RRepoGEO

REPOGEO REPORT · LITE

wtybest/HairCLIP

Default branch main · commit df2e28a2 · scanned 6/8/2026, 6:13:06 PM

GitHub: 592 stars · 72 forks

AI VISIBILITY SCORE
47 /100
Critical
Category recall
1 / 2
Avg rank #7.0 when recommended
Rule findings
1 pass · 1 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 wtybest/HairCLIP, 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
  • hightopics#1
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    hair-editing, image-editing, generative-ai, computer-vision, pytorch, clip, cvpr2022, hairstyle-transfer, hair-colorization, text-to-image
  • highreadme#2
    Reposition the README's opening to clarify its function as a specialized tool/library

    Why:

    CURRENT
    This repository hosts the official PyTorch implementation of the paper: "**HairCLIP: Design Your Hair by Text and Reference Image**".
    COPY-PASTE FIX
    HairCLIP is a PyTorch-based computer vision library and model for designing and editing hairstyles and colors using text descriptions or reference images. This repository hosts the official implementation of our CVPR 2022 paper: "**HairCLIP: Design Your Hair by Text and Reference Image**".
  • mediumhomepage#3
    Add the Replicate demo link as the repository homepage

    Why:

    COPY-PASTE FIX
    https://replicate.com/wty-ustc/hairclip

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
1 / 2
50% of queries surface wtybest/HairCLIP
Avg rank
#7.0
Lower is better. #1 = top recommendation.
Share of voice
6%
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. Midjourney · recommended 1×
  3. DALL-E 3 · recommended 1×
  4. Adobe Firefly · recommended 1×
  5. FaceFusion · recommended 1×
  • CATEGORY QUERY
    What AI model can generate new hairstyles and colors from text descriptions or reference images?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. Stable Diffusion
    3. DALL-E 3
    4. Adobe Firefly
    5. FaceFusion
    6. Roop

    AI recommended 6 alternatives but never named wtybest/HairCLIP. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a computer vision library to edit hair color and style using text or reference photos.
    you: #7
    AI recommended (in order):
    1. Diffusers (huggingface/diffusers)
    2. Stable Diffusion
    3. ControlNet
    4. OpenCV
    5. PyTorch
    6. TensorFlow
    7. HairCLIP ← you
    8. StyleGAN-NADA
    9. StyleGAN
    10. Dlib (davisking/dlib)
    11. Keras (keras-team/keras)
    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 wtybest/HairCLIP?
    pass
    AI named wtybest/HairCLIP explicitly

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

  • If a team adopts wtybest/HairCLIP in production, what risks or prerequisites should they evaluate first?
    pass
    AI named wtybest/HairCLIP 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 wtybest/HairCLIP solve, and who is the primary audience?
    pass
    AI did not name wtybest/HairCLIP — 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?

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MARKDOWN (README)
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wtybest/HairCLIP — 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