RRepoGEO

REPOGEO REPORT · LITE

TheLastBen/fast-stable-diffusion

Default branch main · commit 5490c8d2 · scanned 5/24/2026, 5:57:56 AM

GitHub: 7,913 stars · 1,365 forks

AI VISIBILITY SCORE
22 /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
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 TheLastBen/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 clarify core offering

    Why:

    CURRENT
    # Contact on X for highly advanced and optimized flux(dev, krea, kontext) trainer or SDXL colab trainer (paid)
 
# fast-stable-diffusion Notebooks, ComfyUI + A1111 + DreamBooth
    COPY-PASTE FIX
    # fast-stable-diffusion: Optimized Google Colab Notebooks for Stable Diffusion (ComfyUI, A1111, DreamBooth)

This repository provides highly optimized and user-friendly Google Colab notebooks to quickly run and train Stable Diffusion models, including ComfyUI, Automatic1111, and DreamBooth. Leverage free cloud GPUs for fast AI image generation and model training without complex local setups.
  • mediumabout#2
    Expand repository description for clarity

    Why:

    CURRENT
    fast-stable-diffusion + DreamBooth
    COPY-PASTE FIX
    Optimized Google Colab notebooks for fast Stable Diffusion, ComfyUI, Automatic1111, and DreamBooth training, leveraging free cloud GPUs.
  • lowhomepage#3
    Add a project homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/TheLastBen/fast-stable-diffusion

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 TheLastBen/fast-stable-diffusion
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Colaboratory (Colab) Pro/Pro+
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Colaboratory (Colab) Pro/Pro+ · recommended 1×
  2. Hugging Face Spaces · recommended 1×
  3. Kaggle Notebooks · recommended 1×
  4. RunPod (Community Cloud) · recommended 1×
  5. Google Cloud Platform (GCP) Free Tier · recommended 1×
  • CATEGORY QUERY
    How can I quickly train custom Stable Diffusion models using a free cloud GPU environment?
    you: not recommended
    AI recommended (in order):
    1. Google Colaboratory (Colab) Pro/Pro+
    2. Hugging Face Spaces
    3. Kaggle Notebooks
    4. RunPod (Community Cloud)
    5. Google Cloud Platform (GCP) Free Tier

    AI recommended 5 alternatives but never named TheLastBen/fast-stable-diffusion. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are simple ways to deploy Stable Diffusion web UIs like ComfyUI or Automatic1111 on cloud services?
    you: not recommended
    AI recommended (in order):
    1. RunPod
    2. Vast.ai
    3. Google Colab
    4. Paperspace Gradient
    5. AWS EC2
    6. Google Cloud Platform (GCP) Compute Engine
    7. Azure Virtual Machines

    AI recommended 7 alternatives but never named TheLastBen/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
    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 TheLastBen/fast-stable-diffusion?
    pass
    AI did not name TheLastBen/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 TheLastBen/fast-stable-diffusion in production, what risks or prerequisites should they evaluate first?
    pass
    AI named TheLastBen/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 TheLastBen/fast-stable-diffusion solve, and who is the primary audience?
    pass
    AI did not name TheLastBen/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?

Embed your GEO score

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TheLastBen/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