RRepoGEO

REPOGEO REPORT · LITE

shootthesound/comfyUI-Realtime-Lora

Default branch main · commit 89a23c15 · scanned 6/1/2026, 8:17:58 AM

GitHub: 502 stars · 37 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 shootthesound/comfyUI-Realtime-Lora, 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's first sentence to clarify project type

    Why:

    CURRENT
    Train, analyze, selectively load by block, and edit base models for SDXL, SD 1.5, FLUX, Z-Image, Qwen Image, Qwen Image Edit, and Wan 2.2 directly inside ComfyUI.
    COPY-PASTE FIX
    The ComfyUI Realtime LoRA Toolkit is a comprehensive custom node set that enables you to train, analyze, selectively load by block, and edit base models for SDXL, SD 1.5, FLUX, Z-Image, Qwen Image, Qwen Image Edit, and Wan 2.2 directly inside ComfyUI.
  • mediumhomepage#2
    Add a homepage URL to repository metadata

    Why:

    COPY-PASTE FIX
    https://www.youtube.com/watch?v=3CdyGxvYeHo
  • lowtopics#3
    Add more specific topics for ComfyUI components and real-time editing

    Why:

    CURRENT
    ai, comfyui, flux, klein, lora, lora-loader, lora-training, model, sd15, sdxl, stable-diffusion, wan22, z-image, z-image-turbo, z-imagebase
    COPY-PASTE FIX
    ai, comfyui, comfyui-nodes, flux, klein, lora, lora-loader, lora-training, model, realtime-editing, sd15, sdxl, stable-diffusion, wan22, z-image, z-image-turbo, z-imagebase

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 shootthesound/comfyUI-Realtime-Lora
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Civitai
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Civitai · recommended 2×
  2. ComfyUI · recommended 2×
  3. RunDiffusion · recommended 1×
  4. ThinkDiffusion · recommended 1×
  5. Automatic1111 · recommended 1×
  • CATEGORY QUERY
    How to train and edit LoRA models directly within a visual AI workflow environment?
    you: not recommended
    AI recommended (in order):
    1. RunDiffusion
    2. ThinkDiffusion
    3. Civitai
    4. Automatic1111
    5. kohya_ss GUI
    6. sd-scripts
    7. ComfyUI
    8. ComfyUI-Kohya-SS
    9. ComfyUI-Lora-Trainer
    10. Google Colab
    11. kohya_ss

    AI recommended 11 alternatives but never named shootthesound/comfyUI-Realtime-Lora. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a tool for block-level LoRA loading and editing across multiple stable diffusion architectures.
    you: not recommended
    AI recommended (in order):
    1. Kohya's GUI
    2. A1111 Web UI (Automatic1111/stable-diffusion-webui)
    3. ComfyUI
    4. Diffusers Library
    5. LoRA Land
    6. Civitai

    AI recommended 6 alternatives but never named shootthesound/comfyUI-Realtime-Lora. 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 shootthesound/comfyUI-Realtime-Lora?
    pass
    AI named shootthesound/comfyUI-Realtime-Lora explicitly

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

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

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

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shootthesound/comfyUI-Realtime-Lora — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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