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ModelScale

Agentic benchmark

MCP Mark Verified leaderboard

MCPMark-Verified. Every model the catalog carries a published MCP Mark Verified value for, ranked by that value.

CategoryAgentic
MeasureInteractive MCP task completion
TasksMCP tool-use tasks across five server environments
DifficultyAdvanced tool use
Published byMCPMark

A human-verified edition of MCPMark for MCP tool use across Notion, GitHub, Filesystem, Postgres, and Playwright server environments.

MCP Mark Verified ranking

1 model with a published MCP Mark Verified value, ordered by that value, highest first. Models the source has not scored on this benchmark are not listed — they are unmeasured, not last.

Models ranked by their published MCPMark-Verified value
RankModelProviderInteractive MCP task completion
1Kimi K2.7 CodeMoonshot AI81.1

Evidence key: Observed

Rows are ordered by the value MCPMark published, highest first. The source does not state whether a higher value is the better result, so this page does not either: for a benchmark that measures a rate of failure, read the table from the bottom.

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