RRepoGEO

REPOGEO REPORT · LITE

FreedomIntelligence/Awesome-AI4Med

Default branch master · commit d761f02a · scanned 5/26/2026, 8:02:51 PM

GitHub: 2,788 stars · 478 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 FreedomIntelligence/Awesome-AI4Med, 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 core value proposition to the README's first line

    Why:

    CURRENT
    # Awesome-AI4Med
    
    > We have renamed *Medical_NLP* to *Awesome-AI4Med*. If you need to view the previous content, you can visit backup!
    
    > [!TIP]
    > **Awesome-AI4Med** aims to systematically curate research resources in the field of medical artificial intelligence (AI4Med), covering **🧠 Medical LLMs**, **🩺 Medical MLLMs**, **📚 datasets**, and **📊 benchmarks**. By automatically extracting trending models and datasets from a large corpus of research papers and open-source projects, this repository provides a **clean, structured, and easy-to-navigate** collection that helps researchers and developers **🚀 quickly track field progress**, **🔍 locate relevant resources**, and **accelerate innovation** in medical AI.
    COPY-PASTE FIX
    # Awesome-AI4Med: A Curated List of Medical AI Resources
    
    > **Awesome-AI4Med** is a systematically curated collection of research resources in medical artificial intelligence (AI4Med), covering 🧠 Medical LLMs, 🩺 Medical MLLMs, 📚 datasets, and 📊 benchmarks. It provides a clean, structured, and easy-to-navigate collection to help researchers and developers quickly track field progress, locate relevant resources, and accelerate innovation in medical AI.
    
    > We have renamed *Medical_NLP* to *Awesome-AI4Med*. If you need to view the previous content, you can visit backup!
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file in the repository root, specifying the chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Add a relevant URL (e.g., a project website, an associated research group page, or the GitHub repo URL itself if no other site exists) to the 'Homepage' field in the repository's 'About' section.

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 FreedomIntelligence/Awesome-AI4Med
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AI in Health and Medicine (AIHM) Journal
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AI in Health and Medicine (AIHM) Journal · recommended 1×
  2. Grand Challenges in AI in Health (GCAIH) by Stanford University · recommended 1×
  3. Kaggle · recommended 1×
  4. Awesome Medical AI · recommended 1×
  5. NVIDIA Clara Parabricks · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive list of resources for medical AI development?
    you: not recommended
    AI recommended (in order):
    1. AI in Health and Medicine (AIHM) Journal
    2. Grand Challenges in AI in Health (GCAIH) by Stanford University
    3. Kaggle
    4. Awesome Medical AI
    5. NVIDIA Clara Parabricks
    6. MONAI (Medical Open Network for AI)
    7. Google Health AI Research Publications
    8. DeepMind Health
    9. NIH (National Institutes of Health) Data Science Resources
    10. STRIDES Initiative
    11. NCI (National Cancer Institute)
    12. NLM (National Library of Medicine)

    AI recommended 12 alternatives but never named FreedomIntelligence/Awesome-AI4Med. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for curated medical large language models, multimodal systems, and relevant datasets.
    you: not recommended
    AI recommended (in order):
    1. Med-PaLM 2
    2. BioGPT
    3. GatorTron
    4. ClinicalBERT
    5. Med-PaLM M
    6. RadBERT
    7. Pathology-BERT
    8. MIMIC-IV
    9. PubMed Abstracts
    10. PubMed Central (PMC)
    11. CheXpert
    12. RadQA
    13. TCGA
    14. SNOMED CT
    15. MedNLI

    AI recommended 15 alternatives but never named FreedomIntelligence/Awesome-AI4Med. 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 FreedomIntelligence/Awesome-AI4Med?
    pass
    AI named FreedomIntelligence/Awesome-AI4Med explicitly

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

  • If a team adopts FreedomIntelligence/Awesome-AI4Med in production, what risks or prerequisites should they evaluate first?
    pass
    AI named FreedomIntelligence/Awesome-AI4Med 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 FreedomIntelligence/Awesome-AI4Med solve, and who is the primary audience?
    pass
    AI did not name FreedomIntelligence/Awesome-AI4Med — 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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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite