Multi-step tool use

MCP Atlas

Can the AI chain together many tools and steps to complete one bigger task, rather than doing just a single thing? Higher is better.

Rankings

Higher is better

MCP Atlas — frequently asked questions

What is MCP Atlas?
Can the AI chain together many tools and steps to complete one bigger task, rather than doing just a single thing? Higher is better.
Which AI model scores highest on MCP Atlas?
Muse Spark 1.1 by Meta holds the best MCP Atlas result among tracked models, at 88.1% (released Jul 9 2026). Higher scores are better on this benchmark.
What are the top 5 models on MCP Atlas?
1. Muse Spark 1.1 (Meta) — 88.1%; 2. Kimi K3 (Moonshot AI) — 84.2%; 3. Gemini 3.5 Flash (Google) — 83.6%; 4. Muse Spark (Meta) — 82.2%; 5. Claude Opus 4.7 (Anthropic) — 79.1%.
How many models have a published MCP Atlas score?
10 tracked models have a published MCP Atlas score. Scores are the figures reported by each lab at that model's release, so this page is a record of results over time rather than a re-run leaderboard.
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