REPOGEO REPORT · LITE

m1guelpf/yt-whisper

Default branch main · commit 0190e7e3 · scanned 5/14/2026, 6:17:44 AM

GitHub: 1,440 stars · 146 forks

AI VISIBILITY SCORE

35 /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

3 / 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 m1guelpf/yt-whisper, 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 H1 to specify category and tech stack
Why:
CURRENT
```
# Automatic YouTube subtitle generation
```
COPY-PASTE FIX
```
# yt-whisper: Automatic YouTube Subtitle Generation CLI (Whisper & yt-dlp)
```
mediumabout#2
Add a homepage URL to the repository's About section
Why:
COPY-PASTE FIX
```
https://github.com/m1guelpf/yt-whisper
```

mediumtopics#3

Add 'cli' and 'python-cli' to repository topics

Why:

CURRENT

ffmpeg, openai, openai-whisper, subtitles, subtitles-generated, transcribe, whisper, youtube, youtube-dl

COPY-PASTE FIX

ffmpeg, openai, openai-whisper, subtitles, subtitles-generated, transcribe, whisper, youtube, youtube-dl, cli, python-cli

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 m1guelpf/yt-whisper

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×
Rev · recommended 1×
Trint · recommended 1×
Descript · recommended 1×
VEED.IO · recommended 1×

CATEGORY QUERY
Need a tool to automatically generate high-quality subtitles for online video content.
you: not recommended
AI recommended (in order):
1. Happy Scribe
2. Rev
3. Trint
4. Descript
5. VEED.IO
6. Kapwing
AI recommended 6 alternatives but never named m1guelpf/yt-whisper. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a Python library to transcribe YouTube video audio into subtitle files.
you: not recommended
AI recommended (in order):
1. youtube-dl
2. yt-dlp
3. Whisper
4. AssemblyAI Python SDK
5. Google Cloud Speech-to-Text API
6. DeepSpeech
7. pocketsphinx
AI recommended 7 alternatives but never named m1guelpf/yt-whisper. 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 m1guelpf/yt-whisper?
pass
AI named m1guelpf/yt-whisper explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts m1guelpf/yt-whisper in production, what risks or prerequisites should they evaluate first?
pass
AI named m1guelpf/yt-whisper 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 m1guelpf/yt-whisper solve, and who is the primary audience?
pass
AI named m1guelpf/yt-whisper explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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MARKDOWN (README)

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m1guelpf/yt-whisper — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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