RRepoGEO

REPOGEO REPORT · LITE

Stability-AI/StableCascade

Default branch master · commit 7a7d341f · scanned 5/31/2026, 1:28:02 PM

GitHub: 6,555 stars · 516 forks

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 Stability-AI/StableCascade, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Strengthen the README's opening sentence to highlight efficiency and image generation

    Why:

    CURRENT
    This is the official codebase for **Stable Cascade**. We provide training & inference scripts, as well as a variety of different models you can use.
    COPY-PASTE FIX
    Stable Cascade is the official codebase for our highly efficient, cascaded text-to-image generation model, designed for significantly faster inference and cheaper training compared to traditional diffusion models.
  • mediumabout#2
    Enhance the repository description for clarity and keywords

    Why:

    CURRENT
    Official Code for Stable Cascade
    COPY-PASTE FIX
    Official codebase for Stable Cascade, a highly efficient cascaded text-to-image generation model with a significantly compressed latent space for faster inference and cheaper training.

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 Stability-AI/StableCascade
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Stable Diffusion
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Stable Diffusion · recommended 1×
  2. Latent Diffusion Models (LDMs) · recommended 1×
  3. StyleGAN · recommended 1×
  4. VQGAN + Transformer · recommended 1×
  5. DALL-E mini (Craiyon) · recommended 1×
  • CATEGORY QUERY
    What are efficient image generation models that reduce training and inference costs?
    you: not recommended
    AI recommended (in order):
    1. Stable Diffusion
    2. Latent Diffusion Models (LDMs)
    3. StyleGAN
    4. VQGAN + Transformer
    5. DALL-E mini (Craiyon)

    AI recommended 5 alternatives but never named Stability-AI/StableCascade. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking generative AI models with highly compressed latent spaces for faster image synthesis.
    you: not recommended
    AI recommended (in order):
    1. Stable Diffusion (SDXL) (stability-ai/stablediffusion)
    2. VQ-GAN
    3. StyleGAN (NVlabs/stylegan3)
    4. DALL-E 2
    5. Imagen
    6. Midjourney

    AI recommended 6 alternatives but never named Stability-AI/StableCascade. 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 Stability-AI/StableCascade?
    pass
    AI named Stability-AI/StableCascade explicitly

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

  • If a team adopts Stability-AI/StableCascade in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Stability-AI/StableCascade 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 Stability-AI/StableCascade solve, and who is the primary audience?
    pass
    AI named Stability-AI/StableCascade explicitly

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite