MoonshotAI: Kimi K2.7 Code (batch)
MoonshotAI Kimi K2.7 Code is designed to handle both text and image inputs with a context length of 262,144 tokens, making it suitable for complex tasks requiring extensive contextual understanding. It supports reasoning and the use of tools, but does not generate structured output. While it performs well in coding scenarios (achieving a perfect score), its agentic capabilities are more limited. Considering its blended benchmark score of 73.5 across three independent evaluations, MoonshotAI Kimi K2.7 Code is a robust choice for those needing strong text and image processing abilities, especially in coding tasks. Its pricing at $0.475 per million input tokens and $2.0 per million output tokens makes it competitive; however, its agentic performance limitations mean it might not be the best fit for all applications.
Benchmark results
Independent, published benchmarks. Blended score 73.5 across 3 benchmarks, last refreshed 2026-08-13. How scoring works →
| Benchmark | Measures | Score |
|---|---|---|
| AI Index | broad capability composite | 71.0 |
| AI Index Coding | software engineering tasks | 100.0 |
| AI Index Agentic | multi-step tool-using tasks | 50.0 |
- Model ID
- moonshotai/kimi-k2.7-code:batch
- Vendor
- moonshotai
- Released
- June 2026
- Tokenizer
- Other
- Input Modalities
- text, image
- Output Modalities
- text
- Max Output
- default
- 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 $0.47/M input and $2.00/M output rates. Run your own numbers →
| Job | Tokens | Cost |
|---|---|---|
| Summarize a 50-page report | 30k in / 1.5k out | $0.02 |
| Classify 1,000 customer emails | 500k in / 50k out | $0.34 |
| A month of a busy support chatbot | 5M in / 2M out | $6.38 |
Category rankings
Where MoonshotAI: Kimi K2.7 Code (batch) places across the 10 categories it ranks in. How we rank →
| # | Category | Score |
|---|---|---|
| #6 | JSON ExtractionData · of 25 ranked | 148 |
| #6 | Bulk Data LabelingData · of 25 ranked | 134 |
| #6 | Dataset AnnotationResearch · of 25 ranked | 144 |
| #9 | Customer SupportBusiness · of 25 ranked | 133 |
| #11 | Image CaptioningVision · of 25 ranked | 121 |
| #12 | Short-Form SummarizationWriting · of 25 ranked | 130 |
| #12 | Email DraftingWriting · of 25 ranked | 126 |
| #12 | Language LearningEducation · of 25 ranked | 126 |
| #12 | Chat CompanionPersonal · of 25 ranked | 130 |
| #13 | Trivia & General KnowledgePersonal · of 25 ranked | 120 |
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Quick answers
- How much does MoonshotAI: Kimi K2.7 Code (batch) cost?
- $0.47 per million input tokens and $2.00 per million output tokens.
- What is MoonshotAI: Kimi K2.7 Code (batch)'s context window?
- 262,144 tokens, roughly 393 pages of text in a single request.
- Does MoonshotAI: Kimi K2.7 Code (batch) support tool calling?
- It supports tool calling, structured output, a reasoning mode.
- Can MoonshotAI: Kimi K2.7 Code (batch) process images?
- Yes, it accepts image input.