RRepoGEO

REPOGEO REPORT · LITE

willmiao/ComfyUI-Lora-Manager

Default branch main · commit 20417797 · scanned 6/27/2026, 4:26:45 AM

GitHub: 1,254 stars · 124 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 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 the repository

    Why:

    COPY-PASTE FIX
    comfyui, comfyui-extension, lora, lora-manager, generative-ai, stable-diffusion, civitai
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://discord.gg/vcqNrWVFvM
  • mediumreadme#3
    Emphasize Civitai integration and rich metadata in the README's opening paragraph

    Why:

    CURRENT
    A comprehensive toolset that streamlines organizing, downloading, and applying LoRA models in ComfyUI. With powerful features like recipe management, checkpoint organization, and one-click workflow integration, working with models becomes faster, smoother, and significantly easier.
    COPY-PASTE FIX
    A comprehensive toolset that streamlines organizing, downloading, and applying LoRA models in ComfyUI. It offers rich metadata display, direct Civitai integration for previews and downloads, and one-click workflow integration, making model management faster, smoother, and significantly easier.

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
Civitai Helper
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Civitai Helper · recommended 2×
  2. ComfyUI-Manager · recommended 1×
  3. Efficiency Nodes for ComfyUI · recommended 1×
  4. WAS Node Suite · recommended 1×
  5. Impact Pack · recommended 1×
  • CATEGORY QUERY
    How can I efficiently manage and integrate LoRA models within my ComfyUI workflows?
    you: not recommended
    AI recommended (in order):
    1. ComfyUI-Manager
    2. Efficiency Nodes for ComfyUI
    3. WAS Node Suite
    4. Impact Pack
    5. ComfyUI-Advanced-ControlNet
    6. Civitai Helper
    7. ComfyUI-Workspace-Manager

    AI recommended 7 alternatives but never named willmiao/ComfyUI-Lora-Manager. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tool helps streamline organizing, downloading, and applying LoRA models for generative AI?
    you: not recommended
    AI recommended (in order):
    1. Civitai Helper
    2. LoRA Easy Selector
    3. ComfyUI Manager
    4. Hugging Face Hub
    5. ModelScope Library

    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 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?

Embed your GEO score

Drop this badge into the README of willmiao/ComfyUI-Lora-Manager. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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Pro

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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