RRepoGEO

REPOGEO REPORT · LITE

LYiHub/mad-professor-public

Default branch main · commit d910872e · scanned 6/26/2026, 11:08:38 AM

GitHub: 1,593 stars · 199 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)

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

AI VISIBILITY SCORE
22 /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
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 LYiHub/mad-professor-public, 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 opening statement to clarify its core purpose

    Why:

    CURRENT
    一个Python应用程序，特色是具有暴躁个性的AI教授，让学术论文阅读更加高效有趣。
    COPY-PASTE FIX
    An AI-powered desktop application designed as an academic paper reading companion, featuring a 'mad professor' AI assistant for efficient and engaging research.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-assistant, pdf-reader, academic-research, rag, llm, python, desktop-app, paper-reading, nlp, voice-interaction
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/LYiHub/mad-professor-public

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 LYiHub/mad-professor-public
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
huggingface/transformers
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. huggingface/transformers · recommended 2×
  2. SciSpace · recommended 1×
  3. ChatPDF · recommended 1×
  4. Humata AI · recommended 1×
  5. Elicit · recommended 1×
  • CATEGORY QUERY
    What tools help researchers efficiently read and understand academic PDFs with AI Q&A?
    you: not recommended
    AI recommended (in order):
    1. SciSpace
    2. ChatPDF
    3. Humata AI
    4. Elicit
    5. Semantic Scholar
    6. PDFgear

    AI recommended 6 alternatives but never named LYiHub/mad-professor-public. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Python desktop application for RAG-powered PDF analysis, translation, and voice interaction.
    you: not recommended
    AI recommended (in order):
    1. Streamlit (streamlit/streamlit)
    2. FastAPI (tiangolo/fastapi)
    3. Flask (pallets/flask)
    4. LlamaIndex (run-llama/llama_index)
    5. LangChain (langchain-ai/langchain)
    6. Chroma (chroma-core/chroma)
    7. FAISS (facebookresearch/faiss)
    8. Weaviate (weaviate/weaviate)
    9. Google Translate API
    10. DeepL API
    11. MarianMT (huggingface/transformers)
    12. Hugging Face Transformers (huggingface/transformers)
    13. speech_recognition (Uberi/speech_recognition)
    14. Google Web Speech API
    15. Whisper (openai/whisper)
    16. gTTS (pndurette/gTTS)
    17. pyttsx3 (nateshmbhat/pyttsx3)
    18. PyQt (riverbankcomputing/pyqt)
    19. PySide (qt/pyside)
    20. Qt Designer
    21. Tkinter
    22. Flet (flet-dev/flet)
    23. Flutter (flutter/flutter)
    24. Electron (electron/electron)
    25. PyWebView (r0x0r/pywebview)
    26. React (facebook/react)
    27. Vue (vuejs/core)
    28. Svelte (sveltejs/svelte)
    29. Web Speech API

    AI recommended 29 alternatives but never named LYiHub/mad-professor-public. 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 LYiHub/mad-professor-public?
    pass
    AI did not name LYiHub/mad-professor-public — 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 LYiHub/mad-professor-public in production, what risks or prerequisites should they evaluate first?
    pass
    AI named LYiHub/mad-professor-public 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 LYiHub/mad-professor-public solve, and who is the primary audience?
    pass
    AI did not name LYiHub/mad-professor-public — 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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LYiHub/mad-professor-public — 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