Meituan

LongCat-2.5-Preview

Tool callingReasoningImage input

Meituan's multimodal reasoning model for coding and agent tasks, with image understanding and a 1M-token context window

Context
1M
Released
2w ago

Sources:models.dev

Benchmarks

DeepSWE is the primary coding benchmark where an exact model evaluation exists. Other sourced evaluations appear below; missing scores are not zero.

Not evaluated in DeepSWE 1.1 as of 2026-09-22. Results are only shown for exact model versions in the official dataset. Official leaderboard.

No benchmark results have been matched to this model yet.

Specifications

Developer
Meituan
Model family
—
Type
Language model
Predecessor
—
Successor
—
Released
September 25, 2026
Model ID
meituan/longcat-2.5-preview
Openness
Closed
License
—
Input modalities
text, image
Output modalities
text
Modality
text+image->text
Max output tokens
131K
Hugging Face
—
Source freshness
Metadata synced Oct 8, 2026, 10:17 PM UTC
Additional source evidence
Source model
meituan/longcat-2.5-preview
Source family
longcat
Last updated
2026-09-25
Model context
1M
Model output limit
131K
Open weights
No
File attachments
Yes
Reasoning
Yes
Tool calling
Yes
Temperature control
Yes
Complete source record (JSON)
{
  "id": "meituan/longcat-2.5-preview",
  "name": "LongCat-2.5-Preview",
  "description": "Meituan's multimodal reasoning model for coding and agent tasks, with image understanding and a 1M-token context window",
  "family": "longcat",
  "last_updated": "2026-09-25",
  "attachment": true,
  "reasoning": true,
  "tool_call": true,
  "temperature": true,
  "modalities": {
    "input": [
      "text",
      "image"
    ],
    "output": [
      "text"
    ]
  },
  "limit": {
    "context": 1000000,
    "output": 131072
  },
  "release_date": "2026-09-25",
  "open_weights": false
}

Infrastructure

Provider availability

All providers
Provider endpoint data will appear after this model's first OpenRouter endpoint sync.