RRepoGEO

REPOGEO REPORT · LITE

MixLabPro/comfyui-mixlab-nodes

Default branch main · commit c5392aa2 · scanned 6/27/2026, 11:42:37 AM

GitHub: 1,851 stars · 125 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
27 /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
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 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 the README's opening to clearly state its purpose as a ComfyUI node pack

    Why:

    CURRENT
    > 适配了最新版 comfyui 的 py3.11 ，torch 2.3.1+cu121
> Mixlab nodes discord

商务合作请联系 389570357@qq.com
For business cooperation, please contact email 389570357@qq.com
    COPY-PASTE FIX
    # MixLabPro ComfyUI Nodes: Workflow-to-APP, Real-time Media, & Advanced LLM Integration

MixLabPro/comfyui-mixlab-nodes is a comprehensive collection of custom nodes for ComfyUI, designed to transform complex AI workflows into interactive web applications, integrate advanced LLM capabilities, and enable real-time media processing. This pack extends ComfyUI's core functionality, offering powerful tools for multimodal AI projects, from speech synthesis and recognition to 3D and video generation.
  • mediumreadme#2
    Add a dedicated 'Key Features' section to the README

    Why:

    COPY-PASTE FIX
    ## ✨ Key Features

- **Workflow-to-APP Transformation:** Easily convert your ComfyUI workflows into interactive web applications with custom UI and dynamic prompts.
- **Real-time Media Integration:** Nodes for ScreenShare, Floating Video, and p5.js integration for dynamic visual inputs.
- **Advanced AI & LLM Capabilities:** Integrate GPT, MiniCPM-V, SiliconflowLLM, and other large language models directly into your ComfyUI graphs.
- **Speech & Audio Processing:** Nodes for Speech Recognition (SenseVoice) and Text-to-Speech (Comfyui-ChatTTS) for comprehensive multimodal workflows.
- **3D & Video Generation:** Support for 3D workflows and integration with video generation services like fal.ai (Kling, RunwayGen3, LumaDreamMachine).
  • lowtopics#3
    Expand topics to include more specific keywords related to app transformation and multimodal AI

    Why:

    CURRENT
    3d, chatgpt, comfyui, lcm-lora, real-time, screenshare, tts
    COPY-PASTE FIX
    3d, chatgpt, comfyui, lcm-lora, real-time, screenshare, tts, workflow-automation, web-app, llm-integration, speech-recognition, text-to-speech, video-generation, custom-nodes, multimodal-ai

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 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Gradio · recommended 2×
  2. Streamlit · recommended 2×
  3. Panel · recommended 1×
  4. Dash by Plotly · recommended 1×
  5. FastAPI · recommended 1×
  • CATEGORY QUERY
    How can I transform complex AI model workflows into interactive web applications?
    you: not recommended
    AI recommended (in order):
    1. Gradio
    2. Streamlit
    3. Panel
    4. Dash by Plotly
    5. FastAPI
    6. React
    7. Vue.js
    8. Angular
    9. Flask
    10. Django

    AI recommended 10 alternatives but never named MixLabPro/comfyui-mixlab-nodes. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools integrate large language models, speech synthesis, and real-time media into visual pipelines?
    you: not recommended
    AI recommended (in order):
    1. NVIDIA Riva
    2. NVIDIA Omniverse
    3. Unreal Engine
    4. Azure AI Speech
    5. Azure OpenAI Service
    6. Google Cloud Text-to-Speech
    7. Vertex AI
    8. Unity
    9. AWS Polly
    10. AWS Lex
    11. AWS Sagemaker
    12. TouchDesigner
    13. OpenAI API
    14. ElevenLabs
    15. OBS Studio
    16. Streamlabs Desktop
    17. Python
    18. Gradio
    19. Streamlit
    20. Hugging Face Transformers
    21. gTTS

    AI recommended 21 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 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?

  • 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?

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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