RRepoGEO

REPOGEO REPORT · LITE

Fantasy-Studio/Paint-by-Example

Default branch main · commit 52a7e373 · scanned 5/15/2026, 1:18:01 AM

GitHub: 1,247 stars · 114 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 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 Fantasy-Studio/Paint-by-Example, 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

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

OVERALL DIRECTION
  • highreadme#1
    Reposition README opening to emphasize exemplar-based editing

    Why:

    COPY-PASTE FIX
    Paint by Example is a novel diffusion model that enables precise image editing by directly leveraging an example image's visual characteristics for guidance, offering a unique alternative to text- or mask-based methods. This repository provides the official implementation for our paper: 'Paint by Example: Exemplar-based Image Editing with Diffusion Models'.
  • mediumcomparison#2
    Add a comparison section to differentiate from common control models

    Why:

    COPY-PASTE FIX
    ### How is Paint by Example different from ControlNet or IP-Adapter?
Unlike ControlNet, which uses structural inputs like pose or depth maps, or IP-Adapter, which focuses on image prompting for style, Paint by Example directly transfers visual characteristics (style, texture, content) from a reference image to precisely edit a target image, offering a unique exemplar-guided control mechanism.
  • mediumlicense#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    ### License
This project uses a custom license. Please refer to the [LICENSE](LICENSE) file for full details on usage and distribution terms.

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 Fantasy-Studio/Paint-by-Example
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ControlNet
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ControlNet · recommended 2×
  2. Adobe Photoshop · recommended 1×
  3. Midjourney · recommended 1×
  4. Stable Diffusion · recommended 1×
  5. DALL-E 3 · recommended 1×
  • CATEGORY QUERY
    Looking for an AI model to edit images based on an example's visual characteristics.
    you: not recommended
    AI recommended (in order):
    1. Adobe Photoshop
    2. Midjourney
    3. Stable Diffusion
    4. ControlNet
    5. DALL-E 3
    6. RunwayML
    7. DeepMotion
    8. Google AutoStyle

    AI recommended 8 alternatives but never named Fantasy-Studio/Paint-by-Example. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Which diffusion models enable precise image manipulation using a reference image as guidance?
    you: not recommended
    AI recommended (in order):
    1. ControlNet
    2. IP-Adapter
    3. GLIGEN
    4. InstructPix2Pix
    5. T2I-Adapter
    6. StyleGAN-NADA
    7. StyleCLIP

    AI recommended 7 alternatives but never named Fantasy-Studio/Paint-by-Example. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 Fantasy-Studio/Paint-by-Example?
    pass
    AI did not name Fantasy-Studio/Paint-by-Example — likely talking about a different project

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

  • If a team adopts Fantasy-Studio/Paint-by-Example in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Fantasy-Studio/Paint-by-Example 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 Fantasy-Studio/Paint-by-Example solve, and who is the primary audience?
    pass
    AI named Fantasy-Studio/Paint-by-Example explicitly

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

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MARKDOWN (README)
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Fantasy-Studio/Paint-by-Example — 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