Skip to content

Muse Spark 1.3

MetaProprietaryReasoningReleased Sep 2, 2026Input: text, image, video, file
Overall score
—
Not enough evidence to rank yet
Context window
1M
1,000,000 tokens
Price per 1M tokens
$1.25 in · $4.25 out
Source: BenchLM
Blended price
$2.00
3:1 input:output tokens
Output speed
—
Not measured yet

Category scores

Scores per capability area with the model's rank among ranked models in that category.

  1. 1Reasoning82.0
  2. 2Math78.5
  3. 3Agentic & tool use76.1
  4. 4Coding68.0
  5. 5Knowledge68.0
Higher is better. #N is the model's rank in that category, where it is eligible to be ranked.

Benchmark results (19)

As reported in system cards, papers and public evaluations. Position compares this model with every other model reporting the same benchmark.

Agentic & tool use

Terminal-Bench 2.188.8#6 of 68
MazeBench0#20 of 42
JobBench64.9#3 of 34
AutomationBench49.4#9 of 25
OSWorld 2.066.9#4 of 24
DeepSearchQA89.4#9 of 20
ApprenticeBench19#8 of 18
CWE-bench v155.0#7 of 11

Coding

DeepSWE75.4#5 of 50
Bug Hunt Bench32.2#10 of 23
FrontierSWE v225.8#13 of 20
SWE-Atlas Codebase QnA59.4#2 of 4

Reasoning

MRCR v2 256K-512K98.5#2 of 2
MRCR v2 512K-1M98.1#1 of 2

Math

FrontierMath v2 (Tiers 1-3)74.035#21 of 64
FrontierMath v2 (Tier 4)46.341#19 of 51

Multimodal

Design Arena Website1356#2 of 91

Instruction following

Gray Swan IPI (15 attempts)(lower is better)15.9#8 of 12

Pricing by source

USD per 1M tokens.

SourceInputOutputCached in
List price (BenchLM)$1.25$4.25$0.15
OpenRouter meta/muse-spark-1.3$1.25$4.25$0.15

Meta Model API lists `muse-spark-1.3` at $1.25 input, $0.15 cached input, and $4.25 output per million tokens. Meta separately lists `muse-spark-1.3-contributor`, whose data may be used to improve Meta products, at $0.10 input, $0.002 cached input, and $0.20 output per million tokens; the standard non-contributor SKU is the headline rate.

Arena ratings

Human-preference ratings from LMArena. Best-rated variant shown.

Text(Max)1490#12 · 17.6K votes
WebDev (coding)(Max)1659#14 · 9.4K votes
Vision(Max)1308#12 · 5.4K votes
Documents(max)1471#15 · 1K votes

Speed

Measured by us through OpenRouter (median of trials).

Not measured yet.

Related models