A human-verified edition of MCPMark for MCP tool use across Notion, GitHub, Filesystem, Postgres, and Playwright server environments.
BenchLM mirrors the published score view for MCP Mark Verified. Kimi K2.7 Code leads the public snapshot at 81.1%. BenchLM does not use these results to rank models overall.
Year
2026
Tasks
MCP tool-use tasks across five server environments
Format
Interactive MCP task completion
Difficulty
Advanced tool use
Moonshot reports MCPMark-Verified as a human-verified edition of MCPMark and says it will be open-sourced. BenchLM stores provider-reported exact values as display-only launch evidence until a stable public leaderboard is available.
Version
MCP Mark Verified 2026
Refresh cadence
Quarterly
Staleness state
Current
Question availability
Public benchmark set
BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.
A human-verified edition of MCPMark for MCP tool use across Notion, GitHub, Filesystem, Postgres, and Playwright server environments.
Kimi K2.7 Code by Moonshot AI currently leads with a score of 81.1% on MCP Mark Verified.
1 AI models have been evaluated on MCP Mark Verified on BenchLM.
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