RRepoGEO

REPOGEO REPORT · LITE

willmiao/ComfyUI-Lora-Manager

Default branch main · commit 21872a8e · scanned 5/16/2026, 8:57:36 AM

GitHub: 1,135 stars · 111 forks

AI VISIBILITY SCORE
28 /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
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 willmiao/ComfyUI-Lora-Manager, 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:

    COPY-PASTE FIX
    comfyui, lora, lora-manager, stable-diffusion, ai-art, workflow-management, extension
  • highhomepage#2
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://discord.gg/vcqNrWVFvM
  • mediumreadme#3
    Strengthen the README's opening to highlight comprehensive UI management

    Why:

    CURRENT
    > **Revolutionize your workflow with the ultimate LoRA companion for ComfyUI!**
    COPY-PASTE FIX
    > **Revolutionize your workflow with the ultimate LoRA companion for ComfyUI! This extension provides a comprehensive management UI for organizing, previewing, and integrating LoRA models directly within ComfyUI, going beyond simple loading to offer advanced metadata, filtering, and one-click workflow support.**

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 willmiao/ComfyUI-Lora-Manager
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ltdrdata/ComfyUI-Manager
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ltdrdata/ComfyUI-Manager · recommended 1×
  2. Suzie1/ComfyUI-A1111-WebUI-LoRA-Preview · recommended 1×
  3. j-lyu/ComfyUI-Image-Preview-LoRA-Info · recommended 1×
  4. Fannovel16/ComfyUI_Civitai_Helper · recommended 1×
  5. ltdrdata/ComfyUI-Workspace-Manager · recommended 1×
  • CATEGORY QUERY
    Need a tool to organize, preview, and manage LoRA models effectively in ComfyUI.
    you: not recommended
    AI recommended (in order):
    1. ComfyUI-Manager (ltdrdata/ComfyUI-Manager)
    2. ComfyUI-A1111-WebUI-LoRA-Preview (Suzie1/ComfyUI-A1111-WebUI-LoRA-Preview)
    3. ComfyUI-Image-Preview-LoRA-Info (j-lyu/ComfyUI-Image-Preview-LoRA-Info)
    4. Civitai Helper for ComfyUI (Fannovel16/ComfyUI_Civitai_Helper)
    5. ComfyUI-Workspace-Manager (ltdrdata/ComfyUI-Workspace-Manager)

    AI recommended 5 alternatives but never named willmiao/ComfyUI-Lora-Manager. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an extension to streamline LoRA model integration and workflow management in ComfyUI.
    you: not recommended
    AI recommended (in order):
    1. ComfyUI-Manager
    2. ComfyUI-Lora-Loader
    3. Efficiency Nodes for ComfyUI
    4. ComfyUI-Impact-Pack
    5. ComfyUI-Advanced-ControlNet

    AI recommended 5 alternatives but never named willmiao/ComfyUI-Lora-Manager. 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 willmiao/ComfyUI-Lora-Manager?
    pass
    AI did not name willmiao/ComfyUI-Lora-Manager — 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 willmiao/ComfyUI-Lora-Manager in production, what risks or prerequisites should they evaluate first?
    pass
    AI named willmiao/ComfyUI-Lora-Manager 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 willmiao/ComfyUI-Lora-Manager solve, and who is the primary audience?
    pass
    AI named willmiao/ComfyUI-Lora-Manager 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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MARKDOWN (README)
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willmiao/ComfyUI-Lora-Manager — 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