Models Model details

Meta

Meta: Muse Spark Open

meta/muse-spark-open

Muse Spark Open is a coding-optimized open-weight model. Trained specifically for agentic coding workflows, it delivers higher first-attempt accuracy, reliable tool calling, and deep codebase understanding across the repos developers actually work in.

Input
$1.25

/ 1M tokens

Output
$4.25

/ 1M tokens

Context window
1.05M

tokens

Limits

Context

1,048,576

tokens

Max output

943,718

90% of the context window

Parameters

822,036,529,664

Model facts

Author

Meta

Tokenizer

Other

Modality

Text + Image + File + Audio + Video -> Text

License

Other

Created

Oct 15, 2026

Hugging Face

meta-models/Muse-Spark-Open-816B-A42B

Reasoning

RequiredDefault MediumXhighHighMediumLow

Publication status

Hugging Face: verifiedLicense: publishedParameter count: published

Modalities

Input · TextInput · ImageInput · VideoInput · FileInput · AudioOutput · Text

Generation controls

Frequency penaltyInclude reasoningLogit biasLogprobsMax tokensMin pPresence penaltyReasoningReasoning effortRepetition penaltyResponse formatSeedStopStructured outputsTemperatureTool choiceToolsTop kTop logprobsTop p