RRepoGEO

REPOGEO REPORT · LITE

MixLabPro/comfyui-mixlab-nodes

Default branch main · commit 32b22c39 · scanned 5/16/2026, 2:18:55 PM

GitHub: 1,842 stars · 123 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 MixLabPro/comfyui-mixlab-nodes, 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 opening to highlight core value

    Why:

    CURRENT
    The README currently starts with technical compatibility and recent updates.
    COPY-PASTE FIX
    MixLabPro/comfyui-mixlab-nodes provides a comprehensive suite of custom nodes for ComfyUI, enabling users to transform their workflows into interactive web applications. It also integrates advanced features like ScreenShare, Floating Video, GPT & 3D capabilities, and Speech Recognition & TTS directly within ComfyUI.
  • mediumabout#2
    Clarify repository description to emphasize ComfyUI integration

    Why:

    CURRENT
    Workflow-to-APP、ScreenShare&FloatingVideo、GPT & 3D、SpeechRecognition&TTS
    COPY-PASTE FIX
    ComfyUI custom nodes for Workflow-to-APP conversion, ScreenShare & FloatingVideo, GPT & 3D integration, and Speech Recognition & TTS.
  • mediumtopics#3
    Add specific topics for 'workflow-to-app' and 'comfyui-extension'

    Why:

    CURRENT
    3d, chatgpt, comfyui, lcm-lora, real-time, screenshare, tts
    COPY-PASTE FIX
    3d, chatgpt, comfyui, lcm-lora, real-time, screenshare, tts, workflow-to-app, comfyui-extension

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 MixLabPro/comfyui-mixlab-nodes
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Gradio
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Gradio · recommended 1×
  2. Streamlit · recommended 1×
  3. FastAPI · recommended 1×
  4. React · recommended 1×
  5. Vue · recommended 1×
  • CATEGORY QUERY
    How can I convert ComfyUI workflows into interactive applications with integrated speech and video?
    you: not recommended
    AI recommended (in order):
    1. Gradio
    2. Streamlit
    3. FastAPI
    4. React
    5. Vue
    6. Svelte
    7. Panel
    8. Dash

    AI recommended 8 alternatives but never named MixLabPro/comfyui-mixlab-nodes. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking ComfyUI extensions for integrating various large language models, text-to-speech, and video generation.
    you: not recommended
    AI recommended (in order):
    1. ComfyUI-LLM-Vision
    2. ComfyUI-Video-Helper
    3. ComfyUI-AIO-Nodes
    4. ComfyUI-Impact-Pack
    5. ComfyUI-TTS-Nodes
    6. ComfyUI-Custom-Scripts

    AI recommended 6 alternatives but never named MixLabPro/comfyui-mixlab-nodes. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 MixLabPro/comfyui-mixlab-nodes?
    pass
    AI named MixLabPro/comfyui-mixlab-nodes explicitly

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

  • If a team adopts MixLabPro/comfyui-mixlab-nodes in production, what risks or prerequisites should they evaluate first?
    pass
    AI named MixLabPro/comfyui-mixlab-nodes 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 MixLabPro/comfyui-mixlab-nodes solve, and who is the primary audience?
    pass
    AI did not name MixLabPro/comfyui-mixlab-nodes — 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 MixLabPro/comfyui-mixlab-nodes. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/MixLabPro/comfyui-mixlab-nodes.svg)](https://repogeo.com/en/r/MixLabPro/comfyui-mixlab-nodes)
HTML
<a href="https://repogeo.com/en/r/MixLabPro/comfyui-mixlab-nodes"><img src="https://repogeo.com/badge/MixLabPro/comfyui-mixlab-nodes.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

MixLabPro/comfyui-mixlab-nodes — 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