REPOGEO REPORT · LITE

fboulnois/stable-diffusion-docker

Default branch main · commit cbd70bd3 · scanned 5/14/2026, 8:52:48 AM

GitHub: 748 stars · 132 forks

AI VISIBILITY SCORE

28 /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

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 fboulnois/stable-diffusion-docker, 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 H1 and opening sentence to clarify its role as a complete Stable Diffusion environment

Why:

CURRENT

# Stable Diffusion in Docker
Run the official Stable Diffusion releases on Huggingface in a GPU accelerated Docker container.

COPY-PASTE FIX

# Stable Diffusion Docker Environment
This repository provides a complete, GPU-accelerated Docker environment to run official Stable Diffusion releases, including txt2img, img2img, depth2img, pix2pix, upscale4x, and inpaint.

mediumtopics#2

Add topics emphasizing containerized AI environments and local deployment

Why:

CURRENT

dall-e, dalle, diffusion, docker, generative-art, huggingface, image-generation, inpainting, midjourney, pytorch, stable-diffusion, tensorflow, text-to-image

COPY-PASTE FIX

dall-e, dalle, diffusion, docker, generative-art, huggingface, image-generation, inpainting, midjourney, pytorch, stable-diffusion, tensorflow, text-to-image, containerized-ai, ai-environment, local-ai-deployment

lowhomepage#3
Add a homepage URL to improve metadata completeness
Why:
COPY-PASTE FIX
```
https://github.com/fboulnois/stable-diffusion-docker
```

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 fboulnois/stable-diffusion-docker

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Docker

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Docker · recommended 1×
NVIDIA Container Toolkit · recommended 1×
NVIDIA NGC · recommended 1×
PyTorch · recommended 1×
TensorFlow · recommended 1×

CATEGORY QUERY
How to run text-to-image models in a containerized environment on my GPU?
you: not recommended
AI recommended (in order):
1. Docker
2. NVIDIA Container Toolkit
3. NVIDIA NGC
4. PyTorch
5. TensorFlow
6. JAX
7. Podman
8. podman-nvidia-container-toolkit
9. Singularity (Apptainer)
10. Kubernetes
11. NVIDIA Device Plugin for Kubernetes
12. nvidia/cuda
13. diffusers
14. transformers
15. accelerate
16. torch
AI recommended 16 alternatives but never named fboulnois/stable-diffusion-docker. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools enable local image generation, editing, and upscaling using AI models?
you: not recommended
AI recommended (in order):
1. Automatic1111 Stable Diffusion web UI (AUTOMATIC1111/stable-diffusion-webui)
2. ComfyUI (comfyanonymous/ComfyUI)
3. Fooocus (lllyasviel/Fooocus)
4. InvokeAI (invoke-ai/InvokeAI)
5. Upscayl (upscayl/upscayl)
6. GIMP
7. Photoshop
8. Alpaca
9. DiffusionBee (divamgupta/diffusionbee-stable-diffusion-ui)
AI recommended 9 alternatives but never named fboulnois/stable-diffusion-docker. 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 fboulnois/stable-diffusion-docker?
pass
AI did not name fboulnois/stable-diffusion-docker — 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 fboulnois/stable-diffusion-docker in production, what risks or prerequisites should they evaluate first?
pass
AI named fboulnois/stable-diffusion-docker 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 fboulnois/stable-diffusion-docker solve, and who is the primary audience?
pass
AI named fboulnois/stable-diffusion-docker explicitly
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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MARKDOWN (README)

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fboulnois/stable-diffusion-docker — 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