benchgap
Calibration

APEX-Agents → MCP Atlas

MCP Atlas is estimated from APEX-Agents with a Michaelis–Menten + offset curve fitted on 5 models measured on both: y = 0.2950 + 2.0000·x / (0.98848 + x), R² = 1.00, cross-validated error 0.7 pp. It is used for 5 estimates.

Estimated modelAPEX-AgentsMCP AtlasSource
Apodex 1.138.5%85.6%estimated ± 0.7 pp, low confidence
Apodex 1.1 Mini27.7%73.3%estimated ± 0.7 pp, medium confidence
dots3-note Preview30.8%77.0%estimated ± 0.7 pp, medium confidence
Grok 4.657.5%100.0%estimated ± 0.7 pp, low confidence
Ling 3.0 Flash Fin29.2%75.1%estimated ± 0.7 pp, medium confidence