Calibration
MCP Atlas → DeepPlanning
DeepPlanning is estimated from MCP Atlas with a Michaelis–Menten + offset curve fitted on 7 models measured on both: y = 0.0000 + 2.0000·x / (2.39640 + x), R² = 0.58, cross-validated error 13.1 pp. It is used for 29 estimates.
| Estimated model | MCP Atlas | DeepPlanning | Source |
|---|---|---|---|
| Claude Opus 4.7 (Adaptive) | 77.3% | 48.8% | estimated ± 13.1 pp, low confidence |
| Claude Opus 4.8 | 82.2% | 51.1% | estimated ± 13.1 pp, low confidence |
| Claude Opus 5 | 85.8% | 52.7% | estimated ± 13.1 pp, low confidence |
| DeepSeek V4 Flash 0731 | 69.0% | 44.7% | estimated ± 13.1 pp, low confidence |
| DeepSeek V4 Pro 0813 | 73.6% | 47.0% | estimated ± 13.1 pp, low confidence |
| Gemini 3.5 Flash | 83.6% | 51.7% | estimated ± 13.1 pp, low confidence |
| GLM-5.2 | 76.8% | 48.5% | estimated ± 13.1 pp, low confidence |
| GPT-5.4 | 70.6% | 45.5% | estimated ± 13.1 pp, low confidence |
| GPT-5.4 mini | 57.7% | 38.8% | estimated ± 13.1 pp, low confidence |
| GPT-5.4 nano | 56.1% | 37.9% | estimated ± 13.1 pp, low confidence |
| GPT-5.5 | 75.3% | 47.8% | estimated ± 13.1 pp, low confidence |
| Hy4 preview | 83.7% | 51.8% | estimated ± 13.1 pp, low confidence |
| Inkling | 74.1% | 47.2% | estimated ± 13.1 pp, low confidence |
| Inkling-Small | 79.6% | 49.9% | estimated ± 13.1 pp, low confidence |
| Kimi K2.6 | 55.9% | 37.8% | estimated ± 13.1 pp, low confidence |
| Kimi K2.7 Code | 76.0% | 48.2% | estimated ± 13.1 pp, low confidence |
| Kimi K3 | 84.2% | 52.0% | estimated ± 13.1 pp, low confidence |
| Ling 3.0 Flash | 65.5% | 42.9% | estimated ± 13.1 pp, low confidence |
| LLaDA2.2-flash | 46.2% | 32.3% | estimated ± 13.1 pp, low confidence |
| MiniMax M3 | 74.2% | 47.3% | estimated ± 13.1 pp, low confidence |
| Muse Glimmer 30B | 75.5% | 47.9% | estimated ± 13.1 pp, low confidence |
| Muse Spark 1.1 | 88.1% | 53.8% | estimated ± 13.1 pp, low confidence |
| Ornith-1.5-35B-A3B | 70.2% | 45.3% | estimated ± 13.1 pp, low confidence |
| Ornith-1.5-397B | 80.0% | 50.1% | estimated ± 13.1 pp, low confidence |
| Ornith-1.5-9B | 54.2% | 36.9% | estimated ± 13.1 pp, low confidence |
| Beam | 78.7% | 49.4% | estimated ± 13.1 pp, low confidence |
| Solar Open 2 | 58.2% | 39.1% | estimated ± 13.1 pp, low confidence |
| Solar Pro 4 | 61.4% | 40.8% | estimated ± 13.1 pp, low confidence |
| Step 5 Preview | 85.6% | 52.6% | estimated ± 13.1 pp, low confidence |