RRepoGEO

REPOGEO REPORT · LITE

StanfordBDHG/HealthGPT

Default branch main · commit 6e8b3dba · scanned 5/15/2026, 12:52:15 AM

GitHub: 1,945 stars · 185 forks

AI VISIBILITY SCORE
35 /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
3 / 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 StanfordBDHG/HealthGPT, 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
    Clarify README opening to emphasize 'LLM-powered health app template'

    Why:

    CURRENT
    HealthGPT is an experimental iOS app based on Stanford Spezi that allows users to interact with their health data stored in the Apple Health app using natural language. The application offers an easy-to-extend solution for those looking to make large language model (LLM) powered apps within the Apple Health ecosystem.
    COPY-PASTE FIX
    HealthGPT is an experimental **open-source iOS application template** built on Stanford Spezi, enabling users to interact with their Apple Health data using natural language. It serves as a ready-to-use example and an easily extensible solution for developers creating **LLM-powered health apps** within the Apple Health ecosystem.
  • mediumtopics#2
    Add more specific topics for LLM-powered applications

    Why:

    CURRENT
    apple-health, healthkit, ios, openai, swift
    COPY-PASTE FIX
    apple-health, healthkit, ios, openai, swift, llm-application, natural-language-interface, digital-health, health-ai
  • lowhomepage#3
    Add a homepage URL to repository metadata

    Why:

    COPY-PASTE FIX
    Add a relevant project or organization URL to the 'Homepage' field in the repository settings.

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 StanfordBDHG/HealthGPT
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Core ML
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Core ML · recommended 2×
  2. Apple HealthKit · recommended 1×
  3. BERT · recommended 1×
  4. GPT-2 · recommended 1×
  5. Apple's Natural Language Framework · recommended 1×
  • CATEGORY QUERY
    How to build an iOS app that queries Apple Health data using natural language?
    you: not recommended
    AI recommended (in order):
    1. Apple HealthKit
    2. Core ML
    3. BERT
    4. GPT-2
    5. Apple's Natural Language Framework
    6. OpenAI API
    7. GPT-3
    8. GPT-4
    9. Google Cloud Natural Language API
    10. SwiftUI
    11. UIKit
    12. Date
    13. Calendar

    AI recommended 13 alternatives but never named StanfordBDHG/HealthGPT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What frameworks enable LLM-powered natural language queries for Apple Health data in Swift?
    you: not recommended
    AI recommended (in order):
    1. HealthKit
    2. Core ML
    3. SwiftNIO
    4. URLSession
    5. JSONDecoder
    6. JSONEncoder
    7. Natural Language
    8. Combine
    9. Swift Concurrency

    AI recommended 9 alternatives but never named StanfordBDHG/HealthGPT. 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 StanfordBDHG/HealthGPT?
    pass
    AI named StanfordBDHG/HealthGPT explicitly

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

  • If a team adopts StanfordBDHG/HealthGPT in production, what risks or prerequisites should they evaluate first?
    pass
    AI named StanfordBDHG/HealthGPT 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 StanfordBDHG/HealthGPT solve, and who is the primary audience?
    pass
    AI named StanfordBDHG/HealthGPT explicitly

    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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MARKDOWN (README)
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StanfordBDHG/HealthGPT — 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