Skip to content
ModelCap

Kimi K2.7 Code

Current board #90Restricted license

Moonshot AI·moonshotai/kimi-k2.7-code

Kimi K2.7 Code is a language model published by Moonshot AI. 15 OpenRouter endpoints are published in the latest snapshot. It accepts text, image input and returns text. The published context limit is 262K tokens. The catalogue declares support for reasoning, tool use, structured outputs.

ModelCap Index · Current board
21.2#90
Measured · 3% support · score interval 21.2–40.8
Market Gravity
52.2
Secondary market signal
Input
$0.70
per 1M tokens
Output
$3.50
per 1M tokens
Context
262K
tokens
Providers
15
endpoints
Gateway spend
latest · Vercel share

Providers

Uptime measured over the last 30 minutes
ProviderInputOutputContextQuantUptime
DeepInfrafp4Cheapest$0.68$3.40262Kfp4100.0%
Ambientint4$0.70$3.50262Kint499.64%
Inceptronint4$0.70$3.50262Kint4100.0%
CoreWeaveint4$0.71$3.50262Kint4100.0%
Veniceint4$0.75$3.50256Kint4
Parasailint4$0.76$3.50262Kint4
ModelRunfp4$0.85$3.75262Kfp4100.0%
SiliconFlowfp8$0.859$3.80262Kfp8
Novitaint4$0.912$3.84262Kint4100.0%
Moonshot AIint4$0.95$4.00262Kint4100.0%
Cloudflare$0.95$4.00262K
AtlasCloudint4$0.95$4.00262Kint4
Together$0.95$4.00262K100.0%
Alibabafp8$0.95$4.00262Kfp8100.0%
Moonshot AIhighspeed$1.90$8.00262Kint4100.0%

Hugging Face Inference Providers

Exact repository identity

Provider economics and telemetry published by the Hugging Face Router. These are operational signals, not benchmark results.

ProviderInputOutputContextTTFTThroughputFeatures
deepinfra
live
$0.68$3.40262K679 ms82.7 tok/stools
baseten
live
$0.95$4.00262K447 ms116.7 tok/stools · structured
fireworks-ai
live
$0.95$4.00262K710 ms71.1 tok/stools · structured
novita
live
$0.95$4.00262K1708 ms34.1 tok/stools · structured
together
live
$0.95$4.00262K397 ms153.5 tok/stools · structured
featherless-ai
live

Reasoning efforts

Best supported result can inform ModelCap

Published Max, X-High, High and other configurations for this model. These are sourced scores, not head-to-head essays.

EffortAgent scoreSource rankSampleSource
Default
Kimi K2.7 Code
0.30%
CI -1.62.2%
#23380K obs
11K sessions
LMArena Agent
Match 100%

Reported evaluation leads (3)

Excluded from score

Structured rows reported in this exact model repository at the pinned revision below. They are useful research leads, but remain quarantined until dataset revision, harness, configuration and identity pass ModelCap’s independent admission review.

Dataset / taskMetricValueRevisionProvenance
IntelligenceLab/Long-Horizon-Terminal-Bench
lhtb
36.7
Unpinned
not published
Reported
Quarantined
internlm/WildClawBench
overall
46.9
Unpinned
not published
Reported
Quarantined
internlm/WildClawBench
avg_time
674
Unpinned
not published
Reported
Quarantined

ModelCap Index · Current board

Methodology
21.2
Measured · 1 public benchmark observation across 1 board
Current board
#90
Public rank basis
Measured (measured)
Index support
2.9% · weak
Index interval
21.2–40.8
Rank posterior
Not available
Top 5 / Top 10 probability
Not available / Not available
Posterior as of
Snapshot timestamp unavailable
Identity binding
Exact catalogue product · moonshotai/moonshotai/kimi-k2.7-code · aggregates disclosed benchmark configurations · endpoint configuration not claimed · artifact metadata moonshotai/Kimi-K2.7-Code@74797c9c62378b951a1f6fcf5c4631024e9b8bef (not the evaluation revision)
Direct benchmark observations
1
Breadth-adjusted BES point estimate
31.0
Bayesian Evidence Score · measured evidence input only

BES normalizes admitted public benchmark evidence for measured Index rows. Its legacy score and observables prior do not define the public language rank.

Observed capability
50.1
Evidence status
provisional · 4% mass
General preference
Coding
Agents & tools
50.1
Reasoning
Evidence breadth
5%
Evidence coverage
3%
Market and catalogue signals · secondary, never the language Index rank
Usage (OpenRouter popularity)
28.7
Liquidity (providers × uptime)
99.5
Open reach (HF downloads)
Surface (context / tools / modalities)
90.3
Freshness
80.7
  • · OpenRouter popularity #58
  • · 14 live providers
  • · Catalogue: context 262144, reasoning, tools, modalities Text/Image
  • · First seen 2026-06-12

These adoption and deployment observations remain context only. They do not change this model's ModelCap Index score or rank.

BES evidence selected · measured input only

The bounded 0–100 capability score blends each source’s competitive placement with its published achievement, then combines capability families. Evidence breadth adds a modest uncertainty adjustment; price and popularity are not part of benchmark-led rank.

Deployment readiness

Metadata index
76.0
strong · 89% metadata coverage
Not capability
Artifact reproducibility
85.0
Access & legal clarity
67.5
Deployability
99.0
Evaluation provenance
36.3

Missing: artifactReproducibility.base-lineage, accessLegalClarity.resolvable-license-terms, evaluationProvenance.evaluation-dataset-revisions.

A metadata completeness and deployability index—not a safety certification, quality grade, or production-readiness claim.

Market activity

Venue coverage
Market Gravity
52.2
OpenRouter weekly popularity
#58 of 298

Market Gravity uses OpenRouter’s full-catalogue popularity order. Sparse Vercel top-ten observations appear only when published and do not affect the score.

Arena preference

Awaiting evaluation

This model is visible because it is available in the live catalogue, but it has no trustworthy community result yet. ModelCap does not infer a quality score from price, features, or market activity.

Market Gravity breakdown

Usage55%
28.7

OpenRouter weekly popularity across the full model catalogue.

Liquidity25%
99.5

Independent providers versus the model's open or closed cohort, weighted by uptime.

Open reach15%
50.0

Hugging Face 30-day downloads for open models; neutral for closed models.

Freshness5%
80.7

Time since first public availability, on a six-month half-life.

Specification

Context window
262K tokens
Max output
262K tokens
Inputs
Text, Image
Outputs
Text
Tokenizer
Other
Cached input tokens
$0.15 / 1M
First seen on OpenRouter
12 Jun 2026

Capabilities

  • Supported: Reasoning
  • Supported: Tool use
  • Supported: Structured output
  • Supported: Response format
  • Not supported: Moderated

Weights & access

Restricted license. Downloadable weights use a model-specific or use-restricted license. Review the linked license before use, redistribution, or commercial deployment.

Access
Restricted license
Pinned revision
74797c9c6237
Parameters
1026.9B
Architecture
KimiK25ForConditionalGeneration
Model type
kimi_k25
Hugging Face downloads (30d)
670K
Downloads (all time)
1.6M
Likes
1K
Repository updated
15 Jun 2026, 07:49 UTC