RRepoGEO

REPOGEO REPORT · LITE

ZJUI-AI4H/Hulu-Med

Default branch main · commit 9753cbba · scanned 5/31/2026, 1:57:50 AM

GitHub: 619 stars · 29 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 ZJUI-AI4H/Hulu-Med, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    medical-ai, vision-language-model, multimodal-ai, llm, medical-imaging, healthcare-ai, generalist-model, medical-reasoning, medical-nlp
  • highreadme#2
    Strengthen the README's opening statement to clearly position Hulu-Med

    Why:

    COPY-PASTE FIX
    Hulu-Med is a state-of-the-art transparent generalist model designed for holistic medical vision-language understanding, offering superior performance and efficient inference for a wide range of medical AI applications.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://huggingface.co/collections/ZJU-AI4H/hulu-med

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 ZJUI-AI4H/Hulu-Med
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Med-PaLM 2
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Med-PaLM 2 · recommended 2×
  2. GPT-4V · recommended 1×
  3. Llama 2 · recommended 1×
  4. BioMedCLIP · recommended 1×
  5. Rad-BERT · recommended 1×
  • CATEGORY QUERY
    What are robust generalist AI models for holistic medical vision and language understanding?
    you: not recommended
    AI recommended (in order):
    1. Med-PaLM 2
    2. GPT-4V
    3. Llama 2
    4. BioMedCLIP
    5. Rad-BERT
    6. CheXzero
    7. FLORENCE-2

    AI recommended 7 alternatives but never named ZJUI-AI4H/Hulu-Med. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a high-performing multimodal AI model for medical reasoning with efficient inference.
    you: not recommended
    AI recommended (in order):
    1. Med-PaLM 2
    2. GPT-4
    3. LLaMA 3
    4. BioMed-RoBERTa
    5. ClinicalBERT

    AI recommended 5 alternatives but never named ZJUI-AI4H/Hulu-Med. 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 ZJUI-AI4H/Hulu-Med?
    pass
    AI named ZJUI-AI4H/Hulu-Med explicitly

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

  • If a team adopts ZJUI-AI4H/Hulu-Med in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name ZJUI-AI4H/Hulu-Med — 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?

  • In one sentence, what problem does the repo ZJUI-AI4H/Hulu-Med solve, and who is the primary audience?
    pass
    AI named ZJUI-AI4H/Hulu-Med explicitly

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

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ZJUI-AI4H/Hulu-Med — 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