RRepoGEO

REPOGEO REPORT · LITE

VoltaML/voltaML-fast-stable-diffusion

Default branch main · commit 1aea33bb · scanned 6/16/2026, 5:31:54 AM

GitHub: 999 stars · 82 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 VoltaML/voltaML-fast-stable-diffusion, 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 user-friendly, accelerated WebUI

    Why:

    CURRENT
    <h1>VoltaML - Fast Stable Diffusion</h1> <p><b>Stable Diffusion WebUI and API accelerated by <a href="https://github.com/facebookincubator/AITemplate">AITemplate</a></b></p>
    COPY-PASTE FIX
    <h1>VoltaML - Fast Stable Diffusion: An Accelerated, User-Friendly WebUI</h1> <p><b>A beautiful and easy-to-use Stable Diffusion WebUI and API, significantly accelerated by <a href="https://github.com/facebookincubator/AITemplate">AITemplate</a> for faster AI art generation.</b></p>
  • mediumabout#2
    Enhance the repository description to include acceleration

    Why:

    CURRENT
    Beautiful and Easy to use Stable Diffusion WebUI
    COPY-PASTE FIX
    Beautiful, easy-to-use, and significantly accelerated Stable Diffusion WebUI for faster AI art generation.
  • lowtopics#3
    Add 'acceleration' and 'performance' topics

    Why:

    CURRENT
    ai-art, aitemplate, generative-art, linux, naive-ui, python, pytorch, rust, stable-diffusion, text2image, typescript, vue, webui, windows
    COPY-PASTE FIX
    ai-art, aitemplate, acceleration, generative-art, linux, naive-ui, performance, python, pytorch, rust, stable-diffusion, text2image, typescript, vue, webui, windows

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 VoltaML/voltaML-fast-stable-diffusion
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Automatic1111's Stable Diffusion web UI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Automatic1111's Stable Diffusion web UI · recommended 1×
  2. Fooocus · recommended 1×
  3. ComfyUI · recommended 1×
  4. InvokeAI · recommended 1×
  5. DreamStudio · recommended 1×
  • CATEGORY QUERY
    What are some user-friendly web interfaces for creating AI art with stable diffusion?
    you: not recommended
    AI recommended (in order):
    1. Automatic1111's Stable Diffusion web UI
    2. Fooocus
    3. ComfyUI
    4. InvokeAI
    5. DreamStudio
    6. Leonardo.Ai

    AI recommended 6 alternatives but never named VoltaML/voltaML-fast-stable-diffusion. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I accelerate stable diffusion text-to-image generation with a web UI on Windows?
    you: not recommended
    AI recommended (in order):
    1. Automatic1111's Stable Diffusion Web UI (AUTOMATIC1111/stable-diffusion-webui)
    2. XFormers (facebookresearch/xformers)
    3. Anaconda/Miniconda
    4. ComfyUI (comfyanonymous/ComfyUI)
    5. InvokeAI (invoke-ai/InvokeAI)
    6. Fooocus (lllyasviel/Fooocus)
    7. NVIDIA RTX 40 series
    8. NVIDIA RTX 30 series
    9. AMD GPUs
    10. CUDA
    11. ROCm drivers
    12. DirectML backends

    AI recommended 12 alternatives but never named VoltaML/voltaML-fast-stable-diffusion. 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 VoltaML/voltaML-fast-stable-diffusion?
    pass
    AI named VoltaML/voltaML-fast-stable-diffusion explicitly

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

  • If a team adopts VoltaML/voltaML-fast-stable-diffusion in production, what risks or prerequisites should they evaluate first?
    pass
    AI named VoltaML/voltaML-fast-stable-diffusion 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 VoltaML/voltaML-fast-stable-diffusion solve, and who is the primary audience?
    pass
    AI did not name VoltaML/voltaML-fast-stable-diffusion — 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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VoltaML/voltaML-fast-stable-diffusion — 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
VoltaML/voltaML-fast-stable-diffusion — RepoGEO report