SEAL - MCP Atlas: leaderboard

Metric: Score. Source: scale.com. 31 models tracked.

Top models

#ModelScore
1Muse Spark 1.188.1
2Claude Fable 5.187.2
3Claude Opus 5 (xHigh)85.8
4Gemini 3.5 Flash (High)83.6
5Claude Fable 583.3
6Kimi K3 (Max)82.3
7Claude Opus 4.8 (Max)82.2
8Muse Spark82.2
9Inkling Small79.2
10Claude Opus 4.7 (Max)79.1
11Gemini 3.1 Pro (Preview) (High)78.2
12GLM-5.277.8
13Claude Opus 4.6 (Max)76.8
14Inkling (xHigh)76
15GLM-5.175.6

Interactive version: theaggregate.ai/benchmark?slug=seal-mcp-atlas · How It Works · Data refreshed daily, snapshot 2026-09-05.