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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

28
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5
66.0
LS
程式碼能力榜96
77.0
AA
通用能力榜110
64.0
AA
數學推理42
80.0
LB
推理能力30
83.0
LB
科學能力91
74.0
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
Intelligence Index(Artificial Analysis)
26.3
Tau Banking
20.2

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43.8
首Token延遲1.15s
首回答延遲52.03s

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
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

比較該模型在不同 API 供應商之間的定價。

外部連結