REPOGEO REPORT · LITE

fboulnois/stable-diffusion-docker

Default branch main · commit cbd70bd3 · scanned 6/24/2026, 9:17:13 PM

GitHub: 748 stars · 131 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 paragraph to clarify focus

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 in Docker: Official Releases Made Easy

Run the *official* Stable Diffusion releases from Huggingface directly in a GPU-accelerated Docker container. This project provides a straightforward, dependency-free way to access core features like txt2img, img2img, depth2img, pix2pix, upscale4x, and inpaint, without the overhead of a full web UI or complex framework.

mediumtopics#2

Add more specific topics to clarify the project's nature

Why:

CURRENT

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

COPY-PASTE FIX

stable-diffusion, docker, image-generation, text-to-image, inpainting, generative-art, diffusion, huggingface, local-inference, cli-tool, containerization, gpu-acceleration

mediumhomepage#3
Add a homepage URL to the repository metadata
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

invoke-ai/InvokeAI

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

invoke-ai/InvokeAI · recommended 2×
AUTOMATIC1111/stable-diffusion-webui · recommended 2×
comfyanonymous/ComfyUI · recommended 2×
huggingface/diffusers · recommended 1×
RunDiffusion · recommended 1×

CATEGORY QUERY
How to run open-source text-to-image diffusion models locally using Docker?
you: not recommended
AI recommended (in order):
1. InvokeAI (invoke-ai/InvokeAI)
2. Automatic1111's Stable Diffusion web UI (AUTOMATIC1111/stable-diffusion-webui)
3. Diffusers (Hugging Face) (huggingface/diffusers)
4. ComfyUI (comfyanonymous/ComfyUI)
5. RunDiffusion
6. NVIDIA NGC Containers
AI recommended 6 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 via Docker containers?
you: not recommended
AI recommended (in order):
1. Automatic1111/stable-diffusion-webui (AUTOMATIC1111/stable-diffusion-webui)
2. InvokeAI (invoke-ai/InvokeAI)
3. ComfyUI (comfyanonymous/ComfyUI)
4. Fooocus (lllyasviel/Fooocus)
5. SwinIR (JingyunLiang/SwinIR)
6. Real-ESRGAN (xinntao/Real-ESRGAN)
AI recommended 6 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

Drop this badge into the README of fboulnois/stable-diffusion-docker. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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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