Models Model details

MoonshotAI

MoonshotAI: Kimi K2.7 Code

moonshotai/kimi-k2.7-code

MoonshotAI: Kimi K2.7 Code is a coding-focused model in Moonshot AI's Kimi K2 family, built to complete end-to-end programming tasks reliably over long contexts. It uses a native multimodal mixture-of-experts architecture that accepts text and image input, and it always operates in a thinking mode, preserving full reasoning content across multi-turn conversations. With a 256K-token context window, it targets long-horizon coding, agentic task decomposition, and multi-turn dialogue. The model activates 32B parameters out of roughly 1T total.

Input
$0.6712

/ 1M tokens

Output
$3.35

/ 1M tokens

Context window
262.14K

tokens

Limits

Context

262,144

tokens

Max output

235,929

90% of the context window

Parameters

1,026,879,376,368

Model facts

Author

MoonshotAI

Tokenizer

Other

Modality

Text + Image -> Text

License

Other

Created

Jun 12, 2026

Hugging Face

moonshotai/Kimi-K2.7-Code

Reasoning

Required

Publication status

Hugging Face: verifiedLicense: publishedParameter count: published

Modalities

Input · TextInput · ImageOutput · Text

Generation controls

Frequency penaltyInclude reasoningLogit biasLogprobsMax tokensMin pParallel tool callsPresence penaltyReasoningRepetition penaltyResponse formatSeedStopStructured outputsTemperatureTool choiceToolsTop kTop logprobsTop p

Capability scores

21
Agentic index

Better than 53% of models compared

60.8
Coding index

Better than 66% of models compared

25.8
Intelligence index

Better than 65% of models compared

Agent tasks

Category performance

HTML slides
Top 34%

1201 Elo

53.6% win

Full-stack apps
Top 55%

1175 Elo

50.9% win

Godot games
Top 62%

1147 Elo

49.2% win

Web apps
Top 60%

1169 Elo

46.9% win

Mobile apps
Top 68%

1140 Elo

46.3% win

Android apps
Top 69%

1151 Elo

46.0% win

Slide decks
Top 75%

1154 Elo

44.7% win

Agentic games
Top 87%

1130 Elo

43.0% win

Creative tasks

Category performance

Websites
Top 30%

1265 Elo

51.4% win

UI components
Top 35%

1259 Elo

50.8% win

3D
Top 34%

1241 Elo

50.3% win

Code
Top 36%

1254 Elo

50.0% win

Data visualization
Top 44%

1227 Elo

48.6% win

ASCII art
Top 46%

1200 Elo

48.4% win

Games
Top 40%

1221 Elo

47.1% win

SVG
Top 50%

1176 Elo

44.4% win