RRepoGEO

REPOGEO REPORT · LITE

FreedomIntelligence/HuatuoGPT

Default branch main · commit 1412a5d2 · scanned 6/29/2026, 5:12:14 PM

GitHub: 1,311 stars · 166 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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/HuatuoGPT, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Strengthen README's opening to emphasize open-source and application-building

    Why:

    CURRENT
    Welcome to the repository of HuatuoGPT, a large language model (LLM) trained on a vast Chinese medical corpus. Our objective with HuatuoGPT is to construct a more professional ‘ChatGPT’ for medical consultation scenarios.
    COPY-PASTE FIX
    Welcome to HuatuoGPT, an open-source large language model (LLM) specifically designed for building advanced medical consultation applications. Trained on a vast Chinese medical corpus, HuatuoGPT aims to empower developers to create professional, doctor-like AI assistants for healthcare scenarios.
  • mediumhomepage#2
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    (Add the URL to your project's main website, demo, or research page, e.g., "https://huatuogpt.github.io/")

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/HuatuoGPT
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Llama 3
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Llama 3 · recommended 1×
  2. Med-PaLM 2 · recommended 1×
  3. Gemma · recommended 1×
  4. Mistral 7B Instruct v0.2 · recommended 1×
  5. BioGPT · recommended 1×
  • CATEGORY QUERY
    What open-source large language models are best for building medical consultation applications?
    you: not recommended
    AI recommended (in order):
    1. Llama 3
    2. Med-PaLM 2
    3. Gemma
    4. Mistral 7B Instruct v0.2
    5. BioGPT
    6. Clinical-T5
    7. PubMedBERT

    AI recommended 7 alternatives but never named FreedomIntelligence/HuatuoGPT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a specialized LLM to assist with Chinese healthcare diagnoses and patient interactions.
    you: not recommended
    AI recommended (in order):
    1. SenseChat (商量)
    2. ERNIE Bot (文心一言)
    3. Tongyi Qianwen (通义千问)
    4. Pangu-M (盘古大模型-医疗)
    5. SparkDesk (星火大模型)

    AI recommended 5 alternatives but never named FreedomIntelligence/HuatuoGPT. 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/HuatuoGPT?
    pass
    AI did not name FreedomIntelligence/HuatuoGPT — 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 FreedomIntelligence/HuatuoGPT in production, what risks or prerequisites should they evaluate first?
    pass
    AI named FreedomIntelligence/HuatuoGPT 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/HuatuoGPT solve, and who is the primary audience?
    pass
    AI named FreedomIntelligence/HuatuoGPT explicitly

    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 FreedomIntelligence/HuatuoGPT. 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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HTML
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FreedomIntelligence/HuatuoGPT — 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