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ModelCap

Kimi K2.6

All-versions archive #28Arena #44Restricted license

Moonshot AI·moonshotai/kimi-k2.6

Kimi K2.6 is a language model published by Moonshot AI. 21 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 · All-versions archive
80.7#28
Measured · 87% support · score interval 80.7–86.9
Market Gravity
54.5
Secondary market signal

Superseded by Kimi K3. It no longer holds a current-board position; its all-versions archive rank is #28.

Input
$0.58
per 1M tokens
Output
$2.44
per 1M tokens
Context
262K
tokens
Providers
21
endpoints
Gateway spend
latest · Vercel share

Providers

Uptime measured over the last 30 minutes
ProviderInputOutputContextQuantUptime
Baidufp4Cheapest$0.58$2.44262Kfp4100.0%
StreamLakefp8$0.674$2.84256Kfp899.63%
DigitalOcean$0.76$3.20262K98.85%
Chutesint4$0.58$3.40262Kint499.59%
Decartfp4$0.59$3.40262Kfp483.29%
SiliconFlowfp8$0.77$3.40262Kfp8100.0%
Novita$0.80$3.40262K100.0%
Inceptronint4$0.60$3.41262Kint499.52%
CoreWeavefp4$0.65$3.41262Kfp499.11%
Crusoebf16$0.70$3.50262Kbf16100.0%
Parasailint4$0.75$3.50262Kint4
Veniceint4$0.75$3.50256Kint484.65%
DeepInfrafp4$0.75$3.50262Kfp4
AtlasCloudint4$0.95$4.00262Kint498.52%
Moonshot AIint4$0.95$4.00262Kint4100.0%
Cloudflare$0.95$4.00262K99.82%
Sail Researchint4$1.00$4.00262Kint4100.0%
BaseTenfp4$0.95$4.00262Kfp4
Fireworks$0.95$4.00262K
Together$1.20$4.50262K36.65%
Phala$1.09$4.60262K99.75%

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
novita
live
$0.80$3.40262K1448 ms34.7 tok/stools · structured
deepinfra
live
$0.75$3.50262K1015 ms16.7 tok/sstructured
baseten
live
$0.95$4.00262K525 ms57.9 tok/stools · structured
fireworks-ai
live
$0.95$4.00262K522 ms71.2 tok/stools · structured
together
live
$1.20$4.50262K752 ms39.5 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 K2.6
-0.84%
CI -2.91.2%
#29297K obs
11K sessions
LMArena Agent
Match 100%

Reported evaluation leads (20)

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
benchflow/skillsbench
skillsbench_v1_1
54
Pinned
be2a6ce2cb1f4ff67ce937307cade0c5a0477a13
Reported
Quarantined
actava/chi-bench
chi_bench
15.6
Unpinned
not published
Reported
Quarantined
actava/chi-bench
prior_authorization
18.7
Unpinned
not published
Reported
Quarantined
actava/chi-bench
utilization_management
21.3
Unpinned
not published
Reported
Quarantined
actava/chi-bench
care_management
6.7
Unpinned
not published
Reported
Quarantined
cais/hle
hle
34.7
Unpinned
not published
Reported
Quarantined
cais/hle
hle
54
Unpinned
not published
Reported
Quarantined
claw-eval/Claw-Eval
general
61.5
Unpinned
not published
Reported
Quarantined
claw-eval/Claw-Eval
multi_turn
65.8
Unpinned
not published
Reported
Quarantined
claw-eval/Claw-Eval
multimodal
18.8
Unpinned
not published
Reported
Quarantined
collinear-ai/yc-bench
medium
511,137
Unpinned
not published
Reported
Quarantined
harborframework/terminal-bench-2.0
terminalbench_2
66.7
Unpinned
not published
Reported
Quarantined
Idavidrein/gpqa
diamond
90.5
Unpinned
not published
Reported
Quarantined
IntelligenceLab/Long-Horizon-Terminal-Bench
lhtb
25.5
Unpinned
not published
Reported
Quarantined
InternScience/ResearchClawBench
overall
18
Unpinned
not published
Reported
Quarantined
MathArena/aime_2026
MathArena/aime_2026
96.4
Unpinned
not published
Reported
Quarantined
MathArena/hmmt_feb_2026
MathArena/hmmt_feb_2026
92.7
Unpinned
not published
Reported
Quarantined
MMMU/MMMU_Pro
mmmu_pro_vision
79.4
Unpinned
not published
Reported
Quarantined
ScaleAI/SWE-bench_Pro
SWE_Bench_Pro
58.6
Unpinned
not published
Reported
Quarantined
SWE-bench/SWE-bench_Verified
swe_bench_%_resolved
80.2
Unpinned
not published
Reported
Quarantined

Other versions (4)

ModelCap Index · All-versions archive

Methodology
80.7
Measured · 3 public benchmark observations across 3 boards
All-versions archive
#28
Public rank basis
Measured (measured)
Index support
86.7% · strong
Index interval
80.7–86.9
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-k2.6 · aggregates disclosed benchmark configurations · endpoint configuration not claimed · artifact metadata moonshotai/Kimi-K2.6@7eb5002f6aadc958aed6a9177b7ed26bb94011bb (not the evaluation revision)
Direct benchmark observations
3
Breadth-adjusted BES point estimate
83.8
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
83.8
Evidence status
confirmed · 94% mass
General preference
86.2
Coding
89.0
Agents & tools
39.2
Reasoning
Evidence breadth
97%
Evidence coverage
87%
Market and catalogue signals · secondary, never the language Index rank
Usage (OpenRouter popularity)
35.2
Liquidity (providers × uptime)
97.2
Open reach (HF downloads)
Surface (context / tools / modalities)
90.3
Freshness
66.0
  • · OpenRouter popularity #40
  • · 21 live providers
  • · Catalogue: context 262144, reasoning, tools, modalities Text/Image
  • · First seen 2026-04-20

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
83.4
strong · 89% metadata coverage
Not capability
Artifact reproducibility
85.0
Access & legal clarity
67.5
Deployability
97.3
Evaluation provenance
76.0

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
54.5
OpenRouter weekly popularity
#40 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

Status
Ranked
Source
Arena
Official rank
#44 of 385
Rating
1460.7
95% confidence interval
1456–1465
Votes
37K
Source snapshot
6 Aug 2026, 13:00 UTC
Category
overall
Identity match confidence
100%

Market Gravity breakdown

Usage55%
35.2

OpenRouter weekly popularity across the full model catalogue.

Liquidity25%
97.2

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%
66.0

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
$0.098 / 1M
First seen on OpenRouter
20 Apr 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
7eb5002f6aad
Parameters
1058.6B
Architecture
KimiK25ForConditionalGeneration
Model type
kimi_k25
Hugging Face downloads (30d)
828K
Downloads (all time)
7.3M
Likes
2K
Repository updated
19 May 2026, 09:01 UTC