RRepoGEO

REPOGEO REPORT · LITE

VoltaML/voltaML-fast-stable-diffusion

Default branch main · commit 1aea33bb · scanned 5/12/2026, 12:36:52 PM

GitHub: 1,001 stars · 82 forks

AI VISIBILITY SCORE
27 /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
1 / 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 the README's opening paragraph to clarify local deployment and speed

    Why:

    CURRENT
    Stable Diffusion WebUI and API accelerated by AITemplate
    COPY-PASTE FIX
    VoltaML is a **fast, local, and self-hosted** Stable Diffusion WebUI and API, significantly accelerated by <a href="https://github.com/facebookincubator/AITemplate">AITemplate</a> for superior performance.
  • mediumtopics#2
    Add specific performance and acceleration 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, generative-art, linux, naive-ui, python, pytorch, rust, stable-diffusion, text2image, typescript, vue, webui, windows, **acceleration, performance, inference-speed, gpu-acceleration**
  • lowabout#3
    Refine the repository description to highlight speed and local deployment

    Why:

    CURRENT
    Beautiful and Easy to use Stable Diffusion WebUI
    COPY-PASTE FIX
    Beautiful, Easy to use, and **Blazing Fast** Stable Diffusion WebUI, optimized for local deployment.

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
Midjourney
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Midjourney · recommended 1×
  2. DALL-E 3 · recommended 1×
  3. ChatGPT Plus · recommended 1×
  4. Microsoft Copilot · recommended 1×
  5. Leonardo.Ai · recommended 1×
  • CATEGORY QUERY
    I need an easy-to-use web interface for generating AI art from text prompts.
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. DALL-E 3
    3. ChatGPT Plus
    4. Microsoft Copilot
    5. Leonardo.Ai
    6. Stable Diffusion Online
    7. DreamStudio
    8. Playground AI
    9. NightCafe Creator

    AI recommended 9 alternatives but never named VoltaML/voltaML-fast-stable-diffusion. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best accelerated stable diffusion web UIs for local deployment?
    you: not recommended
    AI recommended (in order):
    1. Automatic1111's Stable Diffusion web UI
    2. ComfyUI
    3. Fooocus
    4. InvokeAI
    5. SD.Next

    AI recommended 5 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 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?

  • 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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  • Brand-free category queries5 vs 2 in Lite
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