RRepoGEO

REPOGEO REPORT · LITE

cubiq/PuLID_ComfyUI

Default branch main · commit 93e0c4c2 · scanned 6/10/2026, 6:42:39 PM

GitHub: 911 stars · 67 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)

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

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 cubiq/PuLID_ComfyUI, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README H1 and first sentence to highlight identity preservation and project status

    Why:

    CURRENT
    # PuLID ComfyUI

PuLID ComfyUI native implementation.

> [!IMPORTANT]  
> **2025.04.14I do not use ComfyUI as my main way to interact with Gen AI anymore as a result I'm setting the repository in "maintenance only" mode. If there are crucial updates or PRs I might still consider merging them but I do not plan any consistent work on this repo.
    COPY-PASTE FIX
    # PuLID ComfyUI: Robust Identity Preservation for ComfyUI Workflows

This repository provides a native implementation of PuLID for ComfyUI, enabling consistent character identity preservation across AI-generated images.

> [!IMPORTANT] As of 2025.04.14, this repository is in "maintenance only" mode as I no longer use ComfyUI as my primary Gen AI interface. Crucial updates or PRs may still be considered, but consistent work is not planned.
  • mediumabout#2
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    https://github.com/cubiq/PuLID_ComfyUI (or a link to the original PuLID project/paper if more appropriate)

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 cubiq/PuLID_ComfyUI
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ComfyUI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ComfyUI · recommended 1×
  2. Automatic1111 Stable Diffusion WebUI · recommended 1×
  3. ControlNet · recommended 1×
  4. Face Editor/ADetailer · recommended 1×
  5. Roop/FaceFusion · recommended 1×
  • CATEGORY QUERY
    How can I maintain consistent character identity across multiple AI-generated images?
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    What tools help preserve identity in a visual node-based generative AI workflow?
    you: not recommended
    AI recommended (in order):
    1. ComfyUI
    2. Automatic1111 Stable Diffusion WebUI
    3. ControlNet
    4. Face Editor/ADetailer
    5. Roop/FaceFusion
    6. InvokeAI
    7. RunwayML (Gen-1/Gen-2)
    8. Krita
    9. Krita AI Diffusion plugin

    AI recommended 9 alternatives but never named cubiq/PuLID_ComfyUI. 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 cubiq/PuLID_ComfyUI?
    pass
    AI named cubiq/PuLID_ComfyUI explicitly

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

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

    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 cubiq/PuLID_ComfyUI. 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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MARKDOWN (README)
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cubiq/PuLID_ComfyUI — 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