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LLM Stats
MCP Atlas
MCP Atlas is a benchmark for evaluating AI models on scaled tool use capabilities, measuring how well models can coordinate and utilize multiple tools across complex multi-step tasks.
Evaluation context and evidence
- Source
- LLM Stats
- Publisher
- Not recorded
- Benchmark release
- Not recorded
- Collected
- 2026-08-17
- Modality
- text
These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.
Original sources
Reported results 33
Shown in source observation order, not ranked. Dates retain the precision provided by the source.
| Model | Value | Unit | Protocol | Reported date and basis | Source |
|---|---|---|---|---|---|
| Muse Spark 1.1 | 0.881 | Not recorded | Not recorded | 2026-07-09 · model_announcement | LLM Stats |
| Kimi K3 | 0.842 | Not recorded | Not recorded | 2026-07-16 · model_announcement | LLM Stats |
| Seed 2.1 Pro | 0.838 | Not recorded | Not recorded | 2026-06-24 · model_announcement | LLM Stats |
| Gemini 3.5 Flash | 0.836 | Not recorded | Not recorded | 2026-05-19 · model_announcement | LLM Stats |
| Claude Opus 4.8 | 0.822 | Not recorded | Not recorded | 2026-05-28 · model_announcement | LLM Stats |
| Seed 2.1 Turbo | 0.803 | Not recorded | Not recorded | 2026-06-24 · model_announcement | LLM Stats |
| Inkling-Small | 0.796 | Not recorded | Not recorded | 2026-07-30 · model_announcement | LLM Stats |
| Hy3 | 0.791 | Not recorded | Not recorded | 2026-07-06 · model_announcement | LLM Stats |
| Claude Opus 4.7 | 0.773 | Not recorded | Not recorded | 2026-04-16 · model_announcement | LLM Stats |
| GLM-5.2 | 0.768 | Not recorded | Not recorded | 2026-06-16 · model_announcement | LLM Stats |
| Qwen3.7 Max | 0.764 | Not recorded | Not recorded | 2026-05-19 · model_announcement | LLM Stats |
| Kimi K2.7 Code | 0.76 | Not recorded | Not recorded | 2026-06-12 · model_announcement | LLM Stats |
| Muse Glimmer-30B | 0.755 | Not recorded | Not recorded | 2026-08-10 · model_announcement | LLM Stats |
| GPT-5.5 | 0.753 | Not recorded | Not recorded | 2026-04-23 · model_announcement | LLM Stats |
| MiniMax M3 | 0.742 | Not recorded | Not recorded | 2026-06-01 · model_announcement | LLM Stats |
| Qwen3.6 Plus | 0.741 | Not recorded | Not recorded | 2026-04-02 · model_announcement | LLM Stats |
| DeepSeek-V4-Pro-Max | 0.736 | Not recorded | Not recorded | 2026-04-23 · model_announcement | LLM Stats |
| Qwen3.7-Plus | 0.732 | Not recorded | Not recorded | 2026-05-31 · model_announcement | LLM Stats |
| GLM-5.1 | 0.718 | Not recorded | Not recorded | 2026-04-07 · model_announcement | LLM Stats |
| Gemini 3.1 Pro | 0.692 | Not recorded | Not recorded | 2026-02-19 · model_announcement | LLM Stats |
| DeepSeek-V4-Flash-Max | 0.69 | Not recorded | Not recorded | 2026-04-23 · model_announcement | LLM Stats |
| GLM-5 | 0.678 | Not recorded | Not recorded | 2026-02-11 · model_announcement | LLM Stats |
| DeepSeek-V4-Flash-0423 | 0.674 | Not recorded | Not recorded | 2026-04-23 · model_announcement | LLM Stats |
| GPT-5.4 | 0.672 | Not recorded | Not recorded | 2026-03-05 · model_announcement | LLM Stats |
| Qwen3.6-35B-A3B | 0.628 | Not recorded | Not recorded | 2026-04-16 · model_announcement | LLM Stats |
| Claude Opus 4.6 | 0.627 | Not recorded | Not recorded | 2026-02-05 · model_announcement | LLM Stats |
| Claude Opus 4.5 | 0.623 | Not recorded | Not recorded | 2025-11-24 · model_announcement | LLM Stats |
| Claude Sonnet 4.6 | 0.613 | Not recorded | Not recorded | 2026-02-17 · model_announcement | LLM Stats |
| GPT-5.2 | 0.606 | Not recorded | Not recorded | 2025-12-11 · model_announcement | LLM Stats |
| GPT-5.4 mini | 0.577 | Not recorded | Not recorded | 2026-03-17 · model_announcement | LLM Stats |
| Gemini 3 Flash | 0.574 | Not recorded | Not recorded | 2025-12-17 · model_announcement | LLM Stats |
| GPT-5.4 nano | 0.561 | Not recorded | Not recorded | 2026-03-17 · model_announcement | LLM Stats |
| Nova 2 Lite | 0.246 | Not recorded | Not recorded | 2025-12-02 · model_announcement | LLM Stats |