# Kimi K2.7 Code vs Magistral Medium

> Kimi K2.7 Code is the stronger model overall, scoring 43.3 to 35.2 on the Noometry Index.

- Canonical page: https://noometry.com/compare/kimi-k2-7-code-vs-magistral-medium
- Last updated: 2026-10-11
- Shared benchmarks: 2

## Summary

- They share 2 benchmarks with published results for both. Kimi K2.7 Code scores higher in 4 categories and Magistral Medium in 0 categories; 4 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Kimi K2.7 Code leads 39.0 to 8.6.
- The biggest single-benchmark swing is CritPt: 10% for Kimi K2.7 Code and 0.3% for Magistral Medium.
- Kimi K2.7 Code is cheaper at $0.95 / $4 per million input/output tokens, against $2 / $5 for Magistral Medium.

## Snapshot

| | Kimi K2.7 Code | Magistral Medium |
|---|---|---|
| Provider | Moonshot AI | Mistral AI |
| Noometry Index | 43.3 | 35.2 |
| Rank | 94 | 227 |
| Context | 262K | 262K |
| Input $/M | $0.95 | $2 |
| Output $/M | $4 | $5 |
| Weights | Open | Open |

## Coding

- Kimi K2.7 Code: 42.9 (#95)
- Magistral Medium: 39.1 (#161)

| Benchmark | Kimi K2.7 Code | Magistral Medium |
|---|---|---|
| SciCode | 47.5% | 39.2% |
| DeepSWE | 30.5% | — |
| FrontierCode | 30.1% | — |
| LMArena WebDev | 1473 | — |
| WeirdML | 54.1% | — |
| LMArena Coding | — | 1319 |
| ALE-Bench | 886.23 | — |

## Agentic & Tool Use

- Kimi K2.7 Code: 24.0 (#122)
- Magistral Medium: —

| Benchmark | Kimi K2.7 Code | Magistral Medium |
|---|---|---|
| APEX-Agents | 37.6% | — |
| GBAEval | 0.9% | — |
| Vending-Bench 2 | 5,083 | — |

## Reasoning

- Kimi K2.7 Code: 39.0 (#61)
- Magistral Medium: 8.6 (#348)

| Benchmark | Kimi K2.7 Code | Magistral Medium |
|---|---|---|
| CritPt | 10% | 0.3% |
| ARC-AGI-2 | — | 0% |
| SimpleBench | 57.9% | — |
| Kagi LLM Benchmark | — | 16.2% |
| ARC-AGI-1 | — | 6.1% |
| Chess Puzzles | 21% | — |
| LMArena Hard Prompts | — | 1267 |
| Surface Evolver Bench | 48.8% | — |
| Epoch Capabilities Index | 149.97 | — |

## Math

- Kimi K2.7 Code: 52.9 (#48)
- Magistral Medium: 35.1 (#189)

| Benchmark | Kimi K2.7 Code | Magistral Medium |
|---|---|---|
| FrontierMath (Tiers 1-3) | 54% | — |
| FrontierMath Tier 4 | 12.2% | — |
| OTIS Mock AIME 2024-2025 | 95.6% | — |
| LMArena Math | — | 1250 |

## Knowledge

- Kimi K2.7 Code: 53.5 (#57)
- Magistral Medium: 33.5 (#202)

| Benchmark | Kimi K2.7 Code | Magistral Medium |
|---|---|---|
| GPQA Diamond | 87.9% | — |
| SimpleQA Verified | 36.5% | — |
| LMArena Expert | — | 1223 |

## Multilingual

- Kimi K2.7 Code: —
- Magistral Medium: 39.6 (#224)

| Benchmark | Kimi K2.7 Code | Magistral Medium |
|---|---|---|
| LMArena Non-English | — | 1232 |
| LMArena Chinese | — | 1227 |
| LMArena French | — | 1267 |
| LMArena German | — | 1248 |
| LMArena Japanese | — | 1175 |
| LMArena Korean | — | 1125 |
| LMArena Russian | — | 1224 |
| LMArena Spanish | — | 1271 |

## Instruction Following

- Kimi K2.7 Code: —
- Magistral Medium: 66.0 (#211)

| Benchmark | Kimi K2.7 Code | Magistral Medium |
|---|---|---|
| LMArena Instruction Following | — | 1254 |

## Long Context

- Kimi K2.7 Code: —
- Magistral Medium: 39.3 (#183)

| Benchmark | Kimi K2.7 Code | Magistral Medium |
|---|---|---|
| LMArena Longer Query | — | 1295 |

## Writing & Preference

- Kimi K2.7 Code: —
- Magistral Medium: 46.3 (#219)

| Benchmark | Kimi K2.7 Code | Magistral Medium |
|---|---|---|
| LMArena Text | — | 1255 |
| LMArena Creative Writing | — | 1245 |
| LMArena Multi-Turn | — | 1275 |

## FAQ

### Is Kimi K2.7 Code better than Magistral Medium?

Kimi K2.7 Code is the stronger model overall, scoring 43.3 to 35.2 on the Noometry Index.

### Which is cheaper, Kimi K2.7 Code or Magistral Medium?

Kimi K2.7 Code is cheaper. It lists at $0.95 per million input tokens and $4 per million output tokens; Magistral Medium lists at $2 and $5.

### Is Kimi K2.7 Code or Magistral Medium better for coding?

Kimi K2.7 Code scores higher on coding benchmarks: 42.9 versus 39.1 in the Noometry coding category.

### Which has the bigger context window?

Both accept 262K tokens.

### How many benchmarks do Kimi K2.7 Code and Magistral Medium share?

2 benchmarks have published results for both models. Kimi K2.7 Code has 19 scored results on Noometry and Magistral Medium has 22.