RRepoGEO

REPOGEO REPORT · LITE

Ebrizzzz/Youtube-playlist-to-formatted-text

Default branch main · commit 384449df · scanned 6/16/2026, 11:43:17 AM

GitHub: 551 stars · 38 forks

AI VISIBILITY SCORE
28 /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
2 / 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 Ebrizzzz/Youtube-playlist-to-formatted-text, 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 to highlight unique value

    Why:

    CURRENT
    # YouTube Playlist Processor
<br>
<br>

<br><br>

✅ Added several Refinement styles to choose from based on your specific needs.
    COPY-PASTE FIX
    # YouTube Playlist to Book Converter (Desktop App with Gemini AI)

This desktop application extracts YouTube playlist transcripts, enhances them using Google's Gemini AI models, and outputs a structured 'book' in any language you desire.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/Ebrizzzz/Youtube-playlist-to-formatted-text
  • lowtopics#3
    Add more specific topics to improve categorization

    Why:

    CURRENT
    datahoarder, deep-learning, gemini, gemini-api, gemini-flash, llm, productivity, pyqt5, python, useful-scripts, useful-utilities, youtube
    COPY-PASTE FIX
    datahoarder, deep-learning, gemini, gemini-api, gemini-flash, llm, productivity, pyqt5, python, useful-scripts, useful-utilities, youtube, desktop-app, transcript-processing, document-generation, knowledge-management

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 Ebrizzzz/Youtube-playlist-to-formatted-text
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
yt-dlp/yt-dlp
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. yt-dlp/yt-dlp · recommended 1×
  2. JDownloader 2 · recommended 1×
  3. FFmpeg · recommended 1×
  4. audacity/audacity · recommended 1×
  5. openai/whisper · recommended 1×
  • CATEGORY QUERY
    How to convert online video series into structured, multi-language text documents?
    you: not recommended
    AI recommended (in order):
    1. yt-dlp (yt-dlp/yt-dlp)
    2. JDownloader 2
    3. FFmpeg
    4. Audacity (audacity/audacity)
    5. OpenAI Whisper (openai/whisper)
    6. Google Cloud Speech-to-Text
    7. AWS Transcribe
    8. AssemblyAI
    9. DeepL Translator
    10. Google Cloud Translation API
    11. Microsoft Translator Text API
    12. Python
    13. NLTK (nltk/nltk)
    14. spaCy (explosion/spaCy)
    15. pandas (pandas-dev/pandas)
    16. Markdown
    17. JSON

    AI recommended 17 alternatives but never named Ebrizzzz/Youtube-playlist-to-formatted-text. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools use AI to summarize or refine video transcripts into various formats?
    you: not recommended
    AI recommended (in order):
    1. Descript
    2. Trint
    3. Happy Scribe
    4. Veed.io
    5. Otter.ai
    6. Reduct.Video
    7. Castmagic

    AI recommended 7 alternatives but never named Ebrizzzz/Youtube-playlist-to-formatted-text. 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 Ebrizzzz/Youtube-playlist-to-formatted-text?
    pass
    AI named Ebrizzzz/Youtube-playlist-to-formatted-text explicitly

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

  • If a team adopts Ebrizzzz/Youtube-playlist-to-formatted-text in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Ebrizzzz/Youtube-playlist-to-formatted-text 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 Ebrizzzz/Youtube-playlist-to-formatted-text solve, and who is the primary audience?
    pass
    AI did not name Ebrizzzz/Youtube-playlist-to-formatted-text — 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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite