RRepoGEO

REPOGEO REPORT · LITE

fofr/cog-face-to-many

Default branch main · commit f168c5e8 · scanned 5/23/2026, 6:24:04 PM

GitHub: 1,366 stars · 205 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 fofr/cog-face-to-many, 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 H1 and opening sentence to clarify its specialized function

    Why:

    CURRENT
    # face-to-many
    
    Turn any face into 3D, pixel art, video game, claymation or toy.
    COPY-PASTE FIX
    # cog-face-to-many: Identity-Preserving Stylized Character Generation
    
    A ComfyUI and Cog workflow designed to transform any human face into diverse artistic styles like 3D, pixel art, video game characters, claymation, or toys, while preserving the original identity.
  • mediumtopics#2
    Add more specific artistic style and character generation topics

    Why:

    CURRENT
    ai, cog, comfyui, generative-ai, replicate, text-to-image
    COPY-PASTE FIX
    ai, cog, comfyui, generative-ai, replicate, text-to-image, pixel-art, 3d-art, character-design, stylized-art, face-stylization, ai-art, image-to-image
  • mediumlicense#3
    Add a clear statement about the project's license in the README

    Why:

    COPY-PASTE FIX
    ## License
    
    This project's licensing details can be found in the [LICENSE](LICENSE) file.

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 fofr/cog-face-to-many
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. FaceApp · recommended 2×
  4. Artbreeder · recommended 2×
  5. DALL-E 3 · recommended 1×
  • CATEGORY QUERY
    How to transform a human face into different artistic styles like pixel art or 3D?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. DALL-E 3
    3. Stable Diffusion
    4. FaceApp
    5. Remini
    6. Lensa
    7. Blender
    8. Adobe Photoshop
    9. GIMP
    10. Artbreeder
    11. StyleGAN
    12. Pix2Pix
    13. PyTorch
    14. TensorFlow

    AI recommended 14 alternatives but never named fofr/cog-face-to-many. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools generate stylized character art from a single facial image?
    you: not recommended
    AI recommended (in order):
    1. Artbreeder
    2. ToonMe
    3. Lensa AI
    4. Midjourney
    5. Stable Diffusion
    6. Fotor
    7. FaceApp

    AI recommended 7 alternatives but never named fofr/cog-face-to-many. 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 fofr/cog-face-to-many?
    pass
    AI named fofr/cog-face-to-many explicitly

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

  • If a team adopts fofr/cog-face-to-many in production, what risks or prerequisites should they evaluate first?
    pass
    AI named fofr/cog-face-to-many 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 fofr/cog-face-to-many solve, and who is the primary audience?
    pass
    AI did not name fofr/cog-face-to-many — 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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  • Brand-free category queries5 vs 2 in Lite
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fofr/cog-face-to-many — RepoGEO report