Natural Language to Mongosh — leaderboard
MongoDB text-to-query benchmark evaluating natural-language generation of mongosh queries with execution, output, normalization, latency, and token metrics.
Metric: NeXMaNeR (%). Source: huggingface.co. Status: saturated. 24 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 2.0 Flash | 87.52 |
| 2 | O3 Mini | 86.29 |
| 3 | GPT-4o | 86.2 |
| 4 | Gemini 2.5 Pro (Preview 03-25) | 85.66 |
| 5 | GPT-4o Mini | 82.9 |
| 6 | Nova Pro (v1) | 82.61 |
Interactive version: theaggregate.ai/benchmark?slug=natural-language-to-mongosh · How the rankings work · Data refreshed daily, snapshot 2026-07-22.