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ModelCap

command a vision 07 2025

Current board #145Official publisher releaseGated access7d #143 → #145

CohereLabs·CohereLabs/command-a-vision-07-2025

command a vision 07 2025 is ModelCap current-board rank #145 with Index 20.1 (Modeled · prior), from the ModelCap Index as of 14 Aug 2026, 01:21 UTC.

command a vision 07 2025 weight access is gated access, from ModelCap classification of published repository metadata as of 14 Aug 2026, 01:21 UTC.

Snapshot facts · download the public dataset · methodology

ModelCap Index · Current board
20.1#145
Estimated · 4% support · score interval 20.1–75.0
No admitted evaluation publication timestamp yet
Market Gravity
8.7
Secondary market signal

OpenRouter endpoint status could not be refreshed. This model is not treated as currently served until a successful observation arrives.

Input
Free
per 1M tokens
Output
Free
per 1M tokens
Context
tokens
Providers
0
endpoints
Gateway spend
latest · Vercel share

Providers

Uptime measured over the last 30 minutes

Current provider status is unavailable.

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
cohere
live · model author
142 ms48.0 tok/sstructured

ModelCap Index · Current board

Methodology
20.1
Modeled · prior · calibrated architecture-and-release-era fallback from static public metadata
Current board
#145
Public rank basis
Modeled · prior (architecture)
Index support
3.9% · weak
Index interval
20.1–75.0
Rank posterior
Not available
Top 5 / Top 10 probability
Not available / Not available
Posterior as of
Snapshot timestamp unavailable
Evidence as of
No admitted evaluation publication timestamp
Identity binding
Exact catalogue product · coherelabs/CohereLabs/command-a-vision-07-2025 · aggregates disclosed benchmark configurations · endpoint configuration not claimed · artifact metadata CohereLabs/command-a-vision-07-2025@e1016a8105950a626e7dd91b0a3030f7ae522411 (not the evaluation revision)
Index observations used
0
Qualified Index evidence point
47.5
Architecture fallback
estimated · 0% coverage · 0 anchors
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
Evidence status
No admitted measured evidence
General preference
Coding
Agents & tools
Reasoning
Evidence breadth
0%
Evidence coverage
0%
Market and catalogue signals · secondary, never the language Index rank
Usage (OpenRouter popularity)
Liquidity (providers × uptime)
Open reach (HF downloads)
Surface (context / tools / modalities)
15.0
Freshness
23.4
  • · Catalogue: modalities Text/Image
  • · First seen 2025-07-28

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

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.

Experimental capability estimate

Estimate policy
Estimator abstained

uncertainty-above-gate

Feature coverage
71%
Training support
222 models · 143 lineages

uncertainty-above-gate. This layer predicts from admitted evidence and safe metadata only. It never enters ModelCap Score or rank.

Deployment readiness

Metadata index
50.9
partial · 60% metadata coverage
Not capability
Artifact reproducibility
100.0
Access & legal clarity
68.3
Deployability
24.0
Evaluation provenance
0.0

Missing: accessLegalClarity.resolvable-license-terms, deployability.measured-provider-uptime, deployability.published-provider-pricing, deployability.declared-capacity, evaluationProvenance.admitted-evaluation-observations, evaluationProvenance.capability-family-breadth, evaluationProvenance.evaluation-source-diversity, evaluationProvenance.identity-and-source-confidence, 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
8.7
OpenRouter weekly popularity
Not listed

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

No matched Arena rating

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%
0.0

OpenRouter weekly popularity across the full model catalogue.

Liquidity25%
0.0

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%
23.4

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

Specification

Context window
tokens
Max output
Inputs
Text, Image
Outputs
Text
Tokenizer
Cached input tokens
Not offered
First seen on OpenRouter
28 Jul 2025

Capabilities

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

Weights & access

Gated access. The weights are hosted behind an access request or acceptance step. Review the publisher's access requirements and license before use or redistribution.

Access
Gated access
Pinned revision
e1016a810595
Parameters
111.9B
Architecture
Cohere2VisionForConditionalGeneration
Model type
cohere2_vision
Hugging Face downloads (30d)
97K
Downloads (all time)
660K
Likes
88
Repository updated
30 Oct 2025, 06:38 UTC