Meituan · language model
LongCat 2.0: pricing, context and benchmarks
LongCat 2.0 is a language model from Meituan released on July 20, 2026. It costs $0.3 per million input tokens and $1.2 per million output tokens, with a 1M-token context window. No independent score has been published for it so far.
What you need to know about LongCat 2.0
LongCat 2.0 was released by Meituan (China) on July 20, 2026. It accepts text as input and produces text. Its context window reaches 1,048,756 tokens, larger than 93 % of the models in the registry, and it can write up to 262,144 tokens in one go.
It has been available for about 3 months, long enough for its prices and scores to have settled.
LongCat 2.0 pricing
On OpenRouter, LongCat 2.0 costs $0.3 per million input tokens and $1.2 per million output tokens. Counting three tokens read for every token written, its average price is $0.525 per million, more expensive than 43 % of paid models (1.5 times cheaper than the median of $0.76).
A concrete example: a task that sends 2,000 tokens (about 1,500 words) and receives a 500-token answer costs $0.0012. At 1,000 tasks a day, budget $36 a month. The price calculator redoes this with your own volumes.
Tokens already sent and cached are billed at $0.006 per million.
Performance and benchmarks
Epoch AI does not yet publish a capabilities index for LongCat 2.0. We therefore show no made-up performance rating: only price, context and features count towards its score.
Features, privacy and local use
- It supports tool calling, so it can drive an AI agent, call APIs or MCP servers.
- It is a reasoning model: it "thinks" before answering, which helps on hard tasks but uses more output tokens.
Its weights are open and downloadable from Hugging Face: you can run it on your own machines without sending your data to a third party.
Verdict
LongCat 2.0 scores 72/100 on our grid, which only uses published figures.
Strengths
- Very large context (1M tokens): long documents or a whole codebase fit in one request.
- Open weights: self-hostable, your data stays with you.
Limitations
- No independent score published: performance cannot be verified.
- Text only: reads neither images nor files.
Alternatives
- MiniMax M3$0.53
- Gemini 3.1 Flash Lite$0.56
- Gemini 3.1 Flash Lite Preview$0.56
- GLM 5.3 FlashX$0.59
- MiMo-V2.6-Pro$0.54
- Beam 1.0 501B A23B$0.44
Comparisons and tools
Learn more
Frequently asked questions
How much does LongCat 2.0 cost?
$0.3 per million input tokens and $1.2 per million output tokens on OpenRouter (checked October 25, 2026). A task with 2,000 tokens read and 500 written costs $0.0012.
How big is LongCat 2.0's context window?
1,048,756 tokens, roughly 787,000 words, with a maximum of 262,144 output tokens.
Can LongCat 2.0 run locally?
Yes, its weights are published.
Is LongCat 2.0 suitable for an AI agent?
Technically yes: it supports tool calling. Then check its cost for your volume.
What are the alternatives to LongCat 2.0?
The closest models on price and performance are MiniMax M3, Gemini 3.1 Flash Lite, and Gemini 3.1 Flash Lite Preview.
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Neutrality. No affiliate links. No vendor pays to be reviewed, rated or ranked. Reviews are directed by François Chollet, neutral and factual, and every data point is dated and sourced. How we score