moonshotai

MoonshotAI: Kimi K2.7 Code

Quality Score
100/100
price + capability + benchmarks
Input Price
$0.60
per 1M tokens · checked 2026-11-07
Output Price
$3.50
per 1M tokens · checked 2026-11-07
Context Window
262,144
tokens

Kimi K2.7 Code is a Moonshot AI model that accepts text and image input and supports tool calling and reasoning. It offers a 262,144-token context window with up to 235,929 completion tokens, enough to take in large codebases or long documents and return lengthy outputs in a single pass. The facts available do not confirm structured output support or whether the weights are open, so teams that depend on either should verify before committing. Shortlist it if coding is the priority and output cost matters. At $0.60 per million input tokens and $3.50 per million output tokens, it is priced in a moderate range, and it posts a top coding index score of 100.0 alongside a blended score of 74.1 across three benchmarks. Its agentic score of 48.8 is notably weaker, so for multi-step autonomous workflows it warrants side-by-side testing against alternatives, and coverage of only three benchmarks leaves its broader standing partly unproven.

Benchmark results

Independent, published benchmarks. Blended score 74.1 across 3 benchmarks, last refreshed 2026-11-08. How scoring works →

BenchmarkMeasuresScore
AI Index broad capability composite 69.2
AI Index Coding software engineering tasks 100.0
AI Index Agentic multi-step tool-using tasks 48.8
Model ID
moonshotai/kimi-k2.7-code
Vendor
moonshotai
Released
June 2026
Tokenizer
Other
Input Modalities
text, image
Output Modalities
text
Max Output
235,929 tokens
Tool Calling
✓ supported
Structured Output
✓ supported
Reasoning Mode
✓ supported
Vision
✓ accepts images
Audio
no
Moderated
no

What it costs in practice

Computed from the current $0.60/M input and $3.50/M output rates. Run your own numbers →

JobTokensCost
Summarize a 50-page report 30k in / 1.5k out $0.02
Classify 1,000 customer emails 500k in / 50k out $0.47
A month of a busy support chatbot 5M in / 2M out $10.00

Price & spec history

Tracked daily by PicksByModel since 2026-07-17.

DateInput /MOutput /MContext
2026-10-31 $0.60 $3.50 262,144
2026-10-27 $0.56 $3.10 262,144
2026-09-30 $0.67 $3.35 262,144
2026-09-25 $0.66 $3.30 262,144
2026-09-23 $0.71 $3.30 262,144
2026-09-16 $0.71 $3.21 262,144
2026-09-08 $0.71 $3.50 262,144
2026-08-28 $0.66 $3.40 262,144
2026-08-21 $0.67 $3.40 262,144
2026-08-15 $0.71 $3.50 262,144
2026-08-13 $0.67 $3.40 262,144
2026-08-06 $0.70 $3.50 262,144
2026-07-27 $0.73 $3.50 262,144
2026-07-26 $0.75 $3.50 262,144
2026-07-25 $0.78 $3.50 262,144
2026-07-24 $0.71 $3.50 262,144
2026-07-21 $0.82 $3.75 262,144
2026-07-19 $0.85 $3.80 262,144
2026-07-18 $1.00 $4.40 262,144
2026-07-17 $0.75 $3.50 262,144

Category rankings

Where MoonshotAI: Kimi K2.7 Code places across the 10 categories it ranks in. How we rank →

#CategoryScore
#7 Image CaptioningVision · of 25 ranked 121
#9 JSON ExtractionData · of 25 ranked 147
#10 Dataset AnnotationResearch · of 25 ranked 143
#11 Bulk Data LabelingData · of 25 ranked 134
#11 Short-Form SummarizationWriting · of 25 ranked 130
#11 Email DraftingWriting · of 25 ranked 126
#11 Language LearningEducation · of 25 ranked 126
#11 Chat CompanionPersonal · of 25 ranked 130
#12 Customer SupportBusiness · of 25 ranked 133
#12 Trivia & General KnowledgePersonal · of 25 ranked 120

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Quick answers

How much does MoonshotAI: Kimi K2.7 Code cost?
$0.60 per million input tokens and $3.50 per million output tokens.
What is MoonshotAI: Kimi K2.7 Code's context window?
262,144 tokens, roughly 393 pages of text in a single request.
Does MoonshotAI: Kimi K2.7 Code support tool calling?
It supports tool calling, structured output, a reasoning mode.
Can MoonshotAI: Kimi K2.7 Code process images?
Yes, it accepts image input.

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