LLM Stats (MCP Atlas): leaderboard

Evaluates tool-use capability via Model Context Protocol tasks spanning real MCP servers and tools, testing multi-step workflow execution.

Metric: Score (%). Source: llm-stats.com. Source: qwen.ai. Saturation forecast: Around January 2027. 38 models tracked.

Top models

#ModelScoreOverall rank
1Muse Spark Open89.2#54
2Muse Spark 1.188.1#52
3Kimi K384.2#30
4Seed 2.1 Pro83.8#67
5Hy4 preview83.7#38
6Gemini 3.5 Flash83.6#60
7Claude Opus 4.882.2#37
8Seed 2.1 Turbo80.3#86
9Inkling Small79.6#138
10Hy379.1#93
11Claude Opus 4.777.3#49
12GLM-5.276.8#73
13Qwen 3.7 Max76.4#75
14Kimi K2.7 Code76#89
15Inkling76#126

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=llm-stats-mcp-atlas · How It Works · Data refreshed daily, snapshot 2026-10-20.