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ModelCap

Mellum2.1 12B A2.5B Thinking

Official publisher releaseOpen weights

JetBrains

Mellum2.1 12B A2.5B Thinking is a language model from JetBrains. It does not hold a position on ModelCap's current board yet; it is placed automatically once its model card or a public benchmark compares it with ranked models. Its weights are openly downloadable.

Figures as of 7 Nov 2026, 14:00 UTC · download the public dataset · methodology

ModelCap Index · Current board
—
Index position pending
Market Gravity
15.5Increased by 0.1
Secondary market signal

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

Input
Self-hosted
weights only · no listed API price
Output
Self-hosted
weights only · no listed API price
Context
—
tokens
Providers
0
endpoints

Providers

Uptime measured over the last 30 minutes

Current provider status is unavailable.

Reported evaluation leads (3)

Not independent measurement

Structured rows reported in this exact model repository at the pinned revision below. They are the publisher talking about itself: never measured evidence, never a score input on their own. They remain quarantined until dataset revision, harness, configuration and identity pass ModelCap’s independent admission review.

Dataset / taskMetricValueRevisionProvenance
harborframework/terminal-bench-2.1
terminalbench_2_1
—17.4
Unpinned
not published
Reported
Quarantined
ScaleAI/SWE-bench_Pro
SWE_Bench_Pro
—28
Unpinned
not published
Reported
Quarantined
SWE-bench/SWE-bench_Verified
swe_bench_%_resolved
—47
Unpinned
not published
Reported
Quarantined

Other versions (1)

ModelCap Index · Current board

Methodology
—
Index position pending
Technical details
Public rank basis
Index position pending (abstained)
Evidence label
Index position pending · peers unresolved
Index support
0.0% · not applicable
Identity binding
Exact catalogue product · jetbrains/JetBrains/Mellum2.1-12B-A2.5B-Thinking · aggregates disclosed benchmark configurations · endpoint configuration not claimed · artifact metadata JetBrains/Mellum2.1-12B-A2.5B-Thinking@92ddae9fc7665e9f801d141d2e5a6b2caf2460c4 (not the evaluation revision)
Index observations used
0
Architecture fallback
abstained · 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)
75.3
Surface (context / tools / modalities)
0.0
Freshness
83.3
  • · HF 30d downloads 11306
  • · Catalogue surface
  • · First seen 2026-09-20

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
17.0
2.0–32.0 uncertainty interval
Excluded from rank
Confidence
75%
Training support
221 models · 129 lineages
Out-of-domain check
in domain
Feature coverage
71%
Lineage-held-out error
8.4 MAE

Experimental estimate. This layer predicts from admitted evidence and safe metadata only. It never enters ModelCap Score or rank.

Deployment readiness

Metadata index
52.4
partial · 56% metadata coverage
Not capability
Artifact reproducibility
100.0
Access & legal clarity
100.0
Deployability
8.0
Evaluation provenance
0.0

Not yet published: a current serving provider, measured provider uptime, published provider pricing, declared context and output limits, admitted benchmark results, results across several capability areas, results from more than one source, a confident match to its benchmark entries, pinned evaluation dataset versions.

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

Market activity

Venue coverage
Market Gravity
15.5
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%
75.3

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

Freshness5%
83.3

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

Specification

Model ID
JetBrains/Mellum2.1-12B-A2.5B-Thinking
Declared output cap
Unknown

OpenRouter catalogue or provider-endpoint declaration. Limits can vary by provider and prompt length; a model-wide maximum has not been independently verified. OpenRouter metadata

Inputs
Text
Outputs
Text
Cached input tokens
Not offered
First seen on OpenRouter
20 Sept 2026

Capabilities

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

Weights & access

Open weights. Downloadable weights are published under an OSI or free-culture license in the current repository metadata. This describes weight availability, not whether the full training stack qualifies as Open Source AI.

Access
Open weights
Licence
apache-2.0
Pinned revision
92ddae9fc766
Parameters
12.1B
Architecture
MellumForCausalLM
Model type
mellum
Hugging Face downloads (30d)
11K
Downloads (all time)
11K
Likes
193
Repository updated
7 Oct 2026, 23:08 UTC

Mellum2.1 12B A2.5B Thinking: common questions

How does Mellum2.1 12B A2.5B Thinking rank among AI models?

Mellum2.1 12B A2.5B Thinking has no public ModelCap Index position as of 7 November 2026: the snapshot lacks enough matched benchmark evidence, or the identity match is unresolved. Its catalogue facts (price, context, providers) are shown without a rank.

How much does Mellum2.1 12B A2.5B Thinking cost per 1M tokens?

No live API price is listed for Mellum2.1 12B A2.5B Thinking in the current snapshot as of 7 November 2026 because the latest endpoint refresh was unavailable. ModelCap shows a price only when a provider currently lists one.

Is Mellum2.1 12B A2.5B Thinking open-weight?

Open weights (apache-2.0). Downloadable weights are published under an OSI or free-culture license in the current repository metadata. This describes weight availability, not whether the full training stack qualifies as Open Source AI. The repository is JetBrains/Mellum2.1-12B-A2.5B-Thinking on Hugging Face.

When was Mellum2.1 12B A2.5B Thinking released?

Mellum2.1 12B A2.5B Thinking first appeared in the catalogue on 20 Sept 2026. It is the current version in its family. Rank and price movements since then are recorded on the site's changes feed.