RRepoGEO

REPOGEO REPORT · LITE

meituan-longcat/LongCat-Image

Default branch main · commit f0e4c43c · scanned 6/15/2026, 7:57:58 AM

GitHub: 695 stars · 60 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface meituan-longcat/LongCat-Image, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Add a concise description to the 'About' section

    Why:

    COPY-PASTE FIX
    LongCat-Image is a pioneering open-source, bilingual (Chinese-English) foundation model for efficient and photorealistic image generation, designed to address multilingual text rendering and deployment challenges.
  • mediumhomepage#2
    Add the official homepage URL to the 'About' section

    Why:

    COPY-PASTE FIX
    https://longcat.ai/

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface meituan-longcat/LongCat-Image
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Stable Diffusion
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Stable Diffusion · recommended 2×
  2. DeepFloyd IF · recommended 2×
  3. Openjourney · recommended 2×
  4. Stable Diffusion XL · recommended 1×
  5. Kandinsky 2.2 · recommended 1×
  • CATEGORY QUERY
    What open-source models generate photorealistic images from both Chinese and English text prompts?
    you: not recommended
    AI recommended (in order):
    1. Stable Diffusion XL
    2. Stable Diffusion
    3. DeepFloyd IF
    4. Openjourney

    AI recommended 4 alternatives but never named meituan-longcat/LongCat-Image. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking efficient open-source image generation models with strong multilingual capabilities for easy deployment.
    you: not recommended
    AI recommended (in order):
    1. Stable Diffusion
    2. Kandinsky 2.2
    3. DeepFloyd IF
    4. Openjourney
    5. DALL-E mini (Craiyon)

    AI recommended 5 alternatives but never named meituan-longcat/LongCat-Image. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of meituan-longcat/LongCat-Image?
    pass
    AI named meituan-longcat/LongCat-Image explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts meituan-longcat/LongCat-Image in production, what risks or prerequisites should they evaluate first?
    pass
    AI named meituan-longcat/LongCat-Image explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo meituan-longcat/LongCat-Image solve, and who is the primary audience?
    pass
    AI named meituan-longcat/LongCat-Image explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of meituan-longcat/LongCat-Image. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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meituan-longcat/LongCat-Image — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite