RRepoGEO

REPOGEO REPORT · LITE

ZHO-ZHO-ZHO/ComfyUI-BRIA_AI-RMBG

Default branch main · commit 827fcd63 · scanned 5/29/2026, 8:52:46 AM

GitHub: 831 stars · 64 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 ZHO-ZHO-ZHO/ComfyUI-BRIA_AI-RMBG, 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 the README's opening to clearly state its ComfyUI niche and features

    Why:

    CURRENT
    # ComfyUI-BRIA_AI-RMBG

Unofficial BRIA Background Removal v1.4 of BRIA RMBG Model for ComfyUI

## 项目介绍 | Info

- 对BRIA Background Removal v1.4的非官方实现

- BRIA Background Removal v1.4：由 BRIA AI 开发，可作为非商业用途的开源模型

- 版本：**V1.5** 支持批量处理（可去除视频背景）、新增输出 mask 功能
    COPY-PASTE FIX
    # ComfyUI-BRIA_AI-RMBG: Unofficial BRIA AI Background Removal Custom Node

This repository provides an unofficial ComfyUI custom node for integrating BRIA AI's Background Removal v1.4 (RMBG) model. It enables efficient, AI-powered background removal directly within your ComfyUI workflows, supporting batch processing for images and video frames, and outputting masks. BRIA Background Removal v1.4 is an open-source model developed by BRIA AI for non-commercial use.
  • hightopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    comfyui, stable-diffusion
    COPY-PASTE FIX
    comfyui, stable-diffusion, background-removal, image-segmentation, bria-ai, rmbg, ai-art, generative-ai
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/ZHO-ZHO-ZHO/ComfyUI-BRIA_AI-RMBG

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 ZHO-ZHO-ZHO/ComfyUI-BRIA_AI-RMBG
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
opencv/opencv
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. opencv/opencv · recommended 2×
  2. Remove.bg API · recommended 1×
  3. ClipDrop API · recommended 1×
  4. danielgatis/background-removal · recommended 1×
  5. danielgatis/rembg · recommended 1×
  • CATEGORY QUERY
    What are the best methods for automated image background removal in generative AI pipelines?
    you: not recommended
    AI recommended (in order):
    1. Remove.bg API
    2. ClipDrop API
    3. BackgroundRemoval (danielgatis/background-removal)
    4. rembg (danielgatis/rembg)
    5. Adobe Photoshop API
    6. OpenCV (opencv/opencv)

    AI recommended 6 alternatives but never named ZHO-ZHO-ZHO/ComfyUI-BRIA_AI-RMBG. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a robust solution for removing backgrounds from multiple images or video frames, with mask output.
    you: not recommended
    AI recommended (in order):
    1. Remover.ai API
    2. BackgroundRemover (danielgatis/backgroundremover)
    3. remove.bg API
    4. Adobe Photoshop
    5. OpenCV (opencv/opencv)
    6. MediaPipe (google/mediapipe)

    AI recommended 6 alternatives but never named ZHO-ZHO-ZHO/ComfyUI-BRIA_AI-RMBG. 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 ZHO-ZHO-ZHO/ComfyUI-BRIA_AI-RMBG?
    pass
    AI did not name ZHO-ZHO-ZHO/ComfyUI-BRIA_AI-RMBG — 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 ZHO-ZHO-ZHO/ComfyUI-BRIA_AI-RMBG in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ZHO-ZHO-ZHO/ComfyUI-BRIA_AI-RMBG 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 ZHO-ZHO-ZHO/ComfyUI-BRIA_AI-RMBG solve, and who is the primary audience?
    pass
    AI did not name ZHO-ZHO-ZHO/ComfyUI-BRIA_AI-RMBG — 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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ZHO-ZHO-ZHO/ComfyUI-BRIA_AI-RMBG — 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