Muse Glimmer 30B (batch)
meta/muse-glimmer-30b:batchMuse Glimmer 30B is a dense, open-weight multimodal model from Meta Superintelligence Labs, distilled from Muse Spark and optimized for autonomous agents on consumer hardware.
Standard pricing
Run this model at its standard rate. Cheap mode currently has no separate discount.
API routing ceilings, including your 5% Free-plan fee. Included usage applies first, then prepaid credits. Cached tokens and tools can have separate charges.
Other models with discounted rates
See all discounts →These are different models. Cheap mode may be slower; discounts compare each model’s own standard rate.
Choose how to use Muse Glimmer 30B (batch)
Playground
Try prompts in your browser, create an agent, and see the cost of each reply. Your selected model carries into setup.
Model capabilities below describe the underlying model. Available playground features depend on its provider.
API
Connect your app with a Gizmo API key. Choose fastest or cheapest, stream text responses, and inspect timing, tokens, and charges in request logs.
A current API route is listed for this exact model. Gateway configuration is required for live calls.
Provider price + a transparent platform fee
| Rate | Provider baseline | Free plan · 5% fee | Paid plan · 4% fee |
|---|---|---|---|
| Input / 1M tokens | $0.24 | $0.252 | $0.2496 |
| Output / 1M tokens | $0.96 | $1.008 | $0.9984 |
| API input / 1M tokens | $0.24 | $0.252 | $0.2496 |
| API output / 1M tokens | $0.96 | $1.008 | $0.9984 |
Legacy chat image rates use the catalog baseline. The dedicated image playground shows separate estimates and settles the provider’s metered usage. API rates are current routing ceilings; final API charges use provider-reported cost plus your fee. Cheapest routing compares eligible OpenRouter and Cheaper Inference rates for the same model; savings are not guaranteed. Cached input or other provider charges may differ. Compare all model rates and verified discounts →
How your plan pays for usage
API and playground share one included allowance. Usage including the fee draws from that allowance first, then your prepaid credits. Plans bill monthly; included usage resets weekly: Free $1, Starter $5, Growth $25, Scale $50.
A $1 provider charge becomes $1.05 on Free or $1.04 on a paid plan before included usage is applied. Plan eligibility still applies in the playground.
Free models and limits
Zero-cost models stay $0, including the fee, and do not consume your dollar allowance. Free accounts can make 1,000 free-model API requests per calendar month, resetting in UTC. Admitted requests count even if the provider fails.
Free includes 20 API requests/minute and 6 playground messages/minute. Paid plans raise these limits. See plan limits.
Before a text API request, Gizmo temporarily reserves included usage and, if necessary, prepaid credit for the model’s full context plus your maximum output. Image jobs reserve twice their displayed estimate. Unused funds return after metering. This hold can exceed the final charge; unconfirmed usage remains marked pending.
Overview
Muse Glimmer 30B is a dense, open-weight multimodal model from Meta Superintelligence Labs, distilled from Muse Spark and optimized for autonomous agents on consumer hardware. It is suited for long-horizon agentic and coding workflows, with multi-step reasoning, reliable tool use, failure recovery, image understanding, and multilingual support across more than 100 languages.
Benchmarks
Benchmarks from the model card
| Category | Benchmark | Muse Glimmer-30B High Reasoning | Gemma4-31B Thinking Mode | Qwen3.6-27B Thinking Mode |
|---|---|---|---|---|
| *General Agentic* | MCP Atlas (Public) | 75.5 | 54.2 | 62.5 |
| DeepSearch QA | 74.6 | 61.7 | 71.1 | |
| 𝛕3\-Banking | 23.5 | 15.1 | 16.7 | |
| WildClawBench | 47.6 | 37.6 | 43.2 | |
| GDPVal-AA v2 | 953 | 811 | 1141 | |
| Gaia2 | 43.3 | 36.4 | 40.0 | |
| SkillsBench (with skills) | 44.3 | 32.4 | 46.6 | |
| OSWorld-Verified | 65.9 | 58.5 | 75.6 | |
| *Agentic Coding* | SWE-Bench Pro | 51.2 | 36.9 | 50.2 |
| SWE-Bench Verified | 76.0 | 66.6 | 77.2 | |
| TerminalBench 2.1 (with terminus2) | 51.7 | 43.4 | 60.7 | |
| SciCode | 43.6 | 43.4 | 39.8 | |
| *Multimodal* | Charxiv Reasoning | 78.8 | 77.7 | 78.4 |
| ScreenSpot Pro | 75.4 | 75.9 | 76.1 | |
| OmniDocBench v1.5 | 75.8 | 72.5 | 77.8 | |
| MMMU Pro | 74 | 73 | 75 | |
| *Security and Privacy* | CI Memories | Violation (↓): 26.4 Coverage: 64.8 | Violation (↓): 12.1 Coverage: 53.0 | Violation (↓): 53.4 Coverage: 66.9 |
| Siren AgentDojo | Attack Success Rate (↓): 28.4 Utility: 94.2 | Attack Success Rate (↓): 25.6 Utility: 90.8 | Attack Success Rate (↓): 40.3 Utility: 92.7 | |
| *General Capabilities and Reasoning* | IFBench | 77.0 | 76.0 | 70.8 |
| AIME 2026 | 94.7 | 89.2 | 94.1 | |
| GPQA Diamond (AA) | 83.5 | 85.7 | 84.2 | |
| HLE Text (AA) | 22.0 | 23.6 | 23.1 | |
| AA-LCR | 80.0 | 68.3 | 73.3 | |
| Beam128K | 65.1 | 58.2 | 63.0 |
Preparedness from the model card
| Benchmark | Muse Glimmer-30B | Gemma4-31B | Qwen3.6-27B | *Kimi K3* |
|---|---|---|---|---|
| MBCT | 41.5% | 50.6% | 45.9% | *58.9%* |
| HPCT | 52.3% | 54.0% | 48.7% | *59.6%* |
| VCT | 37.0% | 43.5% | 33.7% | *48.0%* |
| WMDP (Bio) | 86.5% | 85.9% | 84.8% | *89.1%* |
| WMDP (Chem) | 75.2% | 80.5% | 74.8% | *84.2%* |
| Lab Bench (ProtocolQA) | 80.2% | 75.8% | 69.1% | *81.9%* |
Capabilities
Reasoning is always on with effort levels xhigh · high · medium · low (default medium).
Sampling controls: temperature, top_p, top_k, min_p, max_tokens, frequency_penalty, presence_penalty, repetition_penalty. Defaults: top_k 64, top_p 0.95, temperature 1.
Pricing on Gizmo
These are provider baseline rates before Gizmo’s 5% Free-plan or 4% paid-plan fee. Your included usage covers charges first; overage uses prepaid credits. See the fee-inclusive comparison above.
Provider baseline rates
- Input
- $0.24 / 1M
- Cached input
- $0.02 / 1M
- Output
- $0.96 / 1M
Examples before the platform fee
- Typical chat turn
- $0.00096 2k in · 500 out
- $1 of input
- ≈ 4.17M tokens
- $1 of output
- ≈ 1.04M tokens
- Full context, once
- $0.0315
Providers and pricing
One way to run Muse Glimmer 30B (batch) on Gizmo.
| Provider | Route | Input / 1M | Output / 1M | Context | Uptime 24h |
|---|---|---|---|---|---|
| DeepInfra · bf16Lowest price | OpenRouter | $0.24 | $0.96 | 131k | — |
Rates are each provider’s, per million tokens, before Gizmo’s 5% (Free) or 4% (paid) fee. “Cheapest” routing starts at the top of this list; “Fastest” starts with the model’s maker.
More from Meta
Muse Spark OpenMeta · 1.05M ctx$1.25 · $4.25Muse Glimmer 30BMeta · 131k ctx$0.3 · $1.20Llama Guard 4 12BMeta · 164k ctx$0.18 · $0.18Llama 4 MaverickMeta · 524k ctx$0.35 · $1Llama 4 ScoutMeta · 328k ctx$0.1 · $0.3Llama 3.3 70B InstructMeta · 131k ctx$0.59 · $0.79Llama 3.2 3B InstructMeta · 131k ctx$0.05 · $0.33Llama 3.1 8B InstructMeta · 131k ctx$0.02 · $0.04Similar price, other creators
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