RRepoGEO

REPOGEO REPORT · LITE

Tim9Liu9/TimLiu-Python

Default branch master · commit 69d5ed00 · scanned 6/15/2026, 1:13:07 PM

GitHub: 602 stars · 273 forks

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 Tim9Liu9/TimLiu-Python, 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
    python, python-resources, python-libraries, python-frameworks, python-learning, python-collection, awesome-python, chinese-python, open-source-hardware, web-development, data-science, artificial-intelligence, raspberry-pi, web-crawling
  • mediumreadme#2
    Enhance the README's opening sentence to emphasize comprehensiveness and audience

    Why:

    CURRENT
    # TimLiu-Python
Python资源集合，持续更新。。。 python 中文学习大本营 。
    COPY-PASTE FIX
    # TimLiu-Python
一个面向中文学习者的综合性Python资源集合，涵盖从网页框架到人工智能、开源硬件等广泛领域，持续更新。
  • lowhomepage#3
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/Tim9Liu9/TimLiu-Python

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 Tim9Liu9/TimLiu-Python
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
PyPI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. PyPI · recommended 1×
  2. Awesome Python · recommended 1×
  3. Real Python · recommended 1×
  4. Python.org · recommended 1×
  5. GitHub Explore / Trending · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive collection of useful Python libraries and development resources?
    you: not recommended
    AI recommended (in order):
    1. PyPI
    2. Awesome Python
    3. Real Python
    4. Python.org
    5. GitHub Explore / Trending
    6. Stack Overflow

    AI recommended 6 alternatives but never named Tim9Liu9/TimLiu-Python. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best Python frameworks and tools for different types of projects?
    you: not recommended
    AI recommended (in order):
    1. Django
    2. FastAPI
    3. Flask
    4. Pyramid
    5. Sanic
    6. scikit-learn
    7. Pandas
    8. NumPy
    9. TensorFlow
    10. PyTorch
    11. Matplotlib
    12. Seaborn
    13. Standard Library
    14. Requests
    15. Beautiful Soup
    16. Selenium
    17. Fabric
    18. PyQt
    19. PySide
    20. Tkinter
    21. Kivy
    22. wxPython
    23. Pygame
    24. Arcade
    25. Pyglet
    26. asyncio
    27. Aiohttp
    28. Celery

    AI recommended 28 alternatives but never named Tim9Liu9/TimLiu-Python. 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 Tim9Liu9/TimLiu-Python?
    pass
    AI named Tim9Liu9/TimLiu-Python explicitly

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

  • If a team adopts Tim9Liu9/TimLiu-Python in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name Tim9Liu9/TimLiu-Python — 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?

  • In one sentence, what problem does the repo Tim9Liu9/TimLiu-Python solve, and who is the primary audience?
    pass
    AI did not name Tim9Liu9/TimLiu-Python — 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?

Embed your GEO score

Drop this badge into the README of Tim9Liu9/TimLiu-Python. 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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Tim9Liu9/TimLiu-Python — 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