RRepoGEO

REPOGEO REPORT · LITE

voidful/hung-yi-lee-skill

Default branch main · commit 14078324 · scanned 6/17/2026, 7:43:11 AM

GitHub: 548 stars · 43 forks

AI VISIBILITY SCORE
17 /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
1 / 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 voidful/hung-yi-lee-skill, 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 README's introductory statement to clarify its unique role

    Why:

    CURRENT
    **蒸餾李宏毅老師。不是語錄合集,是老師的知識與思維框架。**
    COPY-PASTE FIX
    **李宏毅.skill** 是一個專為 AI 學習者打造的知識型 AI 助教,以李宏毅老師的教學風格,提供機器學習與生成式 AI 相關問題的深度解答。它蒸餾了老師的知識與思維框架,而非通用聊天機器人。
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-tutor, machine-learning, generative-ai, llm, knowledge-base, education, hung-yi-lee, deep-learning
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0). For example, for MIT:
    ```
    MIT License
    
    Copyright (c) [YEAR] [COPYRIGHT HOLDER]
    
    Permission is hereby granted, free of charge, to any person obtaining a copy
    of this software and associated documentation files (the "Software"), to deal
    in the Software without restriction, including without limitation the rights
    to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
    copies of the Software, and to permit persons to whom the Software is
    furnished to do so, subject to the following conditions:
    
    The above copyright notice and this permission notice shall be included in all
    copies or substantial portions of the Software.
    
    THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
    IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
    FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
    AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
    LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
    OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
    SOFTWARE.
    ```

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 voidful/hung-yi-lee-skill
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 1×
  2. Claude · recommended 1×
  3. Google Gemini · recommended 1×
  4. Perplexity AI · recommended 1×
  5. Microsoft Copilot · recommended 1×
  • CATEGORY QUERY
    Seeking an AI assistant that explains machine learning topics with pedagogical clarity.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Claude
    3. Google Gemini
    4. Perplexity AI
    5. Microsoft Copilot

    AI recommended 5 alternatives but never named voidful/hung-yi-lee-skill. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build a knowledge-based AI tutor for specific technical domain expertise?
    you: not recommended
    AI recommended (in order):
    1. Rasa
    2. LangChain
    3. OpenAI API
    4. Pinecone
    5. Weaviate
    6. Qdrant
    7. Streamlit
    8. Gradio
    9. Hugging Face Transformers
    10. Neo4j
    11. Amazon Neptune

    AI recommended 11 alternatives but never named voidful/hung-yi-lee-skill. 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 voidful/hung-yi-lee-skill?
    pass
    AI did not name voidful/hung-yi-lee-skill — 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 voidful/hung-yi-lee-skill in production, what risks or prerequisites should they evaluate first?
    pass
    AI named voidful/hung-yi-lee-skill 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 voidful/hung-yi-lee-skill solve, and who is the primary audience?
    pass
    AI did not name voidful/hung-yi-lee-skill — 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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voidful/hung-yi-lee-skill — RepoGEO report