MoonshotAI: Kimi K2.7 Code
Kimi K2.7 Code is a text-and-image input model from MoonshotAI with a 262,144-token context window that matches its maximum output length, making it suited for long-document workflows. It supports tool use and reasoning, and its name signals a coding orientation, which the benchmark data backs up: it scores a perfect 100.0 on the AI Index coding subset while sitting at 48.8 on agentic tasks. For comparison purposes, the model's blended score of 74.3 spans only three benchmarks, so treat that figure as directional rather than comprehensive. At $0.612 per million input tokens and $3.069 per million output tokens, it sits in a mid-range price tier. Teams prioritizing code generation over general or agentic workloads are the clearest fit, while those needing structured output support should note that capability is unconfirmed from available data.
- Model ID
- moonshotai/kimi-k2.7-code
- Vendor
- moonshotai
- Tokenizer
- Other
- Input Modalities
- text, image
- Output Modalities
- text
- Max Output
- 262,144 tokens
- Tool Calling
- ✓ supported
- Structured Output
- ✓ supported
- Reasoning Mode
- ✓ supported
- Vision
- ✓ accepts images
- Audio
- no
- Moderated
- no
Strong choice for
JSON Extraction
Bulk Data Labeling
Short-Form Summarization
Email Drafting
Language Learning
Customer Support
Category rankings
Where MoonshotAI: Kimi K2.7 Code places across the 48 categories it ranks in. How we rank →
| # | Category | Score |
|---|---|---|
| #2 | JSON ExtractionData · of 25 ranked | 147 |
| #2 | Image CaptioningVision · of 25 ranked | 121 |
| #3 | Dataset AnnotationResearch · of 25 ranked | 143 |
| #4 | Customer SupportBusiness · of 25 ranked | 133 |
| #5 | Bulk Data LabelingData · of 25 ranked | 134 |
| #5 | Short-Form SummarizationWriting · of 25 ranked | 130 |
| #5 | Email DraftingWriting · of 25 ranked | 126 |
| #5 | Language LearningEducation · of 25 ranked | 126 |
| #5 | Chat CompanionPersonal · of 25 ranked | 130 |
| #5 | Trivia & General KnowledgePersonal · of 25 ranked | 120 |
| #8 | Sales / Cold EmailBusiness · of 25 ranked | 122 |
| #8 | Job Application DraftingBusiness · of 25 ranked | 122 |
| #8 | Diagram ExtractionVision · of 25 ranked | 147 |
| #8 | Journaling HelperPersonal · of 25 ranked | 122 |
| #8 | Recipe GenerationPersonal · of 25 ranked | 122 |
| #9 | Function / Tool CallingAgents · of 25 ranked | 148 |
| #10 | Frontend Component DesignCode · of 25 ranked | 142 |
| #10 | Resume WritingBusiness · of 25 ranked | 116 |
| #10 | Chart & Graph ReadingVision · of 25 ranked | 148 |
| #10 | Browser AutomationAgents · of 25 ranked | 163 |
| #11 | SOP / Process DocsBusiness · of 25 ranked | 135 |
| #11 | Screenshot DebuggingVision · of 25 ranked | 138 |
| #12 | Regex WritingCode · of 25 ranked | 133 |
| #12 | Marketing CopyWriting · of 25 ranked | 127 |
| #12 | Language TranslationWriting · of 25 ranked | 133 |
| #12 | Standardized Test PrepEducation · of 25 ranked | 127 |
| #12 | Tutoring for KidsPersonal · of 25 ranked | 133 |
| #13 | OCR / Document ParsingData · of 25 ranked | 142 |
| #13 | Table Extraction from PDFsData · of 25 ranked | 142 |
| #13 | Fitness CoachingPersonal · of 25 ranked | 131 |
| #14 | Data AnalysisData · of 25 ranked | 162 |
| #14 | Financial AnalysisProfessional · of 25 ranked | 152 |
| #14 | Math TutoringEducation · of 25 ranked | 142 |
| #14 | Experiment DesignResearch · of 25 ranked | 151 |
| #19 | SQL GenerationCode · of 25 ranked | 163 |
| #19 | Unit Test GenerationCode · of 25 ranked | 147 |
| #19 | Agent WorkflowsAgents · of 25 ranked | 175 |
| #19 | Coding AgentsAgents · of 25 ranked | 175 |
| #20 | Bug FixingCode · of 25 ranked | 165 |
| #20 | Scientific CodingResearch · of 25 ranked | 165 |
| #21 | CI/CD PipelinesCode · of 25 ranked | 138 |
| #21 | CSV / Spreadsheet CleanupData · of 25 ranked | 147 |
| #23 | Code ReviewCode · of 25 ranked | 155 |
| #23 | Physics TutoringEducation · of 25 ranked | 139 |
| #23 | Essay GradingEducation · of 25 ranked | 155 |
| #24 | RFP ResponseBusiness · of 25 ranked | 160 |
| #25 | ETL ScriptingData · of 25 ranked | 144 |
| #25 | Medical Note SummarizationProfessional · of 25 ranked | 144 |