LongCat 2.0 vs Muse Spark 1.3

rates, context and capabilities side by side on the impossibl api, and what the same workload costs on each.

the models at a glance: base rates, context window and modalities
specificationLongCat 2.0

meituan/longcat-2.0

Muse Spark 1.3

meta/muse-spark-1.3

input · usd / 1m tok$0.30$1.25
output · usd / 1m tok$1.20$4.25
context window1.05mtokens1.05mtokens
modalities · in → out

takes text in, gives text out

takes text and image in, gives text out

pricing

base api rates by model
base api rates · usd per 1m tokensLongCat 2.0

meituan/longcat-2.0

Muse Spark 1.3

meta/muse-spark-1.3

input$0.30$1.25
output$1.20$4.25
cache read$0.006$0.15

the estimate below prices one workload at these rates on every model.

specifications

published specifications by model
as publishedLongCat 2.0

meituan/longcat-2.0

Muse Spark 1.3

meta/muse-spark-1.3

creatormeituanMeta
model typeText generationText generation
context window1,048,756tokens1,048,576tokens
input

takes text in, gives text out

takes text and image in, gives text out

outputtexttext
tool callingnot verifiednot verified
releasednot publishedsep 2, 2026
endpoint/v1/chat/completions/v1/chat/completions

unknown means the public catalog does not establish that fact. a model's documented capabilities can differ from what a particular api supports. see the model documentation for integration details.

benchmarks

benchmark scores by model, primary tested configuration
primary configurationLongCat 2.0

meituan/longcat-2.0

no benchmarks yet

Muse Spark 1.3

meta/muse-spark-1.3

max

intelligence index · gateway ranknot measured48.2#5 of 90
coding indexnot measured75.8#11 of 60
agentic indexnot measured55.7#3 of 49
omnisciencenot measured25.0#12 of 86
gpqanot measured93.5%#8 of 88
humanity’s last examnot measured48.7%#6 of 89
terminal-bench v2.1not measured84.3%#12 of 57
aa-lcrnot measured83.0%
scicodenot measured58.8%
automationbench partialnot measured57.9%
tau bankingnot measured50.5%
multilingual lcrnot measured41.1%
terminal-bench v4.0not measured33.3%
gdp.pdf all-passnot measured26.6%
critptnot measured24.9%

Muse Spark 1.3 source ↗

each column describes the tested configuration named under the model; performance and costs can differ on impossibl. a score one model was not measured on is left blank rather than scored zero. indices are ranked against every model on the gateway with one. last checked 2026-09-11.

estimate your cost

one token workload, priced on every model at the published rates, in usd. change the numbers to match yours.

token workload

total input, including cached tokens

include billable reasoning tokens

the same token usage in each request

a subset of total input, never additional tokens

LongCat 2.0

meituan/longcat-2.0

estimated usage cost

$0.90

1,000 requests × (1,000 uncached input × $0.30 + 500 output × $1.20) / 1,000,000 = $0.90

base rates; no context pricing tiers are published.

Muse Spark 1.3

meta/muse-spark-1.3

estimated usage cost

$3.375

1,000 requests × (1,000 uncached input × $1.25 + 500 output × $4.25) / 1,000,000 = $3.375

base rates; no context pricing tiers are published.

estimates use published impossibl api usage rates. configured billing adjustments, funding fees, taxes, and custom workspace rates are excluded and may change the final amount.

image and audio usage, cache creation, and additional tool charges are excluded. reasoning tokens count as billable output, even when they are not visible in the response.

summary

LongCat 2.0 and Muse Spark 1.3 are available through the Impossibl API. they share the /v1/chat/completions endpoint; the model identifier selects the model for a request.

LongCat 2.0 is created by meituan. It has a 1,048,756-token context window. Base API pricing (USD): $0.30 per million input tokens; $1.20 per million output tokens.

Muse Spark 1.3 is created by Meta. It has a 1,048,576-token context window. Base API pricing (USD): $1.25 per million input tokens; $4.25 per million output tokens.

LongCat 2.0Muse Spark 1.3

this page compares LongCat 2.0 vs Muse Spark 1.3 as listed by the impossibl public api. prices and availability come from that catalog, refreshed here every five minutes. this is an impossibl offering, not a comparison of independent hosting-provider quotes.

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