MCPMark-Verified (MCP Mark Verified)
We show this table for reference; we do not rank on it.
A human-verified edition of MCPMark for MCP tool use across Notion, GitHub, Filesystem, Postgres, and Playwright server environments.
Benchmark score on MCP Mark Verified — November 13, 2026
We compile the MCP Mark Verified rows from provider self-reports. Kimi K2.7 Code leads the table at 81.1%. We do not use these results to rank models overall.
1 modelAgenticCurrentDisplay onlyUpdated November 13, 2026
Benchmark score table (1 model)
The one result on this page was reported by the lab that built the model.
| Rank | Model / configuration | Score | Who ran it | Parameters (B) | Open / closed |
|---|---|---|---|---|---|
| 1 | Kimi K2.7 CodeMoonshot AIReported by Moonshot AI | 81.1% | Reported by Moonshot AI | Not reported | Open |
- Lab-reported
- Benchmark-run
- Independent
About MCP Mark Verified
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.
Freshness and provenance
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.
Questions
What does MCP Mark Verified measure?
A human-verified edition of MCPMark for MCP tool use across Notion, GitHub, Filesystem, Postgres, and Playwright server environments.
Which model scores highest on MCP Mark Verified?
Kimi K2.7 Code by Moonshot AI currently leads with a score of 81.1% on MCP Mark Verified.
How many models are evaluated on MCP Mark Verified?
1 AI models have published results on MCP Mark Verified in the BenchLM catalog.
Know when it’s worth switching models
The model to choose, the cheaper alternative, and the release we would wait on.
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