RRepoGEO

REPOGEO REPORT · LITE

lllyasviel/sd-forge-layerdiffuse

Default branch main · commit b1e66511 · scanned 5/12/2026, 12:03:16 PM

GitHub: 4,108 stars · 353 forks

AI VISIBILITY SCORE
28 /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
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 lllyasviel/sd-forge-layerdiffuse, 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 the repository

    Why:

    COPY-PASTE FIX
    stable-diffusion, stable-diffusion-webui, sd-forge, image-generation, transparency, layer-diffusion, ai-art
  • highreadme#2
    Reposition the README's H1 and opening sentence to clarify its role

    Why:

    CURRENT
    # sd-forge-layerdiffuse

Transparent Image Layer Diffusion using Latent Transparency

This is a WIP extension for SD WebUI (via Forge) to generate transparent images and layers.
    COPY-PASTE FIX
    # sd-forge-layerdiffuse: Native Transparent Image Generation for Stable Diffusion WebUI (Forge)

This extension for Stable Diffusion WebUI (via Forge) enables the generation of high-quality images with complex native transparency and distinct layers, going far beyond simple background removal methods.
  • mediumhomepage#3
    Add the repository URL as the homepage link

    Why:

    COPY-PASTE FIX
    https://github.com/lllyasviel/sd-forge-layerdiffuse

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 lllyasviel/sd-forge-layerdiffuse
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Adobe Photoshop
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Adobe Photoshop · recommended 2×
  2. GIMP · recommended 2×
  3. Krita · recommended 2×
  4. Blender · recommended 1×
  5. Affinity Photo · recommended 1×
  • CATEGORY QUERY
    How to generate high-quality images with complex native transparency, not just background removal?
    you: not recommended
    AI recommended (in order):
    1. Adobe Photoshop
    2. Blender
    3. Affinity Photo
    4. GIMP
    5. Substance Painter
    6. Substance Designer
    7. Krita
    8. DaVinci Resolve

    AI recommended 8 alternatives but never named lllyasviel/sd-forge-layerdiffuse. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to create transparent image layers for existing stable diffusion workflows?
    you: not recommended
    AI recommended (in order):
    1. Adobe Photoshop
    2. GIMP
    3. Photopea
    4. Remove.bg
    5. Canva
    6. Krita

    AI recommended 6 alternatives but never named lllyasviel/sd-forge-layerdiffuse. 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 lllyasviel/sd-forge-layerdiffuse?
    pass
    AI named lllyasviel/sd-forge-layerdiffuse explicitly

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

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

Embed your GEO score

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lllyasviel/sd-forge-layerdiffuse — 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