MCP Atlas Benchmark Scores
Real-world MCP tool-use pass rates. Color = provider.
MCP Atlas Benchmark Scores
Real-world MCP tool-use pass rates. Color = provider.
MCP Atlas Cost Efficiency
Source-backed MCP Atlas scores plotted against estimated effective cost per 1M I/O tokens (a runtime estimate, not a published task cost). Explicit reasoning/nonreasoning siblings are connected where both are public. Color = provider.
This chart is part of the MCP Atlas benchmark page, which adds the model table, sources and how to read each view.
IQ DimensionsComputer Use IQ Bell CurveEach model's estimated Computer Use IQ, placed on a standard normal IQ distribution.Data: LLM Stats, Full source leaderboard reconciliation, OSWorld +5 moreOpen chartCoreIQ Bell CurveEach model's estimated IQ, placed on a standard normal IQ distribution.Data: ARC Prize, Full source leaderboard reconciliation, Full source leaderboard reconciliation +26 moreOpen chartIQ BenchmarksArena.ai Agent Arena ScoresAggregate net improvement across real-world Agent Mode sessions. Color = provider.Data: Arena.ai Agent ArenaOpen chartIQ BenchmarksBrowseComp Benchmark ScoresEach model's BrowseComp score. Color = provider.Data: LLM Stats, Full source leaderboard reconciliationOpen chartIQ BenchmarksAgents' Last Exam Benchmark ScoresFull / Overall pass rates from Agents' Last Exam. Color = provider.Data: Agents' Last ExamOpen chartIQ BenchmarksOSWorld-Verified Benchmark ScoresEach model's OSWorld-Verified score. Color = provider.Data: LLM Stats, OSWorld, Full source leaderboard reconciliationOpen chart