# Kimi K2.7 Code vs MiMo-V2-Pro

> Kimi K2.7 Code and MiMo-V2-Pro score almost the same on the Noometry Index (43.3 vs 43.0), so choose on price, context window or the category you care about most.

- Canonical page: https://noometry.com/compare/kimi-k2-7-code-vs-mimo-v2-pro
- 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 3 categories and MiMo-V2-Pro in 1 category; 3 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Kimi K2.7 Code leads 39.0 to 22.1.
- MiMo-V2-Pro is cheaper at $0.43 / $0.87 per million input/output tokens, against $0.95 / $4 for Kimi K2.7 Code.
- MiMo-V2-Pro accepts more context: 1.05M tokens versus 262K.
- Kimi K2.7 Code has downloadable open weights; the other is API-only.

## Snapshot

| | Kimi K2.7 Code | MiMo-V2-Pro |
|---|---|---|
| Provider | Moonshot AI | Xiaomi |
| Noometry Index | 43.3 | 43.0 |
| Rank | 94 | 103 |
| Context | 262K | 1.05M |
| Input $/M | $0.95 | $0.43 |
| Output $/M | $4 | $0.87 |
| Weights | Open | Proprietary |

## Coding

- Kimi K2.7 Code: 42.9 (#95)
- MiMo-V2-Pro: 43.8 (#83)

| Benchmark | Kimi K2.7 Code | MiMo-V2-Pro |
|---|---|---|
| LMArena WebDev | 1473 | 1433 |
| ALE-Bench | 886.23 | 785.17 |
| DeepSWE | 30.5% | — |
| FrontierCode | 30.1% | — |
| SciCode | 47.5% | — |
| WeirdML | 54.1% | — |
| LMArena Coding | — | 1476 |

## Agentic & Tool Use

- Kimi K2.7 Code: 24.0 (#122)
- MiMo-V2-Pro: —

| Benchmark | Kimi K2.7 Code | MiMo-V2-Pro |
|---|---|---|
| APEX-Agents | 37.6% | — |
| GBAEval | 0.9% | — |
| Vending-Bench 2 | 5,083 | — |

## Reasoning

- Kimi K2.7 Code: 39.0 (#61)
- MiMo-V2-Pro: 22.1 (#206)

| Benchmark | Kimi K2.7 Code | MiMo-V2-Pro |
|---|---|---|
| SimpleBench | 57.9% | — |
| NYT Connections (extended) | — | 25.8% |
| CritPt | 10% | — |
| Chess Puzzles | 21% | — |
| Thematic Generalization | — | 45.9% |
| LMArena Hard Prompts | — | 1457 |
| Surface Evolver Bench | 48.8% | — |
| Epoch Capabilities Index | 149.97 | — |

## Math

- Kimi K2.7 Code: 52.9 (#48)
- MiMo-V2-Pro: 39.5 (#102)

| Benchmark | Kimi K2.7 Code | MiMo-V2-Pro |
|---|---|---|
| FrontierMath (Tiers 1-3) | 54% | — |
| FrontierMath Tier 4 | 12.2% | — |
| OTIS Mock AIME 2024-2025 | 95.6% | — |
| LMArena Math | — | 1447 |

## Knowledge

- Kimi K2.7 Code: 53.5 (#57)
- MiMo-V2-Pro: 41.4 (#111)

| Benchmark | Kimi K2.7 Code | MiMo-V2-Pro |
|---|---|---|
| GPQA Diamond | 87.9% | — |
| SimpleQA Verified | 36.5% | — |
| LMArena Expert | — | 1478 |

## Multilingual

- Kimi K2.7 Code: —
- MiMo-V2-Pro: 52.7 (#81)

| Benchmark | Kimi K2.7 Code | MiMo-V2-Pro |
|---|---|---|
| LMArena Non-English | — | 1416 |
| LMArena Chinese | — | 1456 |
| LMArena French | — | 1469 |
| LMArena German | — | 1417 |
| LMArena Japanese | — | 1366 |
| LMArena Korean | — | 1400 |
| LMArena Russian | — | 1427 |
| LMArena Spanish | — | 1457 |

## Instruction Following

- Kimi K2.7 Code: —
- MiMo-V2-Pro: 76.0 (#49)

| Benchmark | Kimi K2.7 Code | MiMo-V2-Pro |
|---|---|---|
| LMArena Instruction Following | — | 1445 |

## Long Context

- Kimi K2.7 Code: —
- MiMo-V2-Pro: 41.5 (#138)

| Benchmark | Kimi K2.7 Code | MiMo-V2-Pro |
|---|---|---|
| CL-bench | — | 15.7% |
| CL-bench Life | — | 6.9% |
| LMArena Longer Query | — | 1455 |

## Writing & Preference

- Kimi K2.7 Code: —
- MiMo-V2-Pro: 62.8 (#70)

| Benchmark | Kimi K2.7 Code | MiMo-V2-Pro |
|---|---|---|
| LMArena Text | — | 1436 |
| LMArena Creative Writing | — | 1415 |
| LMArena Multi-Turn | — | 1456 |

## FAQ

### Is Kimi K2.7 Code better than MiMo-V2-Pro?

Kimi K2.7 Code and MiMo-V2-Pro score almost the same on the Noometry Index (43.3 vs 43.0), so choose on price, context window or the category you care about most.

### Which is cheaper, Kimi K2.7 Code or MiMo-V2-Pro?

MiMo-V2-Pro is cheaper. It lists at $0.43 per million input tokens and $0.87 per million output tokens; Kimi K2.7 Code lists at $0.95 and $4.

### Is Kimi K2.7 Code or MiMo-V2-Pro better for coding?

They score almost the same on coding (42.9 vs 43.8); test both on your own repository before choosing.

### Which has the bigger context window?

MiMo-V2-Pro does, with 1.05M tokens against 262K.

### How many benchmarks do Kimi K2.7 Code and MiMo-V2-Pro share?

2 benchmarks have published results for both models. Kimi K2.7 Code has 19 scored results on Noometry and MiMo-V2-Pro has 23.