MoonshotAI

MoonshotAI: Kimi K2.5

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moonshotai/kimi-k2.5
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Kimi K2.5 is Moonshot AI's native multimodal model, built on Kimi K2 with continued pretraining over roughly 15T mixed visual and text tokens. It delivers state-of-the-art visual coding capability and a self-directed agent swarm paradigm, with strong general reasoning and agentic tool calling. Capabilities include vision, video input, reasoning, tool use, prompt caching, and web search, so it can read screens, diagrams, and clips and then act on them through tools. Both context and output reach 262K tokens; input is $0.60/M tokens with cache reads at $0.10/M, and web search is billed separately. Released 2026-01-27. Available via OpenAI and Anthropic protocols through Ofox.

Context Window
262K
Max Output Tokens
262K
Released
2026-01-27
Capabilities
VisionFunction CallingReasoningPrompt CachingWeb SearchVideo Input
Available Providers
MoonshotAIMoonshotBaiLianAliyun
Supported Protocols
OpenAIopenaiAnthropicanthropic

Providers

BaiLianAliyun
Input Tokens
$0.6/M
Output Tokens
$3/M
Cache Read
$0.12/M
Web Search
$0.0043/R
Protocols
Anthropicanthropic
MoonshotAIMoonshot
Input Tokens
$0.6/M
Output Tokens
$3/M
Cache Read
$0.1/M
Web Search
$0.0043/R
Protocols
OpenAIopenai/v1/chat/completions
Anthropicanthropic

Code Examples

from openai import OpenAI
client = OpenAI(
base_url="https://api.ofox.run/v1",
api_key="YOUR_OFOX_API_KEY",
)
response = client.chat.completions.create(
model="moonshotai/kimi-k2.5",
messages=[
{"role": "user", "content": "Hello!"}
],
)
print(response.choices[0].message.content)

Uptime & Status

Benchmarks

LMArenaEvaluated as kimi-k2.5-instant

MoonshotAI: Kimi K2.5 scores 1432 in the Overall category of the LMArena text leaderboard (style control), ranking #78 of 374 models based on 8,181 human preference votes (updated 2026-07-12).

Benchmark scores for kimi-k2.5-instant on LMArena
CategoryArena Score95% CIRankVotes
Overall143214251438#78 of 3748,181
Hard Prompts146114521469#64 of 3744,538
Coding150414901518#44 of 3691,805
Math144114171466#58 of 362513
Creative Writing139013731406#100 of 3721,273
Instruction Following143514231447#60 of 3742,231
Chinese147214341509#75 of 344242

Source: LMArena · CC BY 4.0 · Updated 2026-07-12 · Methodology · Ranks compare models within each category of the LMArena text leaderboard (style control). Scores come from third-party human preference evaluations, not from OFOX.

Frequently Asked Questions

MoonshotAI: Kimi K2.5 on Ofox.ai costs $0.6/M per million input tokens and $3/M per million output tokens. Pay-as-you-go, no monthly fees.