REPOGEO REPORT · LITE

Dicklesworthstone/bulk_transcribe_youtube_videos_from_playlist

Default branch main · commit ae3fb76e · scanned 6/16/2026, 4:12:30 AM

GitHub: 676 stars · 81 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 Dicklesworthstone/bulk_transcribe_youtube_videos_from_playlist, 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 and introduction to clarify unique value

Why:

CURRENT

# Bulk Transcribe Youtube Videos from Playlists

## Introduction

This Python-based tool is designed for transcribing YouTube videos and playlists into text. It integrates various technologies like faster-whisper for transcription, SpaCy for natural language processing, and CUDA for GPU acceleration, aimed at processing video content efficiently. The script is capable of handling both individual videos and entire playlists, outputting accurate transcripts along with metadata.

COPY-PASTE FIX

# Bulk Transcribe YouTube Playlists with Local Whisper (Python CLI)

## Introduction

This Python command-line tool automates high-quality transcription for entire YouTube playlists, leveraging `faster-whisper` for efficient local inference with GPU acceleration (CUDA). Unlike commercial SaaS or raw libraries, it provides a complete, self-hosted solution for content creators, researchers, and developers needing accurate text from video collections.

highabout#2

Update 'About' description to highlight local, bulk, Python CLI nature

Why:

CURRENT

Easily take an entire YouTube playlist and turn it into high quality transcripts using Whisper.

COPY-PASTE FIX

Automate high-quality, local transcription of entire YouTube playlists using Python and Faster Whisper, with optional GPU acceleration.

mediumhomepage#3
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
https://github.com/Dicklesworthstone/bulk_transcribe_youtube_videos_from_playlist
```

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 Dicklesworthstone/bulk_transcribe_youtube_videos_from_playlist

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Happy Scribe

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Happy Scribe · recommended 1×
Trint · recommended 1×
Rev · recommended 1×
Descript · recommended 1×
Otter.ai · recommended 1×

CATEGORY QUERY
How can I automatically generate high-quality transcripts for an entire YouTube playlist?
you: not recommended
AI recommended (in order):
1. Happy Scribe
2. Trint
3. Rev
4. Descript
5. Otter.ai
6. Google Cloud Speech-to-Text
7. Azure Cognitive Services Speech-to-text
AI recommended 7 alternatives but never named Dicklesworthstone/bulk_transcribe_youtube_videos_from_playlist. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What's a good Python tool for fast, accurate local video transcription using GPU acceleration?
you: not recommended
AI recommended (in order):
1. Whisper (OpenAI) (openai/whisper)
2. Faster Whisper (guillaumekln/faster-whisper)
3. NVIDIA NeMo (NVIDIA/NeMo)
4. SpeechRecognition (Uberi/speech_recognition)
5. Vosk (alphacep/vosk-api)
6. Kaldi (kaldi-asr/kaldi)
7. AssemblyAI
AI recommended 7 alternatives but never named Dicklesworthstone/bulk_transcribe_youtube_videos_from_playlist. 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 Dicklesworthstone/bulk_transcribe_youtube_videos_from_playlist?
pass
AI did not name Dicklesworthstone/bulk_transcribe_youtube_videos_from_playlist — 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 Dicklesworthstone/bulk_transcribe_youtube_videos_from_playlist in production, what risks or prerequisites should they evaluate first?
pass
AI named Dicklesworthstone/bulk_transcribe_youtube_videos_from_playlist 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 Dicklesworthstone/bulk_transcribe_youtube_videos_from_playlist solve, and who is the primary audience?
pass
AI did not name Dicklesworthstone/bulk_transcribe_youtube_videos_from_playlist — 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 Dicklesworthstone/bulk_transcribe_youtube_videos_from_playlist. 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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MARKDOWN (README)

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HTML

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