REPOGEO REPORT · LITE

soulteary/docker-prompt-generator

Default branch main · commit 72206d9e · scanned 5/10/2026, 10:17:37 PM

GitHub: 1,163 stars · 110 forks

AI VISIBILITY SCORE

40 /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

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 soulteary/docker-prompt-generator, 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 to clarify its purpose for AI model prompts

Why:

CURRENT

# Docker Prompt Generator
[中文文档](./README-CN.md)
> Using a Model to generate prompts for Model applications (MidJourney, Stable Diffusion, etc...)

COPY-PASTE FIX

# Docker Prompt Generator

> **Generate creative prompts for AI image models like MidJourney and Stable Diffusion.** This tool helps you create effective prompts for applications such as MidJourney and Stable Diffusion, and is designed to run conveniently within a Docker environment.

[中文文档](./README-CN.md)

mediumreadme#2

Add a dedicated 'What it does' section to reinforce the core purpose

Why:

COPY-PASTE FIX

## What it does

This project provides a convenient, self-hosted solution to automatically create varied and effective prompts for generative AI image creation tools like MidJourney and Stable Diffusion. It leverages models to generate high-quality prompts, helping users overcome creative blocks and achieve better results.

lowcomparison#3

Add a comparison section to differentiate from alternatives

Why:

COPY-PASTE FIX

## Comparison with other Prompt Tools

Unlike general AI assistants (e.g., ChatGPT, Copilot) that offer broad capabilities, `Docker Prompt Generator` is specifically designed for generating prompts for AI image models like MidJourney and Stable Diffusion. It offers a self-hosted, open-source alternative to commercial prompt marketplaces (e.g., Lexica.art, PromptBase), giving users full control over their prompt generation process and data.

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 soulteary/docker-prompt-generator

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Lexica.art

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Lexica.art · recommended 1×
PromptBase · recommended 1×
Midjourney · recommended 1×
ChatGPT / GPT-4 · recommended 1×
Stability AI · recommended 1×

CATEGORY QUERY
How to generate effective and varied prompts for AI image creation tools?
you: not recommended
AI recommended (in order):
1. Lexica.art
2. PromptBase
3. Midjourney
4. ChatGPT / GPT-4
5. Stability AI
6. RunwayML
AI recommended 6 alternatives but never named soulteary/docker-prompt-generator. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a self-hosted solution to automatically create prompts for generative AI.
you: not recommended
AI recommended (in order):
1. LangChain (langchain-ai/langchain)
2. LlamaIndex (run-llama/llama_index)
3. PromptPerfect
4. OpenPrompt (prompt-engineering/openprompt)
5. Jinja2 (pallets/jinja)
6. Handlebars (handlebars-lang/handlebars.js)
7. Haystack (deepset-ai/haystack)
AI recommended 7 alternatives but never named soulteary/docker-prompt-generator. 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 soulteary/docker-prompt-generator?
pass
AI named soulteary/docker-prompt-generator explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts soulteary/docker-prompt-generator in production, what risks or prerequisites should they evaluate first?
pass
AI named soulteary/docker-prompt-generator 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 soulteary/docker-prompt-generator solve, and who is the primary audience?
pass
AI named soulteary/docker-prompt-generator 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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Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/soulteary/docker-prompt-generator.svg)](https://repogeo.com/en/r/soulteary/docker-prompt-generator)

HTML

<a href="https://repogeo.com/en/r/soulteary/docker-prompt-generator"><img src="https://repogeo.com/badge/soulteary/docker-prompt-generator.svg" alt="RepoGEO" /></a>

Pro

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soulteary/docker-prompt-generator — 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