GPQA DiamondVerified
89.6%
GPQA Diamond (AA run)
Models / Moonshot
Kimi K2.7 Code
Kimi · Released 2026-06-12
Moonshot's June 2026 coding-specialist Kimi release. Kimi's docs position `kimi-k2.7-code` as its most capable coding model, with a 256K context window, multimodal tool examples, mandatory thinking mode, and stronger long-horizon coding reliability than K2.6.
Budget coding agent model for repo-scale refactors, code review, MCP tool workflows, and long debugging loops where K2.6 was close but too token-hungry.
Composite63
Context262K
Input / 1M$0.95
Output / 1M$4.0
Knowledge cutoffopen
Output speed70 t/s
Statussolid
Family profile
Best published score in each covered benchmark family.
71/100 avg
- Reasoning
- 90
- Coding
- 48
- Agentic
- 67
- Long context
- 79
4 tested benchmark families
Editor's note
K2.7 Code is not a general-chat replacement for K2.6; it is a coding-agent branch. The strongest launch claims are still first-party, so the tool stays solid rather than flagship until independent rows land in the ledger.Benchmark placements
Per-benchmark positions
Where Kimi K2.7 Code places on each public benchmark source that publishes a row. Rank counts every model with a latest row in the same test — not a universal quality score.
| Benchmark | Family | Rank | Score | Source | Date |
|---|---|---|---|---|---|
| Terminal-Bench | Agentic | #45/ 167 | 67 | Artificial Analysis | 2026-09-28 |
| GPQA Diamond | Reasoning | #50/ 184 | 90 | Artificial Analysis | 2026-09-28 |
| AA-LCR | Long context | #51/ 184 | 79 | Artificial Analysis | 2026-09-28 |
| SciCode | Coding | #56/ 97 | 48 | Artificial Analysis | 2026-09-28 |
| Humanity's Last Exam | Reasoning | #62/ 186 | 35 | Artificial Analysis | 2026-09-28 |
| AA output speed | Performance | #87/ 195 | Artificial Analysis | 2026-10-12 |
Family context
Strongest rows in each family
The three highest-scoring models with pages in each capability family. Where Kimi K2.7 Code shows up, it's highlighted.
ReasoningKimi K2.7 Code · 90
- 196
- 295
- 395
Math
- 152
- 252
- 350
CodingKimi K2.7 Code · 48
- 174
- 273
- 370
AgenticKimi K2.7 Code · 67
- 191
- 289
- 389
Long contextKimi K2.7 Code · 79
- 189
- 286
- 385
Newest receipts
6 recentLast 120 days
Benchmark rows added to the public ledger for Kimi K2.7 Code in the last 120 days. Older rows live in the full table below.
| Benchmark | Family | Score | Source | Days ago |
|---|---|---|---|---|
| AA output speed | Performance | 70 t/s | Artificial Analysis | 10 |
| AA-LCR | Long context | 79.33% | Artificial Analysis | 24 |
| GPQA Diamond | Reasoning | 89.6% | Artificial Analysis | 24 |
| Humanity's Last Exam | Reasoning | 35% | Artificial Analysis | 24 |
| SciCode | Coding | 47.8% | Artificial Analysis | 24 |
| Terminal-Bench | Agentic | 67.42% | Artificial Analysis | 24 |
Family coverage
Best score per family
A high composite that hides a weak family is a trap. These bars surface the families where this model hasn't been publicly tested, and where it leads.
Price vs. performance
Where Kimi K2.7 Code sits on the scatter
Hover any dot for name, score, and input price. Keyboard: tab through the top twelve, or use the ranking below.
AnthropicOpenAIGoogleAlibabaMetaZhipuxAIDeepSeekMiniMaxXiaomiMoonshotOtherMeituanMistralNVIDIACohere
Full benchmark ledger
Every catalog benchmark for Kimi K2.7 Code. Scores link to the original source; gaps mean no public row exists yet.
6 of 13 catalog benchmarks have a sourced row for Kimi K2.7 Code.
Reasoning
Humanity's Last ExamVerified
35%
HLE (AA run)
Coding
SciCodeVerified
47.8%
SciCode (AA run)
Agentic
Terminal-BenchVerified
67.42%
Terminal-Bench v2.1 (AA run)
Long context
AA-LCRVerified
79.33%
AA-LCR (AA run)
Performance
AA output speedVerified
70 t/s
Median output tokens/s (1k prompt, default provider)
Changelog
Version history
- Released Kimi K2.7 Code with 256K context, mandatory thinking mode, multimodal tool examples, and reported 30% lower reasoning-token usage versus K2.6.
Sources
Where the numbers come from
- Kimi K2.7 Code docs· checked 2026-06-14
- Kimi Code· checked 2026-06-14
- Kimi K2.7 Code on Hugging Face· checked 2026-06-14
- MarkTechPost release coverage· checked 2026-06-14
Questions this model page answers
Every answer below is assembled from the dated fields on this page. Nothing is written separately for search.
What is Kimi K2.7 Code?
Kimi K2.7 Code is a Moonshot model: Moonshot's June 2026 coding-specialist Kimi release. Kimi's docs position `kimi-k2.7-code` as its most capable coding model, with a 256K context window, multimodal tool examples, mandatory thinking mode, and stronger long-horizon coding reliability than K2.6.
What is Kimi K2.7 Code for?
Budget coding agent model for repo-scale refactors, code review, MCP tool workflows, and long debugging loops where K2.6 was close but too token-hungry.
What does Kimi K2.7 Code cost?
Kimi K2.7 Code lists $0.95 input and $4.0 output per 1M tokens. Pricing last checked 2026-06-14.
How large is the Kimi K2.7 Code context window?
Kimi K2.7 Code publishes a 262K token context window.
What is the VerdictPal status of Kimi K2.7 Code?
Kimi K2.7 Code carries Solid status on the model atlas.
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