MCP Atlas Benchmark Scores
Real-world MCP tool-use pass rates. Color = provider.
MCP Atlas Benchmark Scores
MCP Atlas Benchmark Scores
Real-world MCP tool-use pass rates. Color = provider.
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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
MCP Atlas vs Effective Cost
MCP Atlas vs Effective Cost
X = effective cost (log). Y = MCP Atlas %. Color = provider.
Controls:
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.
IQ DimensionsComputer Use IQEach model's Computer Use IQ plotted on a standard normal IQ distributionData: Artificial Analysis Terminal-Bench v2.1, Vals.ai Terminal-Bench 2.1, Artificial Analysis +8 moreOpen chartCoreAI Models on the IQ Bell CurveEach model's estimated IQ plotted on a standard normal IQ distributionData: ARC Prize, Epoch AI FrontierMath, Vals.ai +27 moreOpen chartIQ BenchmarksTerminal-Bench Hard Benchmark ScoresEach model's Terminal-Bench Hard score. Color = provider.Data: Artificial AnalysisOpen chartIQ BenchmarksTerminal-Bench 2.1 Benchmark ScoresEach model's Terminal-Bench 2.1 pass@1 score, using Artificial Analysis as canonical and Vals.ai as fallback. Color = provider.Data: Artificial Analysis Terminal-Bench v2.1, Vals.ai Terminal-Bench 2.1Open chartIQ BenchmarksBrowseComp Benchmark ScoresEach model's BrowseComp score. Color = provider.Data: LLM StatsOpen chartIQ BenchmarksToolathlon Benchmark ScoresEach model's Toolathlon score. Color = provider.Data: LLM Stats, Toolathlon, LLM Stats ToolathlonOpen chart