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Kimi K2.7 Code

KimiKimi开源权重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.

发布日期
2026-06-12
参数规模
1.0T
上下文长度
262K
支持模态
image, text, video

能力雷达图

28
general
59
coding
90
reasoning
64
science
80
agents
90
multimodal

排行榜排名

领域#排名分数来源
智能体能力模型榜5
66.0
LS
代码能力榜96
77.0
AA
通用能力榜110
64.0
AA
数学推理42
80.0
LB
推理能力30
83.0
LB
科学能力91
74.0
AA

基准测试分数 (LLM Stats)

(LLM Stats (zeroeval))

Agents

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

Code

DeepSWE 1.131.0%

Math

LiveBench71.9%

Reasoning

MCP Atlas76.0%自报
FrontierCode 1.130.1%

AA 评测指数

(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
Intelligence Index(Artificial Analysis)
26.3
Tau Banking
20.2

LLM Stats 分类评分

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

定价

输入价格$0.95 / 1M tokens
输出价格$4 / 1M tokens
混合价格(3:1)$1.712 / 1M tokens
缓存读取价格$0.15 / 1M tokens

速度

Tokens/秒43.5
首Token延迟1.15s
首回答延迟52.38s

供应商价格排行

供应商价格排行

34 个供应商

最便宜: DeepInfra最贵: TensorX
供应商输入输出
1DeepInfra最便宜
$0
$0
2routing.run
$0.275
$1.1
3CrofAI
$0.55
$2.25
4Ambient
$0.69
$3.49
5OpenRouter
$0.71
$3.5
6Venice AI
$0.75
$3.5
7Cortecs
$0.75
$3.5
8ai&
$0.75
$3.5
9Melious
$0.81144
$3.4776
10GreenPT
$0.9006
$4.389
11Kimi主要
$0.95
$4
12302.AI
$0.95
$4
13NanoGPT
$0.95
$4
14OpenCode Go
$0.95
$4
15ZenMux
$0.95
$4
16NovitaAI
$0.95
$4
17Kilo Gateway
$0.95
$4
18GitHub Copilot
$0.95
$4
19OpenCode Zen
$0.95
$4
20Ollama Cloud
$0.95
$4
21AIHubMix
$0.95
$3.9995
22Moonshot AI (China)
$0.95
$4
23Requesty
$0.95
$4
24Vercel AI Gateway
$0.95
$4
25DevPass (LLM Gateway)
$0.95
$4
26Azure
$0.95
$4
27Moonshot AI
$0.95
$4
28Neuralwatt
$0.95
$4
29HPC-AI
$0.95
$4
30EmpirioLabs AI
$0.95
$4
31Ofox
$0.95
$4
32OpenReason
$1.0022
$4.22
33Charm Hyper
$1.03436
$4.3552
34TensorX
$1.25
$4.5

比较该模型在不同 API 供应商之间的定价。

外部链接