RRepoGEO

REPOGEO REPORT · LITE

Stability-AI/stability-sdk

Default branch main · commit 317dc134 · scanned 5/13/2026, 8:56:51 AM

GitHub: 2,437 stars · 344 forks

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 Stability-AI/stability-sdk, 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 statement to clarify its role as the official SDK

    Why:

    CURRENT
    Client implementations that interact with the Stability API.
    COPY-PASTE FIX
    The official Python SDK for programmatic interaction with Stability AI's generative models and APIs, including Stable Diffusion, Stable Audio, and more.
  • mediumtopics#2
    Add more specific topics to improve category visibility

    Why:

    CURRENT
    ai-art, generative-art, latent-diffusion, multimodal, stable-diffusion
    COPY-PASTE FIX
    ai-art, generative-art, latent-diffusion, multimodal, stable-diffusion, python-sdk, api-client, generative-ai, ai-models, text-to-image, image-generation
  • lowabout#3
    Refine the repository description to emphasize its official status and developer benefits

    Why:

    CURRENT
    SDK for interacting with stability.ai APIs (e.g. stable diffusion inference)
    COPY-PASTE FIX
    The official Python SDK for programmatic integration with Stability AI's generative models and APIs, simplifying development for applications leveraging Stable Diffusion and other services.

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/stability-sdk
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
huggingface/diffusers
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. huggingface/diffusers · recommended 2×
  2. OpenAI API · recommended 1×
  3. Stability AI API · recommended 1×
  4. Google Cloud Vertex AI · recommended 1×
  5. RunwayML · recommended 1×
  • CATEGORY QUERY
    How can I programmatically generate AI-powered images from text descriptions in Python?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Diffusers (huggingface/diffusers)
    2. OpenAI API
    3. Stability AI API
    4. Google Cloud Vertex AI
    5. RunwayML

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

    Show full AI answer
  • CATEGORY QUERY
    Which Python libraries allow programmatic control over AI image generation and enhancement?
    you: not recommended
    AI recommended (in order):
    1. Diffusers (huggingface/diffusers)
    2. KerasCV (keras-team/keras-cv)
    3. PyTorch (pytorch/pytorch)
    4. OpenCV (opencv/opencv)
    5. Pillow (python-pillow/Pillow)
    6. imgaug (aleju/imgaug)

    AI recommended 6 alternatives but never named Stability-AI/stability-sdk. 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 Stability-AI/stability-sdk?
    pass
    AI named Stability-AI/stability-sdk 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/stability-sdk in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Stability-AI/stability-sdk 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/stability-sdk solve, and who is the primary audience?
    pass
    AI did not name Stability-AI/stability-sdk — 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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