Meituan
·Released on Jul 20, 2026

Longcat 2.0 API Benchmarks, Pricing & Provider Data

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Longcat 2.0 benchmark, API pricing, and provider data cover 11 API providers, with prices starting at $7.50/M. The page also shows measured API speed and first-token latency.

LongCat 2.0 is a sparse mixture-of-experts language model from Meituan, with 48B active parameters out of 1.6T total. It is suited for coding, repository-level changes, long-horizon problem solving, a...

Quality
0.0
LMSpeed score
Speed
#70of 80
39char/s
5.81 s
Cost
#105of 185
$7.50/ 1M · 8:1 in:out
$1.20 in · $6.30 out

Category Performance

Observed-capability estimates with uncertainty reported separately from independent benchmark families.

Coverage
2 / 8
Methodology
V3.0
Category PerformanceObserved-capability estimates with uncertainty reported separately from independent benchmark families.Agents-Coding52.5Reasoning54.4Knowledge-Math-Multilingual-Multimodal-Instruction following-
#1Reasoning54.4Provisional1/4 Measured dimensions
80% interval: 40.568.3
abstract logicPrior only
scientific causal54.4
gpqa · gpqa / hle · hle
multistep constraintsPrior only
evidence verificationPrior only
#2Coding52.5Provisional1/4 Measured dimensions
80% interval: 36.268.7
code generation52.5
aa_coding_index · artificial_analysis_coding_index
repository engineeringPrior only
debugging testingPrior only
tooling qualityPrior only
No data:AgentsKnowledgeMathMultilingualMultimodalInstruction following

Specifications

Input and output token limits for this model, plus how it ranks on long-context understanding.

INPUT
1.0Mtokens
1.3K pages of text
OUTPUT
262.1Ktokens
8K128K1M4M
1.0M

Features

Technical Details

Input
Output
Released
Jul 2026
Tokenizer
Other
Architecture
text->text
Moderated
No
Supported parameters
frequency_penaltyinclude_reasoninglogit_biasmax_tokensmin_ppresence_penaltyreasoningrepetition_penaltyseedstoptemperaturetool_choicetoolstop_ktop_p

Rankings

Excels at

Detailed scores

Updated: Sep 5, 2026

Speed & latency

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Output speed46.4 tok/s#70 / 80Time to first token2.18 s#56 / 80
Output speed
LMSpeed rank#70
Score46.4 tok/s
UpdatedSep 5, 2026
Confidence4
Time to first token
LMSpeed rank#56
Score2.18 s
UpdatedSep 5, 2026
Confidence4

Pricing

undefined metric} other undefined metrics}}

Input price$0.750/M#105 / 185Output price$2.95/M#97 / 185
Input price
LMSpeed rank#105
Score$0.750/M
UpdatedSep 5, 2026
Confidence4
Output price
LMSpeed rank#97
Score$2.95/M
UpdatedSep 5, 2026
Confidence4

Agents

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Planning & decompositionPrior only
Tool usePrior only
Environment & long-horizon executionPrior only
Recovery & completion reliabilityPrior only

Coding

V3.0

undefined metric} other undefined metrics}} · Provisional

Score52.580% interval36.2–68.71/4 Measured dimensions
Dimensions and evidence
Code generation52.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aa_coding_index · artificial_analysis_coding_index · z -0.05 · q 1.00
Repository engineeringPrior only
Debugging & testingPrior only
Tool-assisted development & qualityPrior only

Reasoning

V3.0

undefined metric} other undefined metrics}} · Provisional

Score54.480% interval40.5–68.31/4 Measured dimensionsGPQA78.0%#106 / 217HLE33.7%#46 / 214
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning54.4
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
gpqa · gpqa · z 0.01 · q 1.00
hle · hle · z 0.72 · q 1.00
Multi-step constraintsPrior only
Evidence integration & verificationPrior only
GPQAV3 evidence
LMSpeed rank#106
Score78.0%
UpdatedSep 5, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#46
Score33.7%
UpdatedSep 5, 2026
Confidence4

Knowledge

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Broad knowledgePrior only
Professional knowledgePrior only
FactualityPrior only
Retrieval & open-book usePrior only

Math

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Foundational mathPrior only
Competition mathPrior only
Advanced proofsPrior only
Applied & tool-assisted mathPrior only

Multilingual

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Cross-language understandingPrior only
Multilingual generationPrior only
Reasoning transferPrior only
Low-resource robustnessPrior only

Multimodal

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Perception & OCRPrior only
Document & spatial understandingPrior only
Visual reasoningPrior only
Video & grounded actionPrior only

Instruction following

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Constraint followingPrior only
Structured outputPrior only
Novel-instruction generalizationPrior only
Multi-turn & long instructionsPrior only

OpenRouter endpoints

1 endpoints

Third-party OpenRouter endpoint data, shown separately from LMSpeed measurements. Some 30-minute live performance fields only appear after syncing with an OpenRouter API key.

Provider endpointInputOutput1d uptime30m latency30m throughputContext / output
AtlasCloud
atlas-cloud/fp8
$0.300/M$1.20/M100%undefined tokens / undefined tokens

Pricing Comparison

Compare Longcat 2.0 API pricing across 11 providers. Prices range from $7.50/M to $749250.00/M. CM-API 公益站 offers the lowest rate at $7.50/M.

ProviderHealthModel VariantGroupInput ($/M)Output ($/M)Speed (t/s)First tokenAudit
L1
99%
meituan/longcat-2.0
free
$7.50/M
$7.50/M
L1
99%
meituan-longcat/LongCat-2.0
default
$535.71/M
$535.71/M
L1
99%
LongCat-2.0
default
$8.00/M
Cache read$0.800/M
$32.00/M
L1
0%
LongCat-2.0-Preview
default
$749250.00/M
$749250.00/M
L1
0%
LongCat-2.0-Preview
longcat
$75.00/M
$75.00/M

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Frequently Asked Questions

What benchmark data does Longcat 2.0 include?
LMSpeed shows Longcat 2.0 benchmark context, API price, output speed, first-token latency, and provider data across 11 providers when those signals are available.
What is the Longcat 2.0 API price?
Longcat 2.0 has pricing from 11 providers, ranging from $7.50/M to $749250.00/M. CM-API 公益站 has the lowest listed price.
What does the Longcat 2.0 API pricing table include?
The Longcat 2.0 API pricing table compares 11 providers by input price, output price, free tier status, speed, first-token latency, and recent health data when available.
Which provider has the cheapest Longcat 2.0 API pricing?
CM-API 公益站 currently has the lowest listed Longcat 2.0 price at $7.50/M across 11 providers.
Can I compare Longcat 2.0 API price and speed together?
Yes. LMSpeed shows Longcat 2.0 API price, output speed, first-token latency, and provider health on the same page so you can compare cost and performance together.
Is Longcat 2.0 API free?
Longcat 2.0 does not currently have a free API tier on LMSpeed. All 11 providers charge per token.

Also known as

LongCat-2.0LongCat-2.0-Previewlongcat-2.0longcat-2.0-freemeituan-longcat/LongCat-2.0

Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.Standard benchmark data may include BenchLM and other public sources.

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