RRepoGEO

REPOGEO REPORT · LITE

IuvenisSapiens/ComfyUI_Qwen3-VL-Instruct

Default branch main · commit 70cc35ed · scanned 6/3/2026, 11:13:12 PM

GitHub: 551 stars · 63 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 IuvenisSapiens/ComfyUI_Qwen3-VL-Instruct, 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 H1 to clearly state it's a ComfyUI custom node

    Why:

    CURRENT
    # Comfyui_Qwen3-VL-Instruct

This is an implementation of Qwen3-VL-Instruct by ComfyUI...
    COPY-PASTE FIX
    # ComfyUI_Qwen3-VL-Instruct: Qwen3-VL-Instruct Custom Nodes for ComfyUI

This repository provides custom nodes for integrating the Qwen3-VL-Instruct series into the ComfyUI platform, enabling seamless support for text-based, video, single-image, and multi-image queries to generate captions or responses.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    comfyui, comfyui-custom-nodes, qwen3-vl-instruct, vision-language-model, vlm, multimodal-ai, image-captioning, video-captioning, generative-ai
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://github.com/comfyanonymous/ComfyUI

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 IuvenisSapiens/ComfyUI_Qwen3-VL-Instruct
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
BLIP-2
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. BLIP-2 · recommended 2×
  2. AWS Rekognition · recommended 2×
  3. Hugging Face Transformers · recommended 1×
  4. ViT-GPT2 · recommended 1×
  5. BLIP · recommended 1×
  • CATEGORY QUERY
    How to generate descriptive captions from various inputs like images and videos?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers
    2. ViT-GPT2
    3. BLIP
    4. BLIP-2
    5. Google Cloud Vision API
    6. Microsoft Azure AI Vision
    7. OpenAI CLIP
    8. GPT-3
    9. GPT-4
    10. AWS Rekognition
    11. Pytorch-Image-Captioning
    12. TensorFlow Models

    AI recommended 12 alternatives but never named IuvenisSapiens/ComfyUI_Qwen3-VL-Instruct. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to process text, image, and video queries for AI responses.
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. GPT-4o
    3. GPT-4V
    4. DALL-E 3
    5. Whisper
    6. Google Cloud Vertex AI
    7. Gemini
    8. Vision AI
    9. Video AI
    10. Speech-to-Text
    11. Hugging Face Transformers (huggingface/transformers)
    12. LLaVA
    13. BLIP-2
    14. ViT
    15. ResNet
    16. T5
    17. GPT-2/3
    18. VideoMAE
    19. Azure AI Services
    20. Azure OpenAI Service
    21. Azure AI Vision
    22. Azure AI Video Indexer
    23. Azure AI Speech
    24. AWS Rekognition
    25. AWS Transcribe
    26. Amazon Bedrock
    27. Claude
    28. Llama 2
    29. Clarifai

    AI recommended 29 alternatives but never named IuvenisSapiens/ComfyUI_Qwen3-VL-Instruct. 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 IuvenisSapiens/ComfyUI_Qwen3-VL-Instruct?
    pass
    AI did not name IuvenisSapiens/ComfyUI_Qwen3-VL-Instruct — 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 IuvenisSapiens/ComfyUI_Qwen3-VL-Instruct in production, what risks or prerequisites should they evaluate first?
    pass
    AI named IuvenisSapiens/ComfyUI_Qwen3-VL-Instruct 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 IuvenisSapiens/ComfyUI_Qwen3-VL-Instruct solve, and who is the primary audience?
    pass
    AI did not name IuvenisSapiens/ComfyUI_Qwen3-VL-Instruct — 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

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IuvenisSapiens/ComfyUI_Qwen3-VL-Instruct — 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