# MathVision with Python (MathVision w/ Python)

> A tool-augmented MathVision variant that permits Python during visual mathematics reasoning.

Canonical page: https://benchlm.ai/benchmarks/mathvisionpython

- Category: [Multimodal & Grounded](/multimodal-grounded)
- Last updated: September 27, 2026

## About MathVision w/ Python

- Year: 2026
- Tasks: Visual mathematics problems with Python
- Format: Image and mathematics reasoning with tools
- Difficulty: Advanced multimodal mathematics
- Paper: [Kimi K3: Open Frontier Intelligence](https://www.kimi.com/blog/kimi-k3)

BenchLM stores the Python-assisted value separately from the tool-free MathVision key.

MathVision w/ Python is currently displayed on BenchLM for reference, but it is excluded from the weighted scoring formula.

## Leaderboard (5 models)

| Rank | Model | Creator | Score |
|------|-------|---------|-------|
| 1 | [Kimi K3](/models/kimi-k3) | Moonshot AI | 97.8% |
| 2 | [Qwen3.8 Max](/models/qwen3-8-max) | Alibaba | 97.7% |
| 3 | [Qwen3.8-Omni-Flash](/models/qwen3-8-omni-flash) | Alibaba | 96.2% |
| 4 | [Qwen3.8-Flash-Next](/models/qwen3-8-flash-next) | Alibaba | 95.7% |
| 5 | [Qwen3.8-27B](/models/qwen3-8-27b) | Alibaba | 94.6% |

## FAQ

### What does MathVision w/ Python measure?

A tool-augmented MathVision variant that permits Python during visual mathematics reasoning.

### Which model scores highest on MathVision w/ Python?

Kimi K3 by Moonshot AI currently leads with a score of 97.8% on MathVision w/ Python.

### How many models are evaluated on MathVision w/ Python?

5 AI models have been evaluated on MathVision w/ Python on BenchLM.

### Does MathVision w/ Python affect BenchLM's overall score?

Not directly. MathVision w/ Python is still displayed on BenchLM for reference, but it is excluded from the weighted scoring formula.

## Compare Top Models on MathVision w/ Python

- [Kimi K3 vs Qwen3.8 Max](/compare/kimi-k3-vs-qwen3-8-max)
- [Qwen3.8 Max vs Qwen3.8-Omni-Flash](/compare/qwen3-8-max-vs-qwen3-8-omni-flash)
- [Qwen3.8-Omni-Flash vs Qwen3.8-Flash-Next](/compare/qwen3-8-flash-next-vs-qwen3-8-omni-flash)
- [Qwen3.8-Flash-Next vs Qwen3.8-27B](/compare/qwen3-8-27b-vs-qwen3-8-flash-next)