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MCP Atlas

A bird's-eye view of the benchmark: what it measures and every AI IQ chart built on it.

About MCP Atlas

MCP Atlas does not yet have two source-matched reasoning-effort score/cost rows for one model. The Cost Efficiency surface is reserved at the top of this page and will populate when qualifying data is imported.

MCP Atlas Cost Efficiency
MCP Atlas Cost Efficiency
Source-backed reasoning and nonreasoning configurations plotted against runtime effective cost. Each line is one canonical model. Color = provider.

How to read this chart

This chart compares source-backed MCP Atlas configurations with runtime effective cost. Multiple reasoning levels for the same model are connected; models with one available level remain standalone points. Up and to the left is better.

Data sources
Artificial AnalysisARC PrizeVals.aiScale LabsScale Labs MCP Atlas
MCP Atlas Benchmark Scores
MCP Atlas Benchmark Scores
Real-world MCP tool-use pass rates. Color = provider.

How to read this chart

Bars rank models by the source-backed benchmark value used for this chart. Longer bars indicate higher published scores.

Data sources
Scale LabsScale Labs MCP Atlas
MCP Atlas vs Effective Cost
MCP Atlas vs Effective Cost
X = effective cost (log). Y = MCP Atlas %. Color = provider.
Controls:
MCP Atlas1:1Cost

How to read this chart

Each point is a public model. The chart compares MCP Atlas % against Effective Cost (per 1M I/O Tokens), with color showing the model provider.

Data sources
Artificial AnalysisARC PrizeVals.aiScale LabsScale Labs MCP Atlas

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