Meta model product
Muse Glimmer-30B is Meta Superintelligence Labs' open-weight, dense multimodal model for autonomous agentic work on consumer hardware.
Updated Aug 12, 2026. Default version: Muse Glimmer-30B
Technical details for the model's default version.
This profile uses the model's current scored version. Arena ratings and prices are shown separately.
Benchmark scores for Muse Glimmer-30B.
| AA-LCR | 80.0% | 01 | 16 | 100.0% | C | |
| Beam 128K | 65.1% | 01 | 1 | 100.0% | C | |
| CI Memories Coverage | 64.8% | 01 | 1 | 100.0% | C | |
| CI Memories Violation Rate | 26.4% | 01 | 1 | 100.0% | C | |
| GAIA2 | 43.3% | 01 | 1 | 100.0% | C | |
| Siren AgentDojo Attack Success Rate | 28.4% | 01 | 1 | 100.0% | C | |
| Siren AgentDojo Utility | 94.2% | 01 | 1 | 100.0% | C | |
| Tau3 Banking | 23.5% | 02 | 3 | 50.0% | C | |
| WildClawBench | 47.6% | 04 | 5 | 25.0% | C | |
| AIME 2026 | 94.7% | 05 | 18 | 76.5% | C | |
| ScreenSpot Pro | 75.4% | 06 | 25 | 79.2% | C | |
| IFBench | 77.0% | 07 | 29 | 78.6% | C | |
| SkillsBench | 44.3% | 07 | 8 | 14.3% | C | |
| DeepSearchQA | 74.6% | 09 | 9 | 0.0% | C | |
| SciCode | 43.6% | 10 | 19 | 50.0% | C | |
| MCP Atlas | 75.5% | 12 | 31 | 63.3% | C | |
| OmniDocBench 1.5 | 75.8% | 13 | 17 | 25.0% | C | |
| OSWorld-Verified | 65.9% | 17 | 23 | 27.3% | C | |
| Terminal-Bench 2.1 | 51.7% | 19 | 19 | 0.0% | C | |
| CharXiv-R | 78.8% | 22 | 48 | 55.3% | C | |
| SWE-Bench Verified | 76.0% | 34 | 105 | 68.3% | C | |
| MMMU-Pro | 74.0% | 35 | 66 | 47.7% | C | |
| SWE-Bench Pro | 51.2% | 42 | 45 | 6.8% | C | |
| Humanity's Last Exam | 22.0% | 56 | 93 | 40.2% | C | |
| GPQA | 83.5% | 65 | 234 | 72.5% | C |
Preference and agent-evaluation results for the default version.
| webdev | overall | 76 | 1358.7 | 1,507 | N/A | |
| text style control | overall | 97 | 1426.1 | 3,735 | N/A | |
| text factuality | overall | 128 | 1403.4 | 3,735 | N/A | |
| text | overall | 142 | 1390.7 | 3,735 | N/A |
Provider-specific output speed and catalog latency for Muse Glimmer-30B. Runtime does not affect the capability score.
No provider-specific speed or latency record is linked to the default version yet.
Output Speed is generated output tokens received per second. Catalog latency is reported separately from observed provider TTFT.
Official vendor API pricing appears first, followed by individual provider offers.
| Kilo Gateway | meta/muse-glimmer-30b | global | $0.35 | $1.5 | 131.1K | |
| Vercel AI Gateway | meta/muse-glimmer-30b | global | $0.35 | $1.5 | 131.1K | |
| OpenRouter | meta/muse-glimmer-30b | global | $0.35 | $1.5 | 131.1K |
Official prices use only the vendor's configured official Provider and positive standard USD PAYG rates. Third-party offers remain explicitly labeled.
Available versions of this model. The score column identifies the version used in the overall ranking.
| Muse Glimmer-30B | 58.5 | 29.6B | 131.1K | 131.1K | Yes | Apache 2.0 |
Key information about Muse Glimmer 30B and its available data.
Muse Glimmer-30B is Meta Superintelligence Labs' open-weight, dense multimodal model for autonomous agentic work on consumer hardware. 8B-parameter ViT-G/14 perception encoder, accepts interleaved text and images, produces text, and supports a 131,072-token context window.
It combines controllable multi-step reasoning, schema-based tool use, coding, failure recovery, and compatibility with agent scaffolds such as OpenClaw and Hermes Agent. Meta also releases 4-bit variants sized for 24 GB and 32 GB systems and a DFlash speculative-decoding drafter. 0.
Data as of 2026-08-11.
Open a comparison with the three ranked models immediately above and below this model.
Recommendations prioritize the same model type and family, then the closest LLMBoard score.
Common questions about Muse Glimmer 30B.
Muse Glimmer 30B's default version was released on Aug 10, 2026.
No official standard PAYG price is currently available for Muse Glimmer 30B. The lowest tracked third-party offer starts at $0.35 input and $1.5 output via Kilo Gateway.
Muse Glimmer 30B was created by Meta.
The default version has a 131.1K token context window.
Yes. The default version is marked as open weight under Apache 2.0.
3 provider offerings are linked to the default version.
Nearby ranked alternatives include Qwen3.5 122B A10B, GPT-5.2-Codex, ERNIE 5.0.