LongCat-2.0 Now on SiliconFlow: 1.6T MoE, Native 1M Context, Built for Agentic Coding

목차

TL;DR:

  • LongCat-2.0 is now live on SiliconFlow Meituan LongCat's next-generation trillion-parameter flagship model, and it's the full model behind "Owl Alpha", the anonymous model that reached Top 3 globally by daily volume on OpenRouter.

  • Features: 1.6T total parameters with ~48B activated per token, native 1M-token context, purpose-built for agentic coding.

  • Cost on SiliconFlow:

    • $0.75 / M input · $2.95 / M output · $0.015 / M cache read

  • Get started: SiliconFlow provides OpenAI- and Anthropic-compatible APIs for LongCat-2.0, so it drops straight into Claude Code, Cline, Hermes Agent, OpenCode, and your existing tools in minutes


Some of you have already been trusting a model without knowing its name. "Owl Alpha," the anonymous model on OpenRouter, was actually a preview of LongCat-2.0 — and it reached Top 3 globally by daily volume, ranking #1 on Hermes Agent, #2 on Claude Code, and #3 on OpenClaw by monthly volume.

Meituan LongCat has now shipped the full model behind it, with architecture-level upgrades across the board. LongCat-2.0 is now live on SiliconFlow.

LongCat-2.0 on SiliconFlow

Context window

1049K tokens

Max output

262K tokens

Input

$0.75 / M tokens

Cache input

$0.015 / M tokens

Output

$2.95 / M tokens

Architecture

MoE — 1.6T total params, ~48B active (33B–56B dynamic range)

Capabilities

Tool Use · JSON Mode · Chat Prefix Completion

Precision

FP8

Why LongCat-2.0 stands out

  • LongCat Sparse Attention (LSA): scales efficiently for 1M-context tokens. Compute for long-context processing drops from quadratic to linear, so the model can still precisely locate the right information even at the full 1M-token window.

  • Zero-Compute Experts + ScMoE: dynamic activation of 33B–56B parameters per token, zero wasted compute. Simple tokens skip the extra compute, while complex ones automatically draw on more — so you're not paying for capacity you don't need.

  • MOPD: three specialized expert groups (Agent / Reasoning / Interaction), gate-routed per task. Each group is trained independently and dynamically scheduled at inference rather than simply merged, giving the model strong, balanced performance across coding, reasoning, and interaction.

For the full technical details behind LongCat-2.0's architecture and training, see Meituan LongCat's official blog.

Benchmark performance

LongCat-2.0 leads on SWE-bench Pro and holds its own across FORTE, RWSearch, and BrowseComp — agentic coding and general-agent workloads that go well beyond a single benchmark.

Benchmark

LongCat-2.0

Gemini 3.1 Pro

GPT-5.5

Opus 4.6

Opus 4.7

Opus 4.8

Terminal-Bench 2.1

70.8

70.7

73.8

71.7

78.9

SWE-bench Pro

59.5

54.2

58.6

57.3

64.3

69.2

SWE-bench Multilingual

77.3

76.9

77.8

80.5

84.8

FORTE

73.2

70.3

77.8

73.2

77.6

77.2

RWSearch

78.8

76.3

85.3

81.3

79.3

77.3

BrowseComp

79.9

85.9

84.4

84.0

79.3

84.3

Run LongCat-2.0 with Your Existing Tools

Benchmarks and backstory can only tell you so much — the fastest way to know if LongCat-2.0 fits your workflow is to run it yourself. And that only takes minutes.

Try it first, no setup

Open the SiliconFlow Playground and chat with LongCat-2.0 right in your browser.

Tune temperature and top-p, or run it side by side against GLM-5.2 or DeepSeek-V4-Pro on the same coding prompt to see how it performs.

Plug into your tools

SiliconFlow APIs are both OpenAI- and Anthropic-compatible, so LongCat-2.0 drops straight into any tool that supports a custom provider — same SDK, same code, just a new base URL and model string. Live in minutes.

Tool

SiliconFlow Integration Guide

Claude Code

Command-line AI assistant for terminal coding workflows

Cline

Autonomous agent for VS Code

OpenCode

Open-source AI coding agent for flexible development workflows

Hermes Agent

Autonomous server agent that remembers, runs, and improves

And more

Continue, Janitor AI… — integration guides

What you need to connect:

Base URL

https://api.siliconflow.com or
https://api.siliconflow.com/v1

SiliconFlow API Key

Get yours at cloud.siliconflow.com/account/ak

Model string

meituan-longcat/LongCat-2.0

Get Started Immediately

  1. Build: Try LongCat-2.0 on SiliconFlow through the playground.

  2. Integrate: Use our OpenAI-compatible API. Explore the full API specifications in the SiliconFlow API documentation.

import requests

url = "https://api.siliconflow.com/v1/chat/completions"

payload = {
    "model": "meituan-longcat/LongCat-2.0",
    "stream": True,
    "max_tokens": 4096,
    "temperature": 0.7,
    "top_p": 0.95,
    "messages": [
        {
            "role": "user",
            "content": "Review this module and flag any API compatibility risks."
        }
    ]
}
headers = {
    "Authorization": "Bearer <token>",
    "Content-Type": "application/json"
}

response = requests.request("POST", url, json=payload, headers=headers)

print(response.text)
import requests

url = "https://api.siliconflow.com/v1/chat/completions"

payload = {
    "model": "meituan-longcat/LongCat-2.0",
    "stream": True,
    "max_tokens": 4096,
    "temperature": 0.7,
    "top_p": 0.95,
    "messages": [
        {
            "role": "user",
            "content": "Review this module and flag any API compatibility risks."
        }
    ]
}
headers = {
    "Authorization": "Bearer <token>",
    "Content-Type": "application/json"
}

response = requests.request("POST", url, json=payload, headers=headers)

print(response.text)
import requests

url = "https://api.siliconflow.com/v1/chat/completions"

payload = {
    "model": "meituan-longcat/LongCat-2.0",
    "stream": True,
    "max_tokens": 4096,
    "temperature": 0.7,
    "top_p": 0.95,
    "messages": [
        {
            "role": "user",
            "content": "Review this module and flag any API compatibility risks."
        }
    ]
}
headers = {
    "Authorization": "Bearer <token>",
    "Content-Type": "application/json"
}

response = requests.request("POST", url, json=payload, headers=headers)

print(response.text)

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