# Codestral vs Molmo 2 8b

> Molmo 2 8b is the stronger model overall, scoring 39.1 to 30.6 on the Noometry Index.

- Canonical page: https://noometry.com/compare/codestral-vs-molmo-2-8b
- Last updated: 2026-10-10
- Shared benchmarks: 0

## Summary

- The widest gap is in reasoning, where Molmo 2 8b leads 25.6 to 19.8.
- Molmo 2 8b has downloadable open weights; the other is API-only.

## Snapshot

| | Codestral | Molmo 2 8b |
|---|---|---|
| Provider | Mistral AI | Allen Institute for AI (Ai2) |
| Noometry Index | 30.6 | 39.1 |
| Rank | 290 | 174 |
| Context | 256K | — |
| Input $/M | $0.30 | — |
| Output $/M | $0.90 | — |
| Weights | Proprietary | Open |

## Coding

- Codestral: 27.3 (#321)
- Molmo 2 8b: —

| Benchmark | Codestral | Molmo 2 8b |
|---|---|---|
| Aider Polyglot | 11.1% | — |
| BigCodeBench Instruct | 41.8% | — |
| BigCodeBench Complete | 52.5% | — |
| ALE-Bench | 137.78 | — |
| HumanEval+ | 73.8% | — |
| MBPP+ | 61.9% | — |

## Reasoning

- Codestral: 19.8 (#251)
- Molmo 2 8b: 25.6 (#146)

| Benchmark | Codestral | Molmo 2 8b |
|---|---|---|
| Kagi LLM Benchmark | 32.5% | — |
| LMArena Hard Prompts | — | 1287 |

## Multimodal

- Codestral: —
- Molmo 2 8b: 30.2 (#112)

| Benchmark | Codestral | Molmo 2 8b |
|---|---|---|
| LMArena Vision | — | 1081 |

## Multilingual

- Codestral: —
- Molmo 2 8b: 42.7 (#190)

| Benchmark | Codestral | Molmo 2 8b |
|---|---|---|
| LMArena Non-English | — | 1276 |

## Instruction Following

- Codestral: —
- Molmo 2 8b: 67.0 (#201)

| Benchmark | Codestral | Molmo 2 8b |
|---|---|---|
| LMArena Instruction Following | — | 1270 |

## Writing & Preference

- Codestral: —
- Molmo 2 8b: 49.4 (#191)

| Benchmark | Codestral | Molmo 2 8b |
|---|---|---|
| LMArena Text | — | 1288 |

## FAQ

### Is Codestral better than Molmo 2 8b?

Molmo 2 8b is the stronger model overall, scoring 39.1 to 30.6 on the Noometry Index.

### How many benchmarks do Codestral and Molmo 2 8b share?

0 benchmarks have published results for both models. Codestral has 7 scored results on Noometry and Molmo 2 8b has 5.