benchgap
Calibration

AA EnterpriseOps-Gym → MCP Atlas

MCP Atlas is estimated from AA EnterpriseOps-Gym with a Michaelis–Menten curve fitted on 7 models measured on both: y = 1.0148·x / (0.12030 + x), R² = 0.35, cross-validated error 5.5 pp. It is used for 1 estimate.

Estimated modelAA EnterpriseOps-GymMCP AtlasSource
Claude Fable 551.1%82.1%estimated ± 5.5 pp, low confidence