Kimi K2.7 Code vs MiMo V2.5 Pro

Kimi K2.7 Code and MiMo V2.5 Pro match in llmrun Score, with values of 118.1 versus 116.4; neither fits 24 GB.

Model A · Moonshot AI

Kimi K2.7 Code

118.1llmrun Score

1026.9B · 33.3B active · 256K context · Other · Jun 2026

VisionCodeFunctions

Model B · Xiaomi

MiMo V2.5 Pro

116.4llmrun Score

1023.2B · 43.9B active · 1M context · MIT · Apr 2026

ChatFunctionsCode

Which should you choose?

Choose Kimi K2.7 Code if you want…

Also does vision
MiMo V2.5 Pro doesn't list it

Choose MiMo V2.5 Pro if you want…

Longer context window
1M vs 256K tokens
Also does chat
Kimi K2.7 Code doesn't list it
More permissive license
MIT vs Other

On your hardware

Each model at its default quant (Q4_K_M), a smaller one when it must. Estimates, ±20%.

MemoryKimi K2.7 CodeMiMo V2.5 Pro

8 GB

RTX 4060 · 8 GB tier

Kimi K2.7 Code

Doesn't fit

smallest quant needs 283.8 GB

MiMo V2.5 Pro

Doesn't fit

smallest quant needs 283.5 GB

12 GB

RTX 3060 12GB · 12 GB tier

Kimi K2.7 Code

Doesn't fit

smallest quant needs 283.8 GB

MiMo V2.5 Pro

Doesn't fit

smallest quant needs 283.5 GB

16 GB

RTX 5060 Ti 16GB · 16 GB tier

Kimi K2.7 Code

Doesn't fit

smallest quant needs 283.8 GB

MiMo V2.5 Pro

Doesn't fit

smallest quant needs 283.5 GB

24 GBreference

RTX 4090 · 24 GB tier

Kimi K2.7 Code

Doesn't fit

smallest quant needs 283.8 GB

MiMo V2.5 Pro

Doesn't fit

smallest quant needs 283.5 GB

32 GB

RTX 5090 · 32 GB tier

Kimi K2.7 Code

Doesn't fit

smallest quant needs 283.8 GB

MiMo V2.5 Pro

Doesn't fit

smallest quant needs 283.5 GB

48 GB

RTX A6000 · 48 GB tier

Kimi K2.7 Code

Doesn't fit

smallest quant needs 283.8 GB

MiMo V2.5 Pro

Doesn't fit

smallest quant needs 283.5 GB

Mac 32 GB

Mac Mini M4 · Macs

Kimi K2.7 Code

Doesn't fit

smallest quant needs 283.8 GB

MiMo V2.5 Pro

Doesn't fit

smallest quant needs 283.5 GB

Mac 64 GB

Mac Studio M4 Max · Macs

Kimi K2.7 Code

Doesn't fit

smallest quant needs 283.8 GB

MiMo V2.5 Pro

Doesn't fit

smallest quant needs 283.5 GB

Mac 128 GB

Mac Studio M4 Max · Macs

Kimi K2.7 Code

Doesn't fit

smallest quant needs 283.8 GB

MiMo V2.5 Pro

Doesn't fit

smallest quant needs 283.5 GB

Reference GPU: RTX 4090. Tinted cell = the better pick on that machine (fits, more headroom, or at least 10% faster).

llmrun Score

with its 90% range · bars share one scale

Kimi K2.7 Code MiMo V2.5 Pro

Overall

Kimi K2.7 Code

118.1115–121

MiMo V2.5 Pro

116.4111–122

Coding

Kimi K2.7 Code

114.8110–120

MiMo V2.5 Pro

115.6106–126

Agents

Kimi K2.7 Code

118.7112–125

MiMo V2.5 Pro

no data

Math

Kimi K2.7 Code

120.7116–125

MiMo V2.5 Pro

no data

Science

Kimi K2.7 Code

117.7107–128

MiMo V2.5 Pro

114.697–133

Reasoning

Kimi K2.7 Code

115.4106–125

MiMo V2.5 Pro

110.8102–120

Kimi K2.7 Code · #14 of 100 open models · #12 of 96 that fit ≤640 GB

MiMo V2.5 Pro · #17 of 100 open models · #14 of 96 that fit ≤640 GB

Benchmarks

3 shared boards: Kimi K2.7 Code leads 1, MiMo V2.5 Pro leads 2 · Benchmarks imported Oct 2026

BoardKimi K2.7 CodeMiMo V2.5 Pro

SciCode

Kimi K2.7 Code

47.8%#16/66 open

Lab-reportedEpoch AI · Jun 2026

MiMo V2.5 Pro

50.2%#10/66 open

Lab-reportedEpoch AI

ALE-Bench

Kimi K2.7 Code

886.2#16/43 open

Lab-reportedEpoch AI · Jun 2026

MiMo V2.5 Pro

899.8#14/43 open

Lab-reportedEpoch AI

CritPt

Kimi K2.7 Code

10.0%#11/66 open

Lab-reportedEpoch AI · Jun 2026

MiMo V2.5 Pro

4.0%#18/66 open

Lab-reportedEpoch AI

21 more boards (other shared and single-model boards)

LMArena WebDev

Kimi K2.7 Code

1473.8#19/52 open

ArenaLMArena · Oct 2026

MiMo V2.5 Pro

1481.3#18/52 open

ArenaLMArena · Oct 2026

Only Kimi K2.7 Code (16)

Only MiMo V2.5 Pro (4)

LMArena Text1467.3
DTBench84.5%
LMCA29.5%
ProofBench22.0%

VRAM by quantization

Memory to load the model and 2K context; below it, the total at 32K and 128K context. Lighter side in bold.

QuantKimi K2.7 CodeMiMo V2.5 Pro

Q2_K

Kimi K2.7 Code

440 GB~436.4 GB file

32K 439 GB · 128K 446 GB

MiMo V2.5 Pro

435 GB~434.9 GB file

32K 439 GB · 128K 449 GB

Q3_K_M

Kimi K2.7 Code

504 GB463.6 GB file

32K 503 GB · 128K 510 GB

MiMo V2.5 Pro

499 GB459.7 GB file

32K 503 GB · 128K 513 GB

Q4_K_M

Kimi K2.7 Code

620 GB~616.1 GB file

32K 619 GB · 128K 626 GB

MiMo V2.5 Pro

614 GB629.6 GB file

32K 618 GB · 128K 628 GB

Q5_K_M

Kimi K2.7 Code

736 GB~731.6 GB file

32K 734 GB · 128K 741 GB

MiMo V2.5 Pro

730 GB758.0 GB file

32K 733 GB · 128K 743 GB

Q6_K

Kimi K2.7 Code

851 GB~847.2 GB file

32K 850 GB · 128K 857 GB

MiMo V2.5 Pro

845 GB846.6 GB file

32K 848 GB · 128K 859 GB

Q8_0

Kimi K2.7 Code

1031 GB~1026.9 GB file

32K 1029 GB · 128K 1036 GB

MiMo V2.5 Pro

1024 GB1087.6 GB file

32K 1027 GB · 128K 1038 GB

11 more quants

IQ2_XXS

Kimi K2.7 Code

286 GB317.8 GB file

32K 285 GB · 128K 292 GB

MiMo V2.5 Pro

282 GB317.2 GB file

32K 285 GB · 128K 296 GB

IQ2_S

Kimi K2.7 Code

325 GB334.8 GB file

32K 324 GB · 128K 330 GB

MiMo V2.5 Pro

320 GB319.4 GB file

32K 324 GB · 128K 334 GB

IQ2_M

Kimi K2.7 Code

350 GB318.0 GB file

32K 349 GB · 128K 356 GB

MiMo V2.5 Pro

346 GB317.3 GB file

32K 349 GB · 128K 360 GB

IQ3_XXS

Kimi K2.7 Code

402 GB376.9 GB file

32K 401 GB · 128K 407 GB

MiMo V2.5 Pro

397 GB412.7 GB file

32K 400 GB · 128K 411 GB

IQ3_S

Kimi K2.7 Code

440 GB418.8 GB file

32K 439 GB · 128K 446 GB

MiMo V2.5 Pro

435 GB377.9 GB file

32K 439 GB · 128K 449 GB

Q3_K_L

Kimi K2.7 Code

530 GB493.9 GB file

32K 529 GB · 128K 536 GB

MiMo V2.5 Pro

not listed

IQ4_XS

Kimi K2.7 Code

556 GB495.1 GB file

32K 555 GB · 128K 561 GB

MiMo V2.5 Pro

551 GB490.7 GB file

32K 554 GB · 128K 564 GB

IQ4_NL

Kimi K2.7 Code

not listed

MiMo V2.5 Pro

576 GB501.3 GB file

32K 579 GB · 128K 590 GB

Q4_K_S

Kimi K2.7 Code

not listed

MiMo V2.5 Pro

576 GB588.5 GB file

32K 579 GB · 128K 590 GB

Q5_K_S

Kimi K2.7 Code

not listed

MiMo V2.5 Pro

704 GB713.2 GB file

32K 707 GB · 128K 718 GB

BF16

Kimi K2.7 Code

2058 GB~2053.8 GB file

32K 2056 GB · 128K 2063 GB

MiMo V2.5 Pro

2047 GB2046.7 GB file

32K 2050 GB · 128K 2061 GB

How to run each

Kimi K2.7 Code

Ollama · Q4_K_M

$ollama run hf.co/unsloth/Kimi-K2.7-Code-GGUF

All ways to run Kimi K2.7 Code →

MiMo V2.5 Pro

Ollama · Q4_K_M

$ollama run hf.co/unsloth/MiMo-V2.5-Pro-GGUF:Q4_K_M

All ways to run MiMo V2.5 Pro →

Specifications

Specifications of Kimi K2.7 Code and MiMo V2.5 Pro
Spec	Kimi K2.7 Code	MiMo V2.5 Pro
Publisher	Moonshot AI	Xiaomi
Parameters	1026.9B	1023.2B
Active parameters	33B per token	44B per token
Architecture	KimiK25ForConditionalGeneration	MiMoV2ForCausalLM
Context	256K tokens	1M tokens
Modalities	Vision, Code, Function-calling	Chat, Function-calling, Code
License	Other	MIT
Released	Jun 2026	Apr 2026

Frequently Asked Questions

Which is better, Kimi K2.7 Code or MiMo V2.5 Pro?

Kimi K2.7 Code and MiMo V2.5 Pro match in llmrun Score, with values of 118.1 versus 116.4; neither fits 24 GB. Choose Kimi K2.7 Code for also does vision; choose MiMo V2.5 Pro for longer context window and also does chat.

Which needs less VRAM, Kimi K2.7 Code or MiMo V2.5 Pro?

At Q4_K_M, Kimi K2.7 Code requires 620.0 GB while MiMo V2.5 Pro needs 614.5 GB, making MiMo V2.5 Pro the easier model to run on your local setup.

Can I run Kimi K2.7 Code or MiMo V2.5 Pro on a 16 GB GPU?

Kimi K2.7 Code does not fit (smallest quant needs 283.8 GB); MiMo V2.5 Pro does not fit (smallest quant needs 283.5 GB).

Which has a longer context window, Kimi K2.7 Code or MiMo V2.5 Pro?

Kimi K2.7 Code supports 262,144 tokens and MiMo V2.5 Pro supports 1,048,576 tokens.