RRepoGEO

REPOGEO REPORT · LITE

FreedomIntelligence/HuatuoGPT-o1

Default branch main · commit 2c8d7fca · scanned 5/9/2026, 1:17:54 AM

GitHub: 1,310 stars · 131 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 FreedomIntelligence/HuatuoGPT-o1, 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 improve categorization

    Why:

    COPY-PASTE FIX
    medical-llm, large-language-model, medical-reasoning, healthcare-ai, llm-finetuning, ppo, medical-verifier, open-source-llm
  • highlicense#2
    Add a LICENSE file to clarify usage terms

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with a standard open-source license (e.g., Apache-2.0 or MIT).
  • mediumhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    Set the repository homepage URL to https://arxiv.org/pdf/2412.18925.

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-o1
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ray-project/ray
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. ray-project/ray · recommended 3×
  2. GPT-4 · recommended 2×
  3. Med-PaLM 2 · recommended 1×
  4. Claude 3 Opus · recommended 1×
  5. Llama 2 · recommended 1×
  • CATEGORY QUERY
    What large language models are best for complex medical diagnostic reasoning tasks?
    you: not recommended
    AI recommended (in order):
    1. Med-PaLM 2
    2. GPT-4
    3. Claude 3 Opus
    4. Llama 2
    5. GatorTron

    AI recommended 5 alternatives but never named FreedomIntelligence/HuatuoGPT-o1. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I build an AI system that performs advanced medical problem-solving and self-correction?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Healthcare API
    2. Azure Health Data Services
    3. AWS HealthLake
    4. OpenNMT (OpenNMT/OpenNMT-py)
    5. Hugging Face Transformers (huggingface/transformers)
    6. GPT-4
    7. PaLM 2
    8. BERT
    9. RoBERTa
    10. BioBERT (dmis-lab/biobert)
    11. Protege
    12. TensorFlow (tensorflow/tensorflow)
    13. PyTorch (pytorch/pytorch)
    14. SHAP (shap/shap)
    15. LIME (marcotcr/lime)
    16. Apache Spark (apache/spark)
    17. Dask (dask/dask)
    18. Ray (ray-project/ray)
    19. RLlib (ray-project/ray)
    20. Tune (ray-project/ray)

    AI recommended 20 alternatives but never named FreedomIntelligence/HuatuoGPT-o1. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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-o1?
    pass
    AI named FreedomIntelligence/HuatuoGPT-o1 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/HuatuoGPT-o1 in production, what risks or prerequisites should they evaluate first?
    pass
    AI named FreedomIntelligence/HuatuoGPT-o1 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-o1 solve, and who is the primary audience?
    pass
    AI named FreedomIntelligence/HuatuoGPT-o1 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-o1. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/FreedomIntelligence/HuatuoGPT-o1.svg)](https://repogeo.com/en/r/FreedomIntelligence/HuatuoGPT-o1)
HTML
<a href="https://repogeo.com/en/r/FreedomIntelligence/HuatuoGPT-o1"><img src="https://repogeo.com/badge/FreedomIntelligence/HuatuoGPT-o1.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

FreedomIntelligence/HuatuoGPT-o1 — 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