SEAL - MCP Atlas — leaderboard

Metric: Score. Source: scale.com. 28 models tracked.

Top models

#ModelScore
1Muse Spark 1.188.1
2Gemini 3.5 Flash (High)83.6
3Claude Fable 583.3
4Kimi K3 (Max)82.3
5Muse Spark82.2
6Claude Opus 4.8 (Max)82.2
7Claude Opus 4.7 (Max)79.1
8Gemini 3.1 Pro (Preview) (High)78.2
9GLM-5.277.8
10Claude Opus 4.6 (Max)76.8
11GLM-5.175.6
12GPT-5.5 (xHigh)75.3
13GPT-5.4 (xHigh)70.6
14Gemini 3 Pro (Preview)70.3
15Claude Opus 4.5 (High)69.8

Interactive version: theaggregate.ai/benchmark?slug=seal-mcp-atlas · How the rankings work · Data refreshed daily, snapshot 2026-07-22.