MCPMark — Distinct benchmark from MCP Atlas despite name similarity (MCPMark != MCP Atlas).
| # | Model | Vendor | Best score | Runs | Last seen |
|---|---|---|---|---|---|
| 1 | Kimi K2.7 Code | Moonshot | 81.1 | 1 | 2026-08-23 |
| 2 | GPT-5.4 | OpenAI | 62.5 | 1 | 2026-05-03 |
| 3 | Qwen3.7 Max | Alibaba | 60.8 | 1 | 2026-08-23 |
| 4 | Qwen3.7 Plus Preview | Alibaba | 58.7 | 1 | 2026-08-23 |
| 5 | Claude Opus 4.6 | Anthropic | 56.7 | 1 | 2026-05-03 |
| 6 | Gemini 3.1 Pro | 55.9 | 2 | 2026-05-03 | |
| 7 | Kimi K2.6 | Moonshot | 55.9 | 2 | 2026-08-23 |
| 8 | Qwen3.6 Plus | Alibaba | 48.2 | 1 | 2026-08-23 |
| 9 | Qwen3.5 397B A17B | Alibaba | 46.1 | 1 | 2026-08-23 |
| 10 | DeepSeek-V3.2 | DeepSeek | 38 | 1 | 2026-08-23 |
| 11 | Qwen3.6 35B A3B | Alibaba | 37 | 2 | 2026-08-23 |
| 12 | Qwen3.5 27B | Alibaba | 36.3 | 1 | 2026-06-06 |
| 13 | Kimi K2.5 | Moonshot | 29.5 | 1 | 2026-05-03 |
| 14 | Qwen3.5 35B A3B | Alibaba | 27 | 1 | 2026-06-06 |
| 15 | Gemma 4 31B | 18.1 | 1 | 2026-06-06 | |
| 16 | Gemma 4 26B A4B | 14.2 | 1 | 2026-06-06 |
Best tracked score per model (default configuration; source-attributed and verification-tiered). Open a model for its full benchmark surface, provenance and pricing.