RRepoGEO

REPOGEO REPORT · LITE

n00mkrad/text2image-gui

Default branch main · commit c40d5563 · scanned 6/12/2026, 3:38:19 PM

GitHub: 966 stars · 103 forks

AI VISIBILITY SCORE
22 /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
1 / 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 n00mkrad/text2image-gui, 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 relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ["stable-diffusion", "text-to-image", "gui", "desktop-app", "invokeai", "ai-art", "image-generation", "windows"]
  • highreadme#2
    Clarify the README's opening statement for better positioning

    Why:

    CURRENT
    # NMKD Stable Diffusion GUI
Somewhat modular text2image GUI, initially just for Stable Diffusion.
    COPY-PASTE FIX
    # NMKD Stable Diffusion GUI: A User-Friendly Desktop GUI for Text-to-Image Generation
This is a modular desktop application (GUI) for generating images from text prompts, primarily built for Stable Diffusion. It offers a user-friendly interface for local AI art generation, relying on a slightly customized fork of the InvokeAI Stable Diffusion code.
  • mediumhomepage#3
    Add the official project homepage URL

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    [Insert your official project homepage URL here, e.g., https://nmkd.de/t2i-gui]

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 n00mkrad/text2image-gui
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AUTOMATIC1111/stable-diffusion-webui
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AUTOMATIC1111/stable-diffusion-webui · recommended 2×
  2. invoke-ai/InvokeAI · recommended 2×
  3. lllyasviel/Fooocus · recommended 2×
  4. comfyanonymous/ComfyUI · recommended 2×
  5. divamgupta/diffusionbee-stable-diffusion-ui · recommended 1×
  • CATEGORY QUERY
    What are good desktop applications for generating images from text prompts?
    you: not recommended
    AI recommended (in order):
    1. Automatic1111 Stable Diffusion web UI (AUTOMATIC1111/stable-diffusion-webui)
    2. InvokeAI (invoke-ai/InvokeAI)
    3. Fooocus (lllyasviel/Fooocus)
    4. ComfyUI (comfyanonymous/ComfyUI)
    5. DiffusionBee (divamgupta/diffusionbee-stable-diffusion-ui)

    AI recommended 5 alternatives but never named n00mkrad/text2image-gui. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a user-friendly GUI to manage and generate images from AI text prompts.
    you: not recommended
    AI recommended (in order):
    1. Automatic1111 Stable Diffusion Web UI (AUTOMATIC1111/stable-diffusion-webui)
    2. InvokeAI (invoke-ai/InvokeAI)
    3. Fooocus (lllyasviel/Fooocus)
    4. ComfyUI (comfyanonymous/ComfyUI)
    5. Leonardo.Ai
    6. Midjourney
    7. DreamStudio

    AI recommended 7 alternatives but never named n00mkrad/text2image-gui. 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 n00mkrad/text2image-gui?
    pass
    AI did not name n00mkrad/text2image-gui — 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 n00mkrad/text2image-gui in production, what risks or prerequisites should they evaluate first?
    pass
    AI named n00mkrad/text2image-gui 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 n00mkrad/text2image-gui solve, and who is the primary audience?
    pass
    AI did not name n00mkrad/text2image-gui — 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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n00mkrad/text2image-gui — 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