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Kimi K2.6

Moonshot AIOpen weightsReasoningProvisionalReleased Apr 20, 2026Input: text, image
Overall score
58.4
Rank 60 of 222 · 48.7–68.1
Context window
256K
256,000 tokens
Price per 1M tokens
$0.95 in · $4.00 out
Source: BenchLM
Blended price
$1.71
3:1 input:output tokens
Output speed
—
Not measured yet

Category scores

Scores per capability area with the model's rank among ranked models in that category.

  1. 1Math#476.8
  2. 2Multimodal#2773.8
  3. 3Agentic & tool use#6165.9
  4. 4Knowledge#4962.6
  5. 5Coding#5962.4
Higher is better. #N is the model's rank in that category, where it is eligible to be ranked.

Benchmark results (30)

As reported in system cards, papers and public evaluations. Position compares this model with every other model reporting the same benchmark.

Agentic & tool use

Gert Labs56.82#15 of 52
BrowseComp83.2#21 of 50
MCP Atlas55.9#33 of 42
Terminal-Bench 2.066.7#10 of 39
Claw-Eval62.3#19 of 36
OSWorld-Verified73.1#19 of 35
OSWorld 2.04.6#22 of 24
Toolathlon50.0#10 of 22
DeepSearchQA92.5#6 of 20
ResearchClawBench18.0#8 of 19
WideResearch80.8#5 of 16

Multimodal

Design Arena Website1269#29 of 91
MMMU-Pro79.4#13 of 48
CharXiv80.4#27 of 42
MathVision87.4#11 of 20
V*96.9#1 of 12
MMMU-Pro w/ Python80.1#6 of 9

Math

FrontierMath v2 (Tiers 1-3)57.193#36 of 64
FrontierMath v2 (Tier 4)25.641#34 of 51
AIME2696.4#5 of 29
HMMT Feb 202692.7#6 of 24
MMAnswerBench86.0#2 of 10

Coding

SWE-bench Verified80.2#17 of 98
SWE-bench Pro58.6#31 of 69
LiveCodeBench v689.6#8 of 46
SciCode52.2#4 of 23

Knowledge

GPQA90.5#22 of 117
HLE34.7#38 of 69

Multilingual

SWE Multilingual76.7#21 of 46

Pricing by source

USD per 1M tokens.

SourceInputOutputCached in
List price (BenchLM)$0.95$4.00$0.16
OpenRouter moonshotai/kimi-k2.6$0.65$3.41$0.15

Moonshot's Kimi API chat pricing page, read September 25, 2026, lists kimi-k2.6 at $0.95 cache-miss input / $0.16 cache-hit input / $4.00 output per million tokens.

Arena ratings

Human-preference ratings from LMArena. Best-rated variant shown.

Text1455#44 · 40K votes
WebDev (coding)1510#59 · 10.2K votes
Vision1282#34 · 16.4K votes
Documents1451#27 · 11.3K votes

Open weights

From the Hugging Face repository.

Parameters
1.03T
Licence
other
Downloads (30 days)
366.9K

Speed

Measured by us through OpenRouter (median of trials).

Not measured yet.

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