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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...

10/15/2026
1,048,576 tokens

Specifications

Modalities

Input
text
image
video
file
audio
Output
text

Supported Parameters

frequency_penalty
include_reasoning
logit_bias
logprobs
max_tokens
min_p
presence_penalty
reasoning
reasoning_effort
repetition_penalty
response_format
seed
stop
structured_outputs
temperature
tool_choice
tools
top_k
top_logprobs
top_p

Max Output Tokens

943,718

Reasoning Configuration

Default
Thinking on (effort: medium)
Selectable effort levels
xhigh
high
medium
low
Turning thinking off
Not possible (always thinks)

How to control thinking, and what it costs

Data policy

Prompt retention
Unknown — we could not confirm
Training
Unknown — not declared

"Unknown" does not mean "safe". It means we could not confirm it.

Whether a provider trains on prompts is a declared value from our terms with them. Retention is determined from the upstream listing for every host this model can reach. Neither is guessed.

Frequently asked questions

Is Muse Spark Open available on FastMetal?
Not at the moment. Muse Spark 1.3, from the same lab, is available on the FastMetal API today.
What is the context window of Muse Spark Open?
1,048,576 tokens, shared between the prompt and the response.