RRepoGEO

REPOGEO REPORT · LITE

instantX-research/InstantStyle

Default branch main · commit 6b40588e · scanned 5/29/2026, 9:22:56 PM

GitHub: 2,007 stars · 125 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 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 instantX-research/InstantStyle, 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
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the root directory of the repository, for example, using the MIT License text.
  • mediumreadme#2
    Reposition the README's opening paragraph to highlight research contribution and methodology

    Why:

    CURRENT
    InstantStyle is a general framework that employs two straightforward yet potent techniques for achieving an effective disentanglement of style and content from reference images.
    COPY-PASTE FIX
    InstantStyle is a novel research framework that introduces two straightforward yet potent techniques for achieving effective disentanglement of style and content from reference images. It enables instantaneous, zero-shot text-to-image style transfer from a reference image without requiring any fine-tuning or optimization during inference, offering a 'free lunch' approach to high-quality style preservation.

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 instantX-research/InstantStyle
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Midjourney
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Midjourney · recommended 2×
  2. Stable Diffusion · recommended 2×
  3. Adobe Firefly · recommended 1×
  4. DALL-E 3 · recommended 1×
  5. RunwayML · recommended 1×
  • CATEGORY QUERY
    How can I generate text-to-image outputs while preserving a specific artistic style from a reference?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. Stable Diffusion
    3. Adobe Firefly
    4. DALL-E 3
    5. RunwayML

    AI recommended 5 alternatives but never named instantX-research/InstantStyle. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What methods exist for effectively decoupling style and content in AI image generation?
    you: not recommended
    AI recommended (in order):
    1. StyleGAN
    2. Stable Diffusion
    3. Midjourney
    4. DALL-E 2
    5. VQGAN
    6. CLIP
    7. StarGAN
    8. StarGAN v2
    9. InfoGAN
    10. Beta-VAE

    AI recommended 10 alternatives but never named instantX-research/InstantStyle. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    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 instantX-research/InstantStyle?
    pass
    AI named instantX-research/InstantStyle explicitly

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

  • If a team adopts instantX-research/InstantStyle in production, what risks or prerequisites should they evaluate first?
    pass
    AI named instantX-research/InstantStyle 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 instantX-research/InstantStyle solve, and who is the primary audience?
    pass
    AI named instantX-research/InstantStyle explicitly

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

Embed your GEO score

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instantX-research/InstantStyle — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite