RRepoGEO

REPOGEO REPORT · LITE

soulteary/docker-prompt-generator

Default branch main · commit 72206d9e · scanned 6/20/2026, 11:42:29 PM

GitHub: 1,160 stars · 110 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
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 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 README H1 to specify AI art prompt generation

    Why:

    CURRENT
    # Docker Prompt Generator
    COPY-PASTE FIX
    # Docker AI Art Prompt Generator
  • mediumtopics#2
    Add more specific topics for AI art and prompt engineering

    Why:

    CURRENT
    midjourney, midjourney-app, prompt, prompt-tool, stable-diffusion, stable-diffusion-webui
    COPY-PASTE FIX
    midjourney, midjourney-app, prompt, prompt-tool, stable-diffusion, stable-diffusion-webui, ai-art, generative-ai, docker-ai, prompt-engineering
  • lowabout#3
    Clarify 'About' description for AI art focus

    Why:

    CURRENT
    Using a Model to generate prompts for Model applications.
    COPY-PASTE FIX
    Using a Model to generate prompts for AI art and image generation applications.

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
0%
Of all named tools, what % are you?
Top rival
Lexica.art
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Lexica.art · recommended 2×
  2. Midjourney · recommended 1×
  3. PromptBase · recommended 1×
  4. ChatGPT / GPT-4 · recommended 1×
  5. PromptHero · recommended 1×
  • CATEGORY QUERY
    How to automatically generate effective prompts for AI image creation tools?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. PromptBase
    3. Lexica.art
    4. ChatGPT / GPT-4
    5. PromptHero
    6. Dynamic Prompts Extension (adieyal/sd-dynamic-prompts)

    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 prompt generation assistant for AI art models running in Docker.
    you: not recommended
    AI recommended (in order):
    1. InvokeAI
    2. Automatic1111's Stable Diffusion Web UI
    3. PromptPerfect
    4. Lexica.art
    5. Hugging Face Diffusers

    AI recommended 5 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 did not name soulteary/docker-prompt-generator — 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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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