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Kimi K2.7 Code

KimiKimi開源權重Modified MIT License

描述

Kimi K2.7 Code is Moonshot AI's coding-focused agentic model built on Kimi K2.6. It improves real-world long-horizon coding task completion, instruction following, and token efficiency while reducing thinking-token usage by approximately 30% versus Kimi K2.6. The model uses a native multimodal Mixture-of-Experts architecture with 1T total parameters, 32B activated parameters, a 256K-token context window, image and video input support, and forced thinking with preserve_thinking enabled for multi-turn coding agent workflows.

發布日期
2026-06-12
參數規模
1.0T
上下文長度
262K
支援模態
image, text, video

能力雷達圖

35
general
59
coding
90
reasoning
64
science
80
agents
90
multimodal

排行榜排名

領域#排名分數來源
智慧體能力模型榜16
64.0
LS
程式碼能力榜87
77.0
AA
通用能力榜96
82.0
AA
數學推理51
80.0
LB
科學能力76
72.0
AA

基準測試分數 (LLM Stats)

(LLM Stats (zeroeval))

Agents

MCP-Mark81.1%自報
Kimi Code Bench v262.0%自報
Program Bench53.6%自報
Kimi Claw 24/7 Bench46.9%自報
MLS-Bench Lite35.1%自報

Code

DeepSWE 1.131.0%

Math

LiveBench71.9%

Reasoning

MCP Atlas76.0%自報
FrontierCode 1.130.1%

AA 評測指數

(Artificial Analysis)
Tau2(Sierra + U Toronto + Vector Institute (2025))
90.1
Gpqa(NYU + Cohere + Anthropic (2023))
89.6
Lcr(Artificial Analysis)
79.3
Terminalbench V2 1
67.4
Ifbench(Google Research (2023))
63.1
Coding Index(Artificial Analysis)
60.8
Scicode(UIUC + Argonne National Lab (2024))
47.8
Terminalbench Hard(Stanford × Laude Institute (2026))
44.7
Hle(Center for AI Safety + Scale AI (2025))
35.0
Tau Banking
20.2
Terminalbench V4 0
1.0

LLM Stats 分類評分

(LLM Stats (zeroeval))
Tool Calling
80
Math
70
Reasoning
50
General
50
Agents
50
Code
50

定價

輸入價格$0.95 / 1M tokens
輸出價格$4 / 1M tokens
混合價格(3:1)$1.712 / 1M tokens
快取讀取價格$0.15 / 1M tokens

速度

Tokens/秒60.4
首Token延遲1.06s
首回答延遲37.95s

供應商價格排行

供應商價格排行

34 個供應商

最便宜: DeepInfra最貴: TensorX
供應商輸入輸出
1DeepInfra最便宜
$0
$0
2routing.run
$0.275
$1.1
3OpenRouter
$0.56
$3.1
4Kilo Gateway
$0.56
$3.1
5Kenari
$0.57143
$2.85714
6NanoGPT
$0.6
$3
7Melious
$0.61325
$3.28925
8Cortecs
$0.656
$3.3
9IteraCompute
$0.69
$3.29
10DevPass (LLM Gateway)
$0.737
$3.08
11Venice AI
$0.75
$3.5
12GreenPT
$0.86356
$4.31778
13Kimi主要
$0.95
$4
14302.AI
$0.95
$4
15OpenCode Go
$0.95
$4
16ZenMux
$0.95
$4
17Novita AI
$0.95
$4
18GitHub Copilot
$0.95
$4
19OpenCode
$0.95
$4
20Ollama Cloud
$0.95
$4
21AIHubMix
$0.95
$3.9995
22Azure Cognitive Services
$0.95
$4
23Requesty
$0.95
$4
24Vercel AI Gateway
$0.95
$4
25Azure
$0.95
$4
26Moonshot AI
$0.95
$4
27Neuralwatt
$0.95
$4
28HPC-AI
$0.95
$4
29EmpirioLabs AI
$0.95
$4
30Ofox
$0.95
$4
31Moonshot AI (China)
$0.9711
$4.0337
32OpenReason
$1.0022
$4.22
33Charm Hyper
$1.03436
$4.3552
34TensorX
$1.25
$4.5

比較該模型在不同 API 供應商之間的定價。

外部連結