Skip to main content
Evaluation sources/MCP Atlas
ObservingProfessional work

MCP Atlas

Scale AI · Public model evaluation results from MCP Atlas.

Official evaluation
Source description

This source measures concrete delivery performance in Professional work; raw scores are shown separately from the normalized capability score.

Limitation: Different versions, reasoning settings, and test sets may change scores; read them with the data date.

How it is used

Participating sources affect capability scores; reference, cross-reference, and observing sources are for comparison and verification only.

Model results from this source

Muse Spark 1.188.188.12026-11-05
Muse Spark 1.188.188.12026-07-09
Muse Spark 1.188.188.12026-10-18
Claude Opus 585.885.82026-10-18
Claude Opus 585.885.82026-11-05
GLM 5.384.284.22026-11-05
GLM 5.384.284.22026-10-18
Claude Fable 583.383.32026-10-18
Claude Fable 583.383.32026-11-05
Kimi K382.382.32026-10-18
Kimi K382.382.32026-11-05
Claude Opus 4.882.282.22026-11-05
Claude Opus 4.882.282.22026-10-18
GPT-5.6 Sol81.881.82026-11-05
GPT-5.6 Sol81.881.82026-10-18
Inkling Small79.279.22026-11-05
Inkling Small79.279.22026-10-18
Claude Opus 4.779.179.12026-11-05
Claude Opus 4.779.179.12026-10-18
Gemini 3.1 Pro Preview78.278.22026-11-05
Gemini 3.1 Pro Preview78.278.22026-05-19
Gemini 3.1 Pro Preview78.278.22026-10-18
Claude Opus 4.676.876.82026-10-18
Claude Opus 4.676.876.82026-11-05
Qwen3.7 Max76.476.42026-05-19
Kimi K2.7 Code7676.02026-06-12
Inkling7676.02026-11-05
Inkling7676.02026-10-18
GPT-5.575.375.32026-04-23
GPT-5.575.375.32026-10-18
GPT-5.575.375.32026-11-05
MiniMax-M374.274.22026-06-01
GPT-5.470.670.62026-11-05
GPT-5.470.670.62026-10-18
Gemini 3 Pro Preview70.370.32026-11-05
Gemini 3 Pro Preview70.370.32026-10-18
Claude Opus 4.569.869.82026-11-05
Claude Opus 4.569.869.82026-10-18
Claude Sonnet 4.669.569.52026-10-18
Claude Sonnet 4.669.569.52026-11-05
GPT-5.267.667.62026-11-05
GPT-5.267.667.62026-10-18
Gemini 3 Flash Preview6262.02026-11-05
Gemini 3 Flash Preview6262.02026-10-18
Claude Sonnet 4.559.559.52026-11-05
Claude Sonnet 4.559.559.52026-10-18
Gemini 3.1 Flash Lite57.157.12026-10-18
Gemini 3.1 Flash Lite57.157.12026-11-05
GPT-5.4 mini56.756.72026-10-18
GPT-5.4 mini56.756.72026-11-05
o3-pro44.544.52026-10-18
o3-pro44.544.52026-11-05
Claude Haiku 4.540.240.22026-10-18
Claude Haiku 4.540.240.22026-11-05

Frequently asked questions