REPOGEO REPORT · LITE

lllyasviel/sd-forge-layerdiffuse

Default branch main · commit b1e66511 · scanned 6/22/2026, 6:12:22 PM

GitHub: 4,113 stars · 352 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

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 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

highreadme#1

Reposition README H1/opening paragraph to clarify generative AI context

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 Extension)

This extension for SD WebUI (via Forge) brings native transparent image layer diffusion to generative AI, allowing you to create complex semi-transparent effects and detailed foregrounds that go beyond basic background removal.

hightopics#2

Add relevant topics to the repository

Why:

COPY-PASTE FIX

stable-diffusion, generative-ai, image-generation, transparency, layer-diffusion, sd-webui, sd-forge, extension

mediumhomepage#3
Set the repository homepage URL
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

Of all named tools, what % are you?

Top rival

Adobe Photoshop

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Adobe Photoshop · recommended 2×
GIMP · recommended 2×
Affinity Photo · recommended 2×
Krita · recommended 1×
Inkscape · recommended 1×

CATEGORY QUERY
How can I generate images with native transparency and complex semi-transparent effects?
you: not recommended
AI recommended (in order):
1. Adobe Photoshop
2. GIMP
3. Affinity Photo
4. Krita
5. Inkscape
6. Figma
AI recommended 6 alternatives but never named lllyasviel/sd-forge-layerdiffuse. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools help create detailed transparent image layers beyond basic background removal techniques?
you: not recommended
AI recommended (in order):
1. Adobe Photoshop
2. Affinity Photo
3. GIMP
4. Clip Studio Paint
5. Photopea
6. Topaz Mask AI
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 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?

Embed your GEO score

Drop this badge into the README of lllyasviel/sd-forge-layerdiffuse. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/lllyasviel/sd-forge-layerdiffuse.svg)](https://repogeo.com/en/r/lllyasviel/sd-forge-layerdiffuse)

HTML

<a href="https://repogeo.com/en/r/lllyasviel/sd-forge-layerdiffuse"><img src="https://repogeo.com/badge/lllyasviel/sd-forge-layerdiffuse.svg" alt="RepoGEO" /></a>

Pro

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lllyasviel/sd-forge-layerdiffuse — 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