RRepoGEO

REPOGEO REPORT · LITE

StartHua/Comfyui_CXH_joy_caption

Default branch main · commit a6a6c910 · scanned 6/1/2026, 7:58:07 PM

GitHub: 623 stars · 35 forks

AI VISIBILITY SCORE
28 /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
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 StartHua/Comfyui_CXH_joy_caption, 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
    Add a clear, concise English opening sentence to the README

    Why:

    CURRENT
    添加批量文件夹打标：文件夹命名规则 名字_trigg
    COPY-PASTE FIX
    This repository provides a collection of ComfyUI custom nodes for advanced image captioning and prompt generation, integrating models like Joy_caption, MiniCPMv2_6-prompt-generator, and Florence-2. It supports features like batch image tagging and classification, designed to enhance ComfyUI workflows.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    comfyui, comfyui-nodes, image-captioning, prompt-generation, ai-art, stable-diffusion, machine-learning, computer-vision, florence-2, minicpm
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://github.com/StartHua/Comfyui_CXH_joy_caption

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 StartHua/Comfyui_CXH_joy_caption
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
CLIP Interrogator
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. CLIP Interrogator · recommended 1×
  2. BLIP · recommended 1×
  3. LLaVA · recommended 1×
  4. Hugging Face Transformers · recommended 1×
  5. ViT-GPT2 · recommended 1×
  • CATEGORY QUERY
    How can I automatically generate detailed text prompts from images for ComfyUI workflows?
    you: not recommended
    AI recommended (in order):
    1. CLIP Interrogator
    2. BLIP
    3. LLaVA
    4. Hugging Face Transformers
    5. ViT-GPT2
    6. OFA
    7. DeepDanbooru

    AI recommended 7 alternatives but never named StartHua/Comfyui_CXH_joy_caption. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good tools for batch image captioning and tagging to organize large datasets?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Vision AI
    2. Amazon Rekognition
    3. Microsoft Azure Cognitive Services (Vision API)
    4. Clarifai
    5. Imgix
    6. DeepDanbooru (DeepDanbooru/deepdanbooru)
    7. OpenCV (opencv/opencv)

    AI recommended 7 alternatives but never named StartHua/Comfyui_CXH_joy_caption. 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 StartHua/Comfyui_CXH_joy_caption?
    pass
    AI named StartHua/Comfyui_CXH_joy_caption explicitly

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

  • If a team adopts StartHua/Comfyui_CXH_joy_caption in production, what risks or prerequisites should they evaluate first?
    pass
    AI named StartHua/Comfyui_CXH_joy_caption 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 StartHua/Comfyui_CXH_joy_caption solve, and who is the primary audience?
    pass
    AI did not name StartHua/Comfyui_CXH_joy_caption — 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 StartHua/Comfyui_CXH_joy_caption. 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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StartHua/Comfyui_CXH_joy_caption — 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