RRepoGEO

REPOGEO REPORT · LITE

howie6879/mlhub123

Default branch master · commit 2dccf5af · scanned 6/29/2026, 6:57:45 PM

GitHub: 1,142 stars · 242 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
27 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 howie6879/mlhub123, 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 README H1 to clarify its role as a curated, Chinese-language resource hub

    Why:

    CURRENT
    机器学习网站导航以及资源，欢迎**PR提供资源**：
    COPY-PASTE FIX
    mlhub123 是一个精选的机器学习与深度学习中文网站导航和资源汇总，旨在为中文用户提供一站式学习与实践资源。欢迎**PR提供资源**：
  • highabout#2
    Update the repository description to emphasize its curated, Chinese-language nature

    Why:

    CURRENT
    机器学习&深度学习网站资源汇总（Machine Learning Resources）
    COPY-PASTE FIX
    精选的机器学习与深度学习中文网站导航和资源汇总 (Curated Chinese Machine Learning & Deep Learning Resource Hub)
  • mediumtopics#3
    Add more specific topics for resource curation and learning

    Why:

    CURRENT
    deep-learning, machine-learning
    COPY-PASTE FIX
    deep-learning, machine-learning, resource-hub, curated-list, learning-resources, data-science-resources, chinese-resources

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 howie6879/mlhub123
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Papers With Code
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Papers With Code · recommended 1×
  2. Kaggle · recommended 1×
  3. Towards Data Science · recommended 1×
  4. arXiv · recommended 1×
  5. GitHub Explore · recommended 1×
  • CATEGORY QUERY
    I need a central hub to find various machine learning and deep learning resources.
    you: not recommended
    AI recommended (in order):
    1. Papers With Code
    2. Kaggle
    3. Towards Data Science
    4. arXiv
    5. GitHub Explore
    6. Google AI Blog
    7. DeepMind Blog
    8. OpenAI Blog

    AI recommended 8 alternatives but never named howie6879/mlhub123. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best curated collections of practical machine learning projects and learning materials?
    you: not recommended
    AI recommended (in order):
    1. Kaggle Learn
    2. fast.ai Practical Deep Learning for Coders
    3. fastai library
    4. PyTorch
    5. Google's Machine Learning Crash Course (MLCC)
    6. TensorFlow
    7. Coursera's Deep Learning Specialization by Andrew Ng (DeepLearning.AI)
    8. Keras
    9. Towards Data Science (Medium Publication)
    10. Awesome Machine Learning GitHub Repository
    11. DataCamp
    12. scikit-learn

    AI recommended 12 alternatives but never named howie6879/mlhub123. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 howie6879/mlhub123?
    pass
    AI did not name howie6879/mlhub123 — 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 howie6879/mlhub123 in production, what risks or prerequisites should they evaluate first?
    pass
    AI named howie6879/mlhub123 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 howie6879/mlhub123 solve, and who is the primary audience?
    pass
    AI did not name howie6879/mlhub123 — 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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howie6879/mlhub123 — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite