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Muse Glimmer 30B

MetaOpen weightsReasoningProvisionalReleased Aug 10, 2026Input: text, image
Compare with Claude Haiku 4.5Source scores ↗OpenRouter ↗
Overall score
41.2
Rank 134 of 222 · 26.9–55.6
Context window
131K
131,000 tokens
Price per 1M tokens
$0.30 in · $1.20 out
Source: OpenRouter
Blended price
$0.53
3:1 input:output tokens
Output speed
—
Not measured yet

Category scores

Scores per capability area with the model's rank among ranked models in that category.

  1. 1Math84.6
  2. 2Reasoning82.2
  3. 3Instruction following#5781.1
  4. 4Multimodal#4265.1
  5. 5Agentic & tool use50.5
  6. 6Knowledge49.9
  7. 7Coding41.6
Higher is better. #N is the model's rank in that category, where it is eligible to be ranked.

Benchmark results (13)

As reported in system cards, papers and public evaluations. Position compares this model with every other model reporting the same benchmark.

Agentic & tool use

Terminal-Bench 2.151.7#58 of 68
MCP Atlas75.5#17 of 42
OSWorld-Verified65.9#25 of 35
DeepSearchQA74.6#14 of 20

Multimodal

MMMU-Pro74.0#35 of 48
CharXiv78.8#30 of 42
ScreenSpot Pro75.4#9 of 15
OmniDocBench 1.575.8#11 of 11

Coding

SWE-bench Verified76.0#39 of 98
SWE-bench Pro51.2#59 of 69
SciCode43.6#12 of 23

Instruction following

IFBench77.0#16 of 42

Math

AIME2694.7#15 of 29

Pricing by source

USD per 1M tokens.

SourceInputOutputCached in
List price (OpenRouter)$0.30$1.20—
OpenRouter meta/muse-glimmer-30b$0.30$1.20$0.040

Meta publishes Muse Glimmer 30B under Apache 2.0 for local and self-hosted use, including full-precision and 4-bit checkpoints. Meta did not publish a first-party hosted API token price at launch, so the pricing catalog represents the open checkpoint as self-host/free-per-token before infrastructure costs.

Open weights

From the Hugging Face repository.

Parameters
30B
Licence
apache-2.0
Downloads (30 days)
226.8K

Speed

Measured by us through OpenRouter (median of trials).

Not measured yet.

Related models

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