RRepoGEO

REPOGEO REPORT · LITE

TanShilongMario/PromptFill

Default branch main · commit e2cc12a7 · scanned 5/24/2026, 1:53:19 AM

GitHub: 1,866 stars · 328 forks

AI VISIBILITY SCORE
35 /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
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 TanShilongMario/PromptFill, 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
  • hightopics#1
    Add specific topics for AI art prompt management

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-art, prompt-engineering, prompt-management, midjourney, stable-diffusion, dall-e, gpt, visual-tool, fill-in-the-blank
  • highreadme#2
    Strengthen the README's opening sentence to clarify domain

    Why:

    CURRENT
    A **structured prompt generation tool** designed specifically for AI painting (GPT, Midjourney, Nano Banana, etc.). Help users quickly build, manage, and iterate complex prompts through a visual "fill-in-the-blank" interaction.
    COPY-PASTE FIX
    Prompt Fill is a visual, structured prompt generation tool designed specifically for AI art (Midjourney, Stable Diffusion, DALL-E, etc.) and large language models (GPT, Claude). It helps users quickly build, manage, and iterate complex prompts through an intuitive "fill-in-the-blank" interaction.
  • mediumreadme#3
    Add a "What Prompt Fill Is (and Isn't)" section

    Why:

    COPY-PASTE FIX
    ## What Prompt Fill Is (and Isn't)

Prompt Fill is *not* an AI image generator, nor is it an NLP data augmentation framework. It is a dedicated, visual tool to help you efficiently build, manage, and iterate complex prompts for various AI art generators and large language models, making prompt engineering accessible and organized.

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 TanShilongMario/PromptFill
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
InvokeAI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. InvokeAI · recommended 1×
  2. ComfyUI · recommended 1×
  3. Automatic1111's Stable Diffusion web UI · recommended 1×
  4. Draw Things · recommended 1×
  5. Fooocus · recommended 1×
  • CATEGORY QUERY
    What tools help manage and iterate complex AI painting prompts using a visual interface?
    you: not recommended
    AI recommended (in order):
    1. InvokeAI
    2. ComfyUI
    3. Automatic1111's Stable Diffusion web UI
    4. Draw Things
    5. Fooocus
    6. RunDiffusion
    7. ThinkDiffusion

    AI recommended 7 alternatives but never named TanShilongMario/PromptFill. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a structured prompt generation tool for AI art with fill-in-the-blank features.
    you: not recommended
    AI recommended (in order):
    1. PromptHero
    2. Lexica.art
    3. Artbreeder
    4. Midjourney's "Describe" command
    5. PromptBase
    6. ChatGPT
    7. GPT-4

    AI recommended 7 alternatives but never named TanShilongMario/PromptFill. 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 TanShilongMario/PromptFill?
    pass
    AI named TanShilongMario/PromptFill explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts TanShilongMario/PromptFill in production, what risks or prerequisites should they evaluate first?
    pass
    AI named TanShilongMario/PromptFill 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 TanShilongMario/PromptFill solve, and who is the primary audience?
    pass
    AI named TanShilongMario/PromptFill explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite