moonshotai

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.

Quality Score
100/100
price + capability + benchmarks
Input Price
$0.61
per 1M tokens
Output Price
$3.07
per 1M tokens
Context Window
262,144
tokens
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

Category rankings

Where MoonshotAI: Kimi K2.7 Code places across the 48 categories it ranks in. How we rank →

#CategoryScore
#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

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