | 67.04% |
| 151 | Cydonia 24B V4.1 | 86.72% | 86.72% | 72.68% |
| 152 | DeepSeek V3 (2025-03-24) | 86.36% | 86.36% | 79.93% |
| 153 | Ministral 3B | 84.70% | 84.70% | 59.25% |
| 154 | Ministral 8B | 84.65% | 84.65% | 63.77% |
| 155 | Nemotron 3 Nano | 83.65% | 83.65% | 74.50% |
| 156 | Qwen 3.6 35B | 82.67% | 82.67% | 87.66% |
| 157 | Mistral NeMO | 79.34% | 79.34% | 63.80% |
| 158 | GPT-4.1 Nano | 78.47% | 78.47% | 69.90% |
| 159 | Aion 3.0 Mini | 75.94% | 75.94% | 83.69% |
| 160 | Thinking Machines Inkling | 56.68% | 56.68% | 73.96% |
| 161 | ByteDance Seed 1.6 Flash | 47.33% | 47.33% | 70.92% |