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Kimi K2.7 Code

moonshot/kimi-k2.7-code
  • Moonshot AI
  • Family · Kimi K2 Code
  • Released 12 Jun 2026
  • Open weights
  • Text · Image → Text
  • Tools · JSON · Vision
Spec & list price
Context256K
Max output236K
Input / 1M$0.60
Output / 1M$3.505.8× input
Scores · standing
Intelligence25.8#89/489
Coding60.8#41/196
Usage
Tokens / day4.0B▼ 19% 7d
Usage rank#129
Requests / day68.6K
Tool calls / req0.46
Per request · 30 days
Avg input41.5K2.8× median
Avg output1.0K1.5× median
Cache hit84%1.2× median
Reasoning share61%about median
Tool-call failures1%0.5× median

Benchmarks

bar = share of the top score · Benchmark data: Artificial Analysis
GPQA Diamond#47 of 445
89.6%
τ²-Bench#52 of 319
90.1%
Long-context reasoning#61 of 393
79.3%
IFBench#91 of 328
63.1%
Coding index#41 of 196
60.8
Terminal-Bench 2.1#44 of 182
67.4%
SciCode#71 of 160
47.8%
Terminal-Bench Hard#23 of 311
44.7%
Speed · median across 12 providers, latest day
Output speed#251/33445 tok/s1.5× slower than median
Fastest provider121 tok/sbest of 12 providers
First token#2121.41 s1.4× longer than median
First answer token#8748 sthinking included

#15 cheapest of 27 with a similar score

Value
Intelligence Index
202224262830$0.5$1$2Kimi K2.7 Code
Blended price per 1M tokens (log)

Technical details

Tokenizer
Other
License
other
Parameters
1T
Moderation
none
Downloads · likes
83.3K · 1.4K
Request parameters 20
  • tools
  • tool_choice
  • parallel_tool_calls
  • response_format
  • structured_outputs
  • reasoning
  • include_reasoning
  • temperature
  • top_p
  • top_k
+10 more
  • min_p
  • max_tokens
  • stop
  • seed
  • frequency_penalty
  • logit_bias
  • logprobs
  • presence_penalty
  • repetition_penalty
  • top_logprobs

When to use

Best for

  • Coding agents that edit codebases
  • Front-end and landing page generation
  • Terminal-based coding workflows
  • Screenshot-to-code with image input
  • Self-hosted coding assistants

Think twice for

  • General chat on a budget
  • Video input
  • New projects (usage is declining)

Research papers

Alternatives

other vendors · similar capability

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