Meta
·Released on Aug 9, 2026

Muse Glimmer 30B API Benchmarks, Pricing & Provider Data

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Muse Glimmer 30B benchmark, API pricing, and provider data cover undefined API provider} other undefined API providers}}, with prices starting at $0.00005/request. Muse Glimmer 30B free API options are available from undefined provider} other undefined providers}}.

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-ho...

Quality
#67of 112
55.0
LMSpeed score
Cost
$0.00005/ 1M · 8:1 in:out
$0.000008 in · $0.000042 out

Category Performance

Observed-capability estimates with uncertainty reported separately from independent benchmark families.

Coverage
7 / 8
Methodology
V3.0
Category PerformanceObserved-capability estimates with uncertainty reported separately from independent benchmark families.Agents46.2Coding43.6Reasoning55.9Knowledge41.7Math46.1Multilingual-Multimodal45.9Instruction following55.2
#1Reasoning55.9Estimated2/4 Measured dimensions
80% interval: 45.166.6
abstract logicPrior only
scientific causal53.6
critpt · critpt / gpqa · aa_gpqa_diamond / hle · aa_hle
multistep constraintsPrior only
evidence verification58.1
lcr · lcr
#2Instruction following55.2Provisional1/4 Measured dimensions
80% interval: 39.271.2
constraint followingPrior only
structured outputPrior only
novel instruction generalization55.2
ifbench · if_bench
long multiturn instructionPrior only
#3Agents46.2Estimated2/4 Measured dimensions
80% interval: 36.356.2
planningPrior only
tool use48
mcp_atlas · mcp_atlas / tau · aa_tau3_banking
environment execution44.5
deep_search_qa · deep_search_qa / enterprise_ops_gym · aa_enterprise_ops_gym / gdpval_aa · benchlm_agentic_gdpval_aa / osworld · os_world_verified
recovery reliabilityPrior only
#4Math46.1Provisional1/4 Measured dimensions
80% interval: 29.862.4
foundational mathPrior only
competition math46.1
aime · aime2026
proof frontierPrior only
applied tool mathPrior only
#5Multimodal45.9Estimated3/4 Measured dimensions
80% interval: 36.555.2
perception ocrPrior only
document spatial46.6
charxiv · charxiv
visual reasoning42.8
mmmu_pro · mmmu_pro
video action48.2
screenspot · screen_spot_pro
#6Coding43.6RatedGlobal rank #384/4 Measured dimensions
80% interval: 36.750.4
code generation52.5
scicode · aa_sci_code
repository engineering41.6
swe_pro · swe_pro
debugging testing48.9
swe_verified · swe_verified
tooling quality31.3
terminalbench · aa_terminal_bench21
#7Knowledge41.7Provisional1/4 Measured dimensions
80% interval: 27.755.6
broad knowledge41.7
aa_omniscience · aa_omniscience_index / benchlm_category_knowledge · benchlm_category_knowledge
professional knowledgePrior only
factualityPrior only
retrieval open bookPrior only
No data:Multilingual

Specifications

Input and output token limits for this model, plus how it ranks on long-context understanding.

INPUT
131.1Ktokens
157.3 pages of text
OUTPUT
118.0Ktokens
8K128K1M4M
131.1K

Features

Technical Details

Input
Output
Total parameters
30B
Released
Aug 2026
Tokenizer
Other
Architecture
text+image->text
Moderated
No
Supported parameters
frequency_penaltyinclude_reasoninglogit_biaslogprobsmax_tokensmin_ppresence_penaltyreasoningreasoning_effortrepetition_penaltyresponse_formatseedstopstructured_outputstemperaturetool_choicetoolstop_ktop_logprobstop_p

Rankings

Excels at

It's decent at

Falls behind in

Detailed scores

Updated: Sep 13, 2026

Overall

undefined metric} other undefined metrics}}

Overall score55.0#67 / 112SkillsBench44.3#3 / 3
Overall score
LMSpeed rank#67
Score55.0
UpdatedSep 13, 2026
Confidence3
SkillsBench
LMSpeed rank#3
Score44.3
UpdatedSep 13, 2026
Confidence3

Agents

V3.0

undefined metric} other undefined metrics}} · Estimated

Score46.280% interval36.3–56.22/4 Measured dimensionsAgentic score51.2#53 / 77MCP Atlas75.5#11 / 31
Dimensions and evidence
Planning & decompositionPrior only
Tool use48
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mcp_atlas · mcp_atlas · z 0.20 · q 1.00
tau · aa_tau3_banking · z -1.59 · q 1.00
Environment & long-horizon execution44.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
deep_search_qa · deep_search_qa · z -0.48 · q 1.00
enterprise_ops_gym · aa_enterprise_ops_gym · z -1.44 · q 1.00
gdpval_aa · benchlm_agentic_gdpval_aa · z -0.68 · q 1.00
osworld · os_world_verified · z -0.62 · q 1.00
Recovery & completion reliabilityPrior only
Agentic score
LMSpeed rank#53
Score51.2
UpdatedSep 13, 2026
Confidence3
MCP AtlasV3 evidence
LMSpeed rank#11
Score75.5
UpdatedSep 13, 2026
Confidence3
DeepSearchQAV3 evidence
LMSpeed rank#10
Score74.6
UpdatedSep 13, 2026
Confidence3
OSWorld-VerifiedV3 evidence
LMSpeed rank#20
Score65.9
UpdatedSep 13, 2026
Confidence3
AA Agentic Index
LMSpeed rank#54
Score10.5
UpdatedSep 13, 2026
Confidence3
GDPval-AA
LMSpeed rank#55
Score19.6
UpdatedSep 13, 2026
Confidence3
GDPval-AAV3 evidence
LMSpeed rank#56
Score893.0
UpdatedSep 13, 2026
Confidence3
AA EnterpriseOps-GymV3 evidence
LMSpeed rank#16
Score34.7
UpdatedSep 13, 2026
Confidence3
AA Tau3 BankingV3 evidence
LMSpeed rank#21
Score23.5
UpdatedSep 3, 2026
Confidence2

Coding

V3.0

undefined metric} other undefined metrics}} · Rated

Score43.6#3880% interval36.7–50.44/4 Measured dimensionsCoding score36.3#80 / 87SWE-bench Pro51.2#45 / 50
Dimensions and evidence
Code generation52.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
scicode · aa_sci_code · z 0.16 · q 1.00
Repository engineering41.6
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
swe_pro · swe_pro · z -1.02 · q 1.00
Debugging & testing48.9
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
swe_verified · swe_verified · z -0.16 · q 1.00
Tool-assisted development & quality31.3
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
terminalbench · aa_terminal_bench21 · z -3.00 · q 1.00
Coding score
LMSpeed rank#80
Score36.3
UpdatedSep 13, 2026
Confidence3
SWE-bench ProV3 evidence
LMSpeed rank#45
Score51.2
UpdatedSep 13, 2026
Confidence3
SWE-bench VerifiedV3 evidence
LMSpeed rank#30
Score76.0
UpdatedSep 13, 2026
Confidence3
Terminal-Bench 2.1
LMSpeed rank#11
Score51.7
UpdatedSep 13, 2026
Confidence3
SciCodeV3 evidence
LMSpeed rank#9
Score43.6
UpdatedSep 13, 2026
Confidence3
AA Coding Index
LMSpeed rank#49
Score49.0
UpdatedSep 13, 2026
Confidence3
AA-SciCodeV3 evidence
LMSpeed rank#56
Score44.9
UpdatedSep 13, 2026
Confidence3
AA Terminal-Bench 2.1V3 evidence
LMSpeed rank#22
Score51.7
UpdatedAug 20, 2026
Confidence2

Reasoning

V3.0

undefined metric} other undefined metrics}} · Estimated

Score55.980% interval45.1–66.62/4 Measured dimensionsAA-LCR83.3#6 / 106CritPt2.6#58 / 88
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning53.6
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
critpt · critpt · z -0.07 · q 1.00
gpqa · aa_gpqa_diamond · z 0.34 · q 1.00
hle · aa_hle · z 0.31 · q 1.00
Multi-step constraintsPrior only
Evidence integration & verification58.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
lcr · lcr · z 0.73 · q 1.00
AA-LCRV3 evidence
LMSpeed rank#6
Score83.3
UpdatedSep 13, 2026
Confidence3
CritPtV3 evidence
LMSpeed rank#58
Score2.6
UpdatedSep 13, 2026
Confidence3
Reasoning score
LMSpeed rank#5
Score78.3
UpdatedSep 13, 2026
Confidence3
MLCR-AA
LMSpeed rank#12
Score20.0
UpdatedSep 13, 2026
Confidence3

Knowledge

V3.0

undefined metric} other undefined metrics}} · Provisional

Score41.780% interval27.7–55.61/4 Measured dimensionsArtificial Analysis Intelligence Index18.1#91 / 117AA-GPQA Diamond83.5#69 / 113
Dimensions and evidence
Broad knowledge41.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aa_omniscience · aa_omniscience_index · z -0.99 · q 1.00
benchlm_category_knowledge · benchlm_category_knowledge · z -1.03 · q 1.00
Professional knowledgePrior only
FactualityPrior only
Retrieval & open-book usePrior only
Artificial Analysis Intelligence IndexV3 evidence
LMSpeed rank#91
Score18.1
UpdatedSep 13, 2026
Confidence3
AA-GPQA Diamond
LMSpeed rank#69
Score83.5
UpdatedSep 13, 2026
Confidence3
AA-HLE
LMSpeed rank#68
Score22.0
UpdatedSep 13, 2026
Confidence3
AA-Omniscience Accuracy
LMSpeed rank#62
Score27.0
UpdatedSep 13, 2026
Confidence3
AA-Omniscience Hallucination Rate
LMSpeed rank#37
Score81.9
UpdatedSep 13, 2026
Confidence3
Knowledge scoreV3 evidence
LMSpeed rank#70
Score52.4
UpdatedSep 13, 2026
Confidence3
AA Openness Index
LMSpeed rank#1
Score44.4
UpdatedSep 4, 2026
Confidence2

Math

V3.0

undefined metric} other undefined metrics}} · Provisional

Score46.180% interval29.8–62.41/4 Measured dimensionsMath score76.3#14 / 63AIME2694.7#10 / 14
Dimensions and evidence
Foundational mathPrior only
Competition math46.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aime · aime2026 · z -0.52 · q 1.00
Advanced proofsPrior only
Applied & tool-assisted mathPrior only
Math score
LMSpeed rank#14
Score76.3
UpdatedSep 13, 2026
Confidence3
AIME26V3 evidence
LMSpeed rank#10
Score94.7
UpdatedSep 13, 2026
Confidence3

Multilingual

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Cross-language understandingPrior only
Multilingual generationPrior only
Reasoning transferPrior only
Low-resource robustnessPrior only

Multimodal

V3.0

undefined metric} other undefined metrics}} · Estimated

Score45.980% interval36.5–55.23/4 Measured dimensionsMultimodal Grounded score46.4#52 / 56CharXiv78.8#22 / 30
Dimensions and evidence
Perception & OCRPrior only
Document & spatial understanding46.6
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
charxiv · charxiv · z -0.31 · q 1.00
Visual reasoning42.8
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mmmu_pro · mmmu_pro · z -1.02 · q 1.00
Video & grounded action48.2
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
screenspot · screen_spot_pro · z -0.58 · q 1.00
Multimodal Grounded score
LMSpeed rank#52
Score46.4
UpdatedSep 13, 2026
Confidence3
CharXivV3 evidence
LMSpeed rank#22
Score78.8
UpdatedSep 13, 2026
Confidence3
ScreenSpot ProV3 evidence
LMSpeed rank#8
Score75.4
UpdatedSep 13, 2026
Confidence3
OmniDocBench 1.5
LMSpeed rank#6
Score75.8
UpdatedSep 13, 2026
Confidence3
MMMU-ProV3 evidence
LMSpeed rank#26
Score74.0
UpdatedSep 13, 2026
Confidence3
AA-MMMU-Pro
LMSpeed rank#38
Score74.3
UpdatedSep 13, 2026
Confidence3

Instruction following

V3.0

undefined metric} other undefined metrics}} · Provisional

Score55.280% interval39.2–71.21/4 Measured dimensionsInstruction Following score80.1#38 / 52IFBench77.0#8 / 14
Dimensions and evidence
Constraint followingPrior only
Structured outputPrior only
Novel-instruction generalization55.2
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
ifbench · if_bench · z 0.41 · q 1.00
Multi-turn & long instructionsPrior only
Instruction Following score
LMSpeed rank#38
Score80.1
UpdatedSep 13, 2026
Confidence3
IFBenchV3 evidence
LMSpeed rank#8
Score77.0
UpdatedSep 13, 2026
Confidence3

OpenRouter endpoints

4 endpoints

Third-party OpenRouter endpoint data, shown separately from LMSpeed measurements. Some 30-minute live performance fields only appear after syncing with an OpenRouter API key.

Provider endpointInputOutput1d uptime30m latency30m throughputContext / output
Fireworks
fireworks
$0.350/M$1.50/M100%undefined tokens / undefined tokens
DeepInfra
deepinfra/bf16
$0.300/M$1.20/M100.0%undefined tokens / undefined tokens
Phala
phala
$0.300/M$1.10/M100.0%undefined tokens / undefined tokens
Together
together
$0.350/M$1.50/M99.3%undefined tokens / undefined tokens

Pricing Comparison

Compare Muse Glimmer 30B API pricing across 14 providers. Prices range from $0.00005/request to $10273.97/M. CM-API 公益站 offers the lowest rate at $0.00005/request. 2 providers offer free API credits or a free tier.

ProviderHealthModel VariantGroupInput ($/M)Output ($/M)Speed (t/s)First tokenAudit
L1
100%
meta/muse-glimmer-30b
default
$7.50/M
$7.50/M
L1
100%
meta/muse-glimmer-30b
NVIDIA英伟达
$0.00005/request
-
L1
99%
muse-glimmer-30b
default
$0.073/request
-
L1
100%
meta/muse-glimmer-30b
default
$75.00/M
$75.00/M
L1
94%
L2
97%
go/muse-glimmer-30b
Go Plan
Free
Free
L1
39%
accounts/fireworks/models/muse-glimmer-30b
测试专用
$10273.97/M
$10273.97/M
L1
100%
muse-glimmer-30b
default
$0.010/request
-
L1
66%
meta/muse-glimmer-30b
free
Free
Free
L1
0%
muse-glimmer-30b
无限制
$0.730/M
$2.19/M
L1
0%
muse-glimmer-30b
无限制
$0.730/M
$2.19/M

Alternatives & Similar Models

Frequently Asked Questions

What benchmark data does Muse Glimmer 30B include?
LMSpeed shows Muse Glimmer 30B benchmark context, API price, output speed, first-token latency, and provider data across 16 providers when those signals are available.
What is the Muse Glimmer 30B API price?
Muse Glimmer 30B has pricing from undefined provider} other undefined providers}}, ranging from $0.00005/request to $10273.97/M. CM-API 公益站 has the lowest listed price.
What does the Muse Glimmer 30B API pricing table include?
The Muse Glimmer 30B API pricing table compares 16 providers by input price, output price, free tier status, speed, first-token latency, and recent health data when available.
Which provider has the cheapest Muse Glimmer 30B API pricing?
CM-API 公益站 currently has the lowest listed Muse Glimmer 30B price at $0.00005/request across undefined provider} other undefined providers}}.
Is Muse Glimmer 30B API free?
Yes, Muse Glimmer 30B free API options are available through 2 providerundefined other undefined} on LMSpeed, including S3AI API, 初叶🍂Furry API. These providers offer free API credits or a free tier with no per-token charges.
Where can I get Muse Glimmer 30B free API access?
LMSpeed currently lists 2 free API providerundefined other undefined} for Muse Glimmer 30B: S3AI API, 初叶🍂Furry API. Check each provider row before using it because free tier limits can change.

Also known as

accounts/fireworks/models/muse-glimmer-30bgo/muse-glimmer-30bmeta/muse-glimmer-30bmuse-glimmer-30b

Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.Standard benchmark data may include BenchLM and other public sources.

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