Skip to main content

Muse Spark Open (Xhigh)

MetaOpen WeightMuse Model License · Commercial OK

Description

Muse Spark Open is Meta Superintelligence Labs' open-weight natively multimodal Mixture-of-Experts model (816B total / 42B active parameters) with a 1,048,576-token context window. The HF model card specifies text, image, video, and audio inputs and text output. It supports configurable reasoning_effort (low/medium/high/xhigh; default xhigh) and is positioned for coding and agentic workflows. Weights are released under the Muse Model License with limited commercial terms and are available on Hugging Face as meta-models/Muse-Spark-Open-816B-A42B (BF16) and an NVFP4 sibling. Hosted inference is offered by third-party providers including Together AI, Fireworks AI, Groq, Modal, Nebius, Baseten, and OpenRouter (slug meta/muse-spark-open).

Release Date
2026-10-15
Parameters
816.0B
Context Length
1.0M
Modalities
audio, image, pdf, text, video

Capability Radar

40
general
58
coding
89
reasoning
69
science
80
agents
70
multimodal

Rankings

Domain#RankScoreSource
Agentic Capability81
44.0
LS
Code Ranking44
88.0
AA
General Ranking77
66.0
AA
Multimodal Ranking23
62.0
LS
Reasoning44
74.0
LB
Science26
83.0
AA

Benchmark Scores (LLM Stats)

(LLM Stats (zeroeval))

Agents

Toolathlon-Verified72.8%SR
Job Bench61.8%SR

Code

DeepSWE 1.160.0%SR
SWE Atlas - Codebase QnA58.0%SR

General

GDPval-AA1401.00 / 3000SR
Artificial Analysis39.0%SR

Knowledge

AA-Omniscience Index25.00 / 200SR

Multimodal

OSWorld-Verified80.4%SR

Reasoning

MCP Atlas89.2%SR
GPQANYU + Cohere + Anthropic (2023)89.0%SR
Terminal-Bench 2.176.4%SR
Humanity's Last Exam (with tools)61.0%SR
SciCode58.5%SR

Vision

BabyVision80.2%SR
SimpleVQA0.74 / 100SR
ZEROBench0.50 / 100SR
WorldVQA49.4%SR

AA Evaluation Indices

(Artificial Analysis)
Gpqa(NYU + Cohere + Anthropic (2023))
89.0
Lcr(Artificial Analysis)
78.3
Terminalbench V2 1
76.4
Scicode(UIUC + Argonne National Lab (2024))
58.4
Hle(Center for AI Safety + Scale AI (2025))
43.9
Intelligence Index(Artificial Analysis)
38.9
Terminalbench V4 0
8.1

LLM Stats Category Scores

(LLM Stats (zeroeval))
Legal
100
Finance
100
Agents
100
Reasoning
100
General
85
Knowledge
25
Science
25
Tool Calling
80
Image To Text
70
Multimodal
70
Physics
70
Biology
70
Chemistry
70
Code
70
Vision
70
Math
60
Productivity
60

Pricing

Input Price$1.25 / 1M tokens
Output Price$4.25 / 1M tokens
Blended Price (3:1)$2 / 1M tokens
Cache Read Price$0.15 / 1M tokens

Speed

Tokens/sec142.6
Time to First Token0.60s
Time to Answer14.63s

Provider Price Ranking

Provider Price Ranking

12 providers

Cheapest: TogetherMost Expensive: Venice AI
ProviderInputOutput
1TogetherCheapest
$0
$0
2MetaPRIMARY
$1.25
$4.25
3NanoGPT
$1.25
$4.25
4OpenRouter
$1.25
$4.25
5Kilo Gateway
$1.25
$4.25
6Cloudflare AI Gateway
$1.25
$4.25
7Ollama Cloud
$1.25
$4.25
8Requesty
$1.25
$4.25
9Vercel AI Gateway
$1.25
$4.25
10Merge Gateway
$1.25
$4.25
11Prime Inference
$1.25
$4.25
12Venice AI
$1.5625
$5.3125

Compare pricing across different API providers for this model.

External Sources