RRepoGEO

REPOGEO REPORT · LITE

haltakov/natural-language-youtube-search

Default branch main · commit 5d023fe5 · scanned 6/15/2026, 1:07:46 PM

GitHub: 935 stars · 71 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 haltakov/natural-language-youtube-search, 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 opening to clarify core technology and purpose

    Why:

    CURRENT
    Use OpenAI's CLIP neural network to search inside YouTube videos. You can try it by running the notebook on Google Colab.
    COPY-PASTE FIX
    **Natural Language YouTube Search** uses OpenAI's CLIP neural network to perform semantic search *inside* YouTube videos by analyzing their visual frames. This open-source project allows you to find specific moments using natural language queries, runnable via Google Colab or Huggingface Spaces.
  • hightopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    clip, computer-vision, machine-learning, search, youtube
    COPY-PASTE FIX
    clip, computer-vision, machine-learning, search, youtube, semantic-search, video-analysis, openai-clip, gradio, huggingface-spaces
  • mediumhomepage#3
    Add a homepage URL to the About section

    Why:

    COPY-PASTE FIX
    https://huggingface.co/spaces/akhaliq/Video_Search_CLIP

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 haltakov/natural-language-youtube-search
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
YouTube's Native Search
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. YouTube's Native Search · recommended 1×
  2. TubeBuddy · recommended 1×
  3. vidIQ · recommended 1×
  4. Glasp · recommended 1×
  5. NoteGPT · recommended 1×
  • CATEGORY QUERY
    How can I search for specific moments within YouTube videos using descriptive text?
    you: not recommended
    AI recommended (in order):
    1. YouTube's Native Search
    2. TubeBuddy
    3. vidIQ
    4. Glasp
    5. NoteGPT
    6. YouGlish
    7. Trint
    8. Happy Scribe
    9. Rev

    AI recommended 9 alternatives but never named haltakov/natural-language-youtube-search. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools enable semantic search of video content based on natural language descriptions?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Video AI
    2. AWS Rekognition Video
    3. Azure Video Indexer
    4. Videonetics Intelligent Video Analytics (IVA)
    5. Clarifai
    6. OpenAI CLIP / LLaVA
    7. V7

    AI recommended 7 alternatives but never named haltakov/natural-language-youtube-search. 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 haltakov/natural-language-youtube-search?
    pass
    AI did not name haltakov/natural-language-youtube-search — 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 haltakov/natural-language-youtube-search in production, what risks or prerequisites should they evaluate first?
    pass
    AI named haltakov/natural-language-youtube-search 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 haltakov/natural-language-youtube-search solve, and who is the primary audience?
    pass
    AI did not name haltakov/natural-language-youtube-search — 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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