MCPMark-Verified leaderboard
1 ranked models · higher is better
View accessible chart data
| Model | Rank | Provider | Score |
|---|---|---|---|
| Kimi K2.7 Code | #1 | Moonshot AI | 81.1% |
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Agents · Benchmark profile
A human-verified edition of MCPMark for MCP tool use across Notion, GitHub, Filesystem, Postgres, and Playwright server environments.
Data verified 21 Jul 2026 · Methodology 1.6.0
Visual analysis
Switch between model placement, score distribution and descriptive provider averages. Every view uses the same sourced leaderboard.
1 ranked models · higher is better
| Model | Rank | Provider | Score |
|---|---|---|---|
| Kimi K2.7 Code | #1 | Moonshot AI | 81.1% |
One best score per model · higher is better
| Rank | Model | Provider | License | Evidence use | Score |
|---|---|---|---|---|---|
| #1 | Kimi K2.7 Code kimi-k2.7-code | Moonshot AI | open | Estimated reference | 81.1% |
About MCPMark-Verified
A human-verified edition of MCPMark for MCP tool use across Notion, GitHub, Filesystem, Postgres, and Playwright server environments. Results stay tied to the exact model variant and evaluation system. Multiple systems for the same model use the best published score on this page; overall Lumina scoring uses the median of ranking-eligible rows.
Open benchmark source ↗FAQ
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 81.1%.
1 model in the LuminaBench cohort have a qualifying score on this benchmark.
No. This benchmark is display-only and does not enter the overall Lumina composite.
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