llmboard.aiAI model intelligence
Home

Model Rankings

OverallOpen ModelsAgentCodingReasoningMathKnowledgeInstruction FollowingTextVision
Image GenerationImage Editing
Video GenerationImage to VideoVideo Editing
Text to SpeechSpeech to Text
Embeddings

Efficiency

Chat Token PricingImage PricingVideo PricingAudio Pricing
Chat Speed & LatencyProvider Reliability

Benchmarks

GPQAMMLU-ProAIME 2025SWE-Bench VerifiedMMLUHumanity's Last ExamLiveCodeBenchMATHHumanEvalMMMU-Pro
All Benchmarks

Tools

Model Directory

Scoring & Data

Scoring & Data
1367 models808 benchmarks

Leaderboard Center

Overall RankingCodingCore BenchmarksPrice & ValueRuntime Performance

Modalities

All ModelsImage GenerationImage EditingVideo GenerationImage-to-VideoVideo EditingText-to-SpeechSpeech-to-TextEmbeddings

Data & Methods

Scoring MethodAll Benchmarks
llmboard.aiCopyright 2026 llmboard.ai

Meta model product

Muse Spark Open

Muse Spark Open is an open-weight multimodal reasoning model from Meta for coding and long-horizon agentic work, with 816B total parameters, 42B active parameters, and a 1M-token context.

Updated Oct 23, 2026. Default version: Muse Spark Open

LLMBoard Score74.9Muse Spark Open
Coverage20%17 benchmark families
Context window1MTokens
Official input priceN/AOfficial price unavailable

On this page

  • Capability
  • Benchmarks
  • Arena
  • Pricing
  • Runtime
  • Specification
  • Versions
  • Similar models
  • About
  • FAQ

Muse Spark Open Capability Profile

This profile uses the model's current scored version. Arena ratings and prices are shown separately.

Muse Spark Open LLMBoard score breakdown

Muse Spark Open Benchmark Results

Benchmark scores for Muse Spark Open.

17 rows
Columns

Show columns

Sort by
Benchmark
Score
Rank
Participants
Percentile
Evidence
Evaluated
BenchmarkMCP AtlasScore89.20%Rank01Participants39Percentile100.00%EvidenceCEvaluatedOct 22, 2026
BenchmarkAA-Omniscience IndexScore25.00 pointsRank02Participants5Percentile75.00%EvidenceCEvaluatedOct 22, 2026
BenchmarkJob BenchScore61.80%Rank02Participants9Percentile87.50%EvidenceCEvaluatedOct 22, 2026
BenchmarkSWE Atlas - Codebase QnAScore58.00%Rank03Participants7Percentile66.67%EvidenceCEvaluatedOct 22, 2026
BenchmarkZEROBenchScore0.50 pointsRank03Participants15Percentile85.71%EvidenceCEvaluatedOct 22, 2026
BenchmarkHumanity's Last Exam (with tools)Score61.00%Rank03Participants5Percentile50.00%EvidenceCEvaluatedOct 22, 2026
BenchmarkSciCodeScore58.50%Rank04Participants31Percentile90.00%EvidenceCEvaluatedOct 22, 2026
BenchmarkWorldVQAScore49.40%Rank04Participants7Percentile50.00%EvidenceCEvaluatedOct 22, 2026
BenchmarkSimpleVQAScore0.74 pointsRank05Participants17Percentile75.00%EvidenceCEvaluatedOct 22, 2026
BenchmarkToolathlon-VerifiedScore72.80%Rank05Participants5Percentile0.00%EvidenceCEvaluatedOct 22, 2026
BenchmarkBabyVisionScore80.20%Rank06Participants16Percentile66.67%EvidenceCEvaluatedOct 22, 2026
BenchmarkGDPval-AAScore1,401.00 pointsRank10Participants17Percentile43.75%EvidenceCEvaluatedOct 22, 2026
BenchmarkOSWorld-VerifiedScore80.40%Rank10Participants28Percentile66.67%EvidenceCEvaluatedOct 22, 2026
BenchmarkArtificial AnalysisScore39.00%Rank13Participants13Percentile0.00%EvidenceCEvaluatedOct 22, 2026
BenchmarkTerminal-Bench 2.1Score76.40%Rank27Participants48Percentile44.68%EvidenceCEvaluatedOct 22, 2026
BenchmarkDeepSWE 1.1Score60.00%Rank33Participants51Percentile36.00%EvidenceCEvaluatedOct 22, 2026
BenchmarkGPQAScore89.00%Rank38Participants256Percentile85.49%EvidenceCEvaluatedOct 22, 2026

Muse Spark Open Arena Results

Preference and agent-evaluation results for the default version.

No Arena results

The default version does not have a matching Arena result yet.

Muse Spark Open Pricing

Official vendor API pricing appears first, followed by individual provider offers.

Official API
N/A
Official provider
N/A
Lowest third-party
From $1.25 input, $4.25 output per 1M via NanoGPT
Tracked offerings
14
14 rows
Columns

Show columns

Sort by
Provider
Provider model ID
Region
Input / 1M
Output / 1M
Context
Updated
ProviderNanoGPTProvider model IDmeta/muse-spark-openRegionglobalInput / 1M$1.25Output / 1M$4.25Context1MUpdatedOct 23, 2026
ProviderKilo GatewayProvider model IDmeta/muse-spark-openRegionglobalInput / 1M$1.25Output / 1M$4.25Context1MUpdatedOct 23, 2026
ProviderOpenRouterProvider model IDmeta/muse-spark-openRegionglobalInput / 1M$1.25Output / 1M$4.25Context1MUpdatedOct 23, 2026
ProviderOllama CloudProvider model IDmuse-spark-openRegionglobalInput / 1M$1.25Output / 1M$4.25Context1MUpdatedOct 23, 2026
ProviderNebius Token FactoryProvider model IDmeta-models/muse-spark-openRegionglobalInput / 1M$1.25Output / 1M$4.25Context1MUpdatedOct 23, 2026
ProviderVercel AI GatewayProvider model IDmeta/muse-spark-openRegionglobalInput / 1M$1.25Output / 1M$4.25Context1MUpdatedOct 23, 2026
ProviderFireworks AIProvider model IDaccounts/fireworks/models/muse-spark-openRegionglobalInput / 1M$1.25Output / 1M$4.25Context1MUpdatedOct 23, 2026
ProviderMerge GatewayProvider model IDmeta/muse-spark-openRegionglobalInput / 1M$1.25Output / 1M$4.25Context1MUpdatedOct 23, 2026
ProviderRequestyProvider model IDmuse-spark-openRegionglobalInput / 1M$1.25Output / 1M$4.25Context1MUpdatedOct 23, 2026
ProviderPrime InferenceProvider model IDmeta/muse-spark-openRegionglobalInput / 1M$1.25Output / 1M$4.25Context1MUpdatedOct 23, 2026
ProviderCloudflare AI GatewayProvider model IDmeta/muse-spark-openRegionglobalInput / 1M$1.25Output / 1M$4.25Context1MUpdatedOct 23, 2026
ProviderTogether AIProvider model IDmeta-models/Muse-Spark-Open-816B-A42BRegionglobalInput / 1M$1.25Output / 1M$4.25Context1MUpdatedOct 23, 2026
ProviderModalProvider model IDmeta-models/Muse-Spark-Open-816B-A42BRegionglobalInput / 1M$1.25Output / 1M$4.25Context1MUpdatedOct 23, 2026
ProviderVenice AIProvider model IDmuse-spark-openRegionglobalInput / 1M$1.56Output / 1M$5.31Context1MUpdatedOct 23, 2026

Official prices use only the vendor's configured official Provider and positive standard USD PAYG rates. Third-party offers remain explicitly labeled.

Muse Spark Open Runtime Performance

Provider-specific output speed and catalog latency for Muse Spark Open. Runtime does not affect the capability score.

No runtime data

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.

Muse Spark Open Specifications

Technical details for the model's default version.

Version
Muse Spark Open
Released
Oct 15, 2026
Knowledge cutoff
Unknown
Parameters
816B
Context window
1M
Max output
1M
Inputs
audio, image, text, video
Outputs
text
Open weights
Yes
License
Muse Model License

Muse Spark Open Versions

Available versions of this model. The score column identifies the version used in the overall ranking.

1 row
Columns

Show columns

Sort by
Version
Released
LLMBoard
Parameters
Context
Max output
Open weights
License
VersionMuse Spark OpenReleasedOct 15, 2026LLMBoard74.86Parameters816BContext1MMax output1MOpen weightsYesLicenseMuse Model License

Models similar to Muse Spark Open

Recommendations prioritize the same model type and family, then the closest LLMBoard score.

#39+1.34
ME

Muse Spark 1.2

Meta

76.20 LLMBoard

Details
#35+3.10
ME

Muse Wonder

Meta

77.96 LLMBoard

Details
#59-3.66
ME

Muse Spark

Meta

71.20 LLMBoard

Details
#21+7.75
ME

Muse Spark 1.1

Meta

82.61 LLMBoard

Details
#15+8.60
ME

Muse Wonder Full

Meta

83.46 LLMBoard

Details
#9+14.09
ME

Muse Spark 1.3

Meta

88.95 LLMBoard

Details

What is Muse Spark Open?

Key information about Muse Spark Open and its available data.

Muse Spark Open is an 816B-total-parameter, 42B-active-parameter open-weight multimodal reasoning model from Meta. It is designed for coding and long-horizon agentic work and supports a 1M-token context.

Data as of 2026-10-22.

FAQ

Common questions about Muse Spark Open.

When was Muse Spark Open released?

Muse Spark Open's default version was released on Oct 15, 2026.

How much does Muse Spark Open cost?

No official standard PAYG price is currently available for Muse Spark Open. The lowest tracked third-party offer starts at $1.25 input and $4.25 output via NanoGPT.

Who created Muse Spark Open?

Muse Spark Open was created by Meta.

What is the context window for Muse Spark Open?

The default version has a 1M token context window.

Is Muse Spark Open open weight?

Yes. The default version is marked as open weight under Muse Model License.

How many API providers offer Muse Spark Open?

14 provider offerings are linked to the default version.

Browse runtime rankings