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

Of all named tools, what % are you?

Top rival

yt-dlp/yt-dlp

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

yt-dlp/yt-dlp · recommended 1×
JDownloader 2 · recommended 1×
FFmpeg · recommended 1×
audacity/audacity · recommended 1×
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

Drop this badge into the README of Ebrizzzz/Youtube-playlist-to-formatted-text. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/Ebrizzzz/Youtube-playlist-to-formatted-text.svg)](https://repogeo.com/en/r/Ebrizzzz/Youtube-playlist-to-formatted-text)

HTML

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