Muse Spark Open

by Meta

Released 43 days after Muse Spark 1.3 Contributor · Announcement · All Meta releases

Muse Spark Open is the open-weight release of Muse Spark, Meta's agentic and coding model, published on October 15, 2026. It is a sparse mixture-of-experts transformer with 816B total parameters and about 42B active per token, so per-token compute tracks the active parameters while serving still loads the full weights. Of its 62 decoder layers, 46 use sliding-window attention over the most recent 2,048 tokens and 16 use full attention, which keeps the key-value cache small across a 1,048,576-token context. The model is natively multimodal: built-in perception encoders take images, audio and video alongside text, and it answers in text. Meta built it for long-horizon tasks, complex software engineering and multi-step reasoning, with tool calling for agent loops. It always reasons before it answers, and a reasoning effort from low to xhigh (the default) sets how much, trading answer quality against latency and tokens. Meta publishes the weights in BF16 and in NVFP4, which keeps most weights in 4-bit, under the Muse Model License with limited commercial terms. The model was trained on data from more than 100 languages, and Meta's model card reports its evaluations at xhigh effort.

Call Muse Spark Open on Opper with the OpenAI SDK. Sign up without a credit card. Get started

Key info

Input
Output
Features
Context window
1M
Max output
—
Input price
$1.25 /1M$0.15 cache read
Output price
$4.25 /1M
Released
Web search
  • Zero data retention on pay-as-you-go
  • No training by default
  • GDPR DPA available

Available routes

Muse Spark Open runs on 2 different routes through the Opper gateway. Compare residency, zero data retention and training posture at a glance, with full data-handling detail per route below.

ProviderRegionZero data retentionTrainingInputOutputCache read
MultiNo$1.25$4.25$0.15
MultiNo$1.25$4.25Input price

Live routes and prices as JSON: api.opper.ai/v3/models?q=muse-spark-open

Uptime and availability

Muse Spark Open runs on 2 independently monitored routes through the Opper gateway. A direct integration leaves you on one of them, the gateway serves whichever is healthy.

100%effective uptime, last 30 days
Averaged across these routes on their own, a single provider reached 93.96% over the same window.
Daily status through the gateway, which serves each request from whichever route is healthy.
2 monitored providers serve Muse Spark Open.

Measured over the last 30 days from each provider's official status feed via StatusGator. Refreshed hourly. See uptime for every provider Opper monitors.

Data handling per route

Each route hosting Muse Spark Open has its own privacy posture, residency, and GDPR terms. Postures are maintained by Opper with a last-verification timestamp.

Fireworks — Multi-region

Zero data retention: nothing is logged, held for abuse monitoring or used for training. No training on customer data. GLOBAL; SCCs; DPA available.

Zero data retention
Yes. Nothing is logged, held for abuse monitoring or used for training.
Training
No training on customer data.
Logging
None
Abuse monitoring
On by default, keeps nothing
Subprocessor access
Subprocessors may read content
GDPR DPA
DPA available
Transfer mechanism
SCCs

Nebius — Multi-region

Content is retained: provider logging. No training on customer data. GLOBAL; SCCs; DPA available.

Zero data retention
Retained: provider logging.
Training
No training on customer data.
Logging
Other
Abuse monitoring
No classifier
GDPR DPA
DPA available
Transfer mechanism
SCCs

Best for

Where Muse Spark Open ranks among the models on Opper with a score for each use case.

Benchmarks

Independent benchmark scores: the Intelligence Index and the individual evaluations behind it, grouped by skill.

Global rank#31 of 506 LLMs
TierEfficient
Output speed177 tok/s
Intelligence Index24.9
Coding
FrontierCode 2.0
8%
Terminal-Bench 4.0
8%
SciCode
58%
Agentic & knowledge work
AutomationBench
50%
GDPval
45%
GDP.pdf
19%
Briefcase (Elo)1278
Science & reasoning
Terminal-Bench Science
2%
CritPt (hard)
30%
HLE Diamond
26%
Humanity's Last Exam
44%
GPQA Diamond
89%
Long-context reasoning
78%
Knowledge
Omniscience25.8
MMMU-Pro
81%
By domain
Finance & accounting
42.0
Legal
39.6
Healthcare & medical
39.1
Engineering
35.1
Economics
40.6
Strategy & operations
43.4

Get started

Call Muse Spark Open through the Opper gateway with one API key. Opper is drop-in compatible with the OpenAI, Anthropic and Google AI SDKs.

Muse Spark Open is a premium model on Opper. Sign up needs no credit card: you get an API key straight away and the free models work in the playground and the API. Add a card to use premium models, pay-as-you-go with no minimum.

Set it up with your agent

Copy this and paste it into a coding agent like Claude Code, Cursor or Codex and it'll wire up Opper for you.

Or call it directly

import OpenAI from "openai";
const client = new OpenAI({
apiKey: process.env.OPPER_API_KEY,
baseURL: "https://api.opper.ai/v3/compat",
});
const completion = await client.chat.completions.create({
model: "muse-spark-open",
messages: [{ role: "user", content: "Hello" }],
});
console.log(completion.choices[0].message.content);

Use Muse Spark Open in your apps

Pick your tool, then choose Muse Spark Open to see how to run it through Opper.

Use Muse Spark Open with tools

The tools Muse Spark Open can use through Opper. Pick one to see how to set it up.

Compare Muse Spark Open with…

Side-by-side on privacy, EU hosting, pricing, and benchmarks.

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