REPOGEO REPORT · LITE

Stability-AI/stability-sdk

Default branch main · commit 1154e823 · scanned 6/23/2026, 7:51:50 PM

GitHub: 2,436 stars · 341 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

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 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 README's introductory sentence to clearly state purpose and official status

Why:

CURRENT

Client implementations that interact with the Stability API.

COPY-PASTE FIX

The official Python SDK for interacting with Stability AI's generative models and APIs, including Stable Diffusion for image generation and upscaling.

mediumtopics#2

Add 'python-sdk' and 'python-library' to topics

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, python-library

lowreadme#3

Add a 'Why use this SDK?' section to the README

Why:

COPY-PASTE FIX

## Why use this SDK?

The Stability SDK is the official and most direct way to integrate Stability AI's powerful generative models, such as Stable Diffusion, into your Python applications. It provides first-party support, optimized performance, and idiomatic Python bindings for all Stability AI APIs, ensuring seamless access to the latest features and models.

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

Of all named tools, what % are you?

Top rival

OpenAI DALL-E 3

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

OpenAI DALL-E 3 · recommended 1×
Midjourney · recommended 1×
Stability AI Stable Diffusion · recommended 1×
Hugging Face Inference API · recommended 1×
Replicate · recommended 1×

CATEGORY QUERY
How can I programmatically generate images from text descriptions using an API?
you: not recommended
AI recommended (in order):
1. OpenAI DALL-E 3
2. Midjourney
3. Stability AI Stable Diffusion
4. Hugging Face Inference API
5. Replicate
6. Google Cloud Vertex AI
7. Leonardo.Ai
8. NightCafe Creator
AI recommended 8 alternatives but never named Stability-AI/stability-sdk. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What Python library helps integrate AI-powered image generation and upscaling features?
you: not recommended
AI recommended (in order):
1. Diffusers (huggingface/diffusers)
2. OpenCV (opencv/opencv)
3. ONNX Runtime (microsoft/onnxruntime)
4. TensorFlow (tensorflow/tensorflow)
5. PyTorch (pytorch/pytorch)
6. ESRGAN
7. Real-ESRGAN (xinntao/Real-ESRGAN)
8. SwinIR (JingyunLiang/SwinIR)
9. EDSR
10. Pillow (python-pillow/Pillow)
AI recommended 10 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 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?
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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MARKDOWN (README)

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HTML

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Stability-AI/stability-sdk — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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