RRepoGEO

REPOGEO REPORT · LITE

zaidmukaddam/youtube-transcripts-machine

Default branch main · commit d9b3ffd7 · scanned 6/7/2026, 10:28:02 PM

GitHub: 507 stars · 66 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 zaidmukaddam/youtube-transcripts-machine, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Add a concise description to the repository's About section

    Why:

    COPY-PASTE FIX
    A web application that automatically extracts timestamped transcripts from any YouTube video URL, providing an interactive, user-friendly interface and export options.
  • highreadme#2
    Reposition the README's opening to emphasize its web application nature

    Why:

    CURRENT
    # YTM (YouTube Transcripts Machine)

[](https://vercel.com/new/clone?repository-url=https%3A%2F%2Fgithub.com%2Fzaidmukaddam%2Fyoutube-transcripts-machine&env=BROWSERBASE_API_KEY,BROWSERBASE_PROJECT_ID,OPENAI_API_KEY&envDescription=Browserbase%20credentials%20%2B%20OpenAI.%20You%20can%20configure%20your%20project%20to%20use%20Anthropic%20or%20a%20custom%20LLMClient%20in%20stagehand.config.ts&project-name=youtube-transcripts-machine&repository-name=youtube-transcripts-machine)

## Overview

YTM (YouTube Transcripts Machine) is a web application that automatically extracts timestamps and transcripts from any YouTube video. It uses browser automation with Stagehand and BrowserBase to navigate to YouTube videos, extract transcript data, and present it in a clean, user-friendly interface.
    COPY-PASTE FIX
    # YTM (YouTube Transcripts Machine)

YTM is a user-friendly web application designed to automatically extract timestamped transcripts from any YouTube video URL. Unlike command-line tools or complex APIs, it provides an interactive interface to view, navigate, and export complete transcripts, making it easy for anyone to get precise time markers.

[](https://vercel.com/new/clone?repository-url=https%3A%2F%2Fgithub.com%2Fzaidmukaddam%2Fyoutube-transcripts-machine&env=BROWSERBASE_API_KEY,BROWSERBASE_PROJECT_ID,OPENAI_API_KEY&envDescription=Browserbase%20credentials%20%2B%20OpenAI.%20You%20can%20configure%20your%20project%20to%20use%20Anthropic%20or%20a%20custom%20LLMClient%20in%20stagehand.config.ts&project-name=youtube-transcripts-machine&repository-name=youtube-transcripts-machine)

## Overview

YTM (YouTube Transcripts Machine) uses browser automation with Stagehand and BrowserBase to navigate to YouTube videos, extract transcript data, and present it in a clean, user-friendly interface.

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 zaidmukaddam/youtube-transcripts-machine
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
YouTube's Built-in Transcript Feature
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. YouTube's Built-in Transcript Feature · recommended 2×
  2. yt-dlp · recommended 2×
  3. AssemblyAI · recommended 1×
  4. Deepgram · recommended 1×
  5. Happy Scribe · recommended 1×
  • CATEGORY QUERY
    How can I automatically extract timestamped transcripts from any YouTube video URL?
    you: not recommended
    AI recommended (in order):
    1. YouTube's Built-in Transcript Feature
    2. yt-dlp
    3. AssemblyAI
    4. Deepgram
    5. Happy Scribe
    6. Trint

    AI recommended 6 alternatives but never named zaidmukaddam/youtube-transcripts-machine. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow exporting YouTube video captions with precise time markers?
    you: not recommended
    AI recommended (in order):
    1. YouTube's Built-in Transcript Feature
    2. DownSub.com
    3. SaveSubs.com
    4. 4K Video Downloader
    5. yt-dlp
    6. Kapwing

    AI recommended 6 alternatives but never named zaidmukaddam/youtube-transcripts-machine. 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 zaidmukaddam/youtube-transcripts-machine?
    pass
    AI did not name zaidmukaddam/youtube-transcripts-machine — 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 zaidmukaddam/youtube-transcripts-machine in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zaidmukaddam/youtube-transcripts-machine 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 zaidmukaddam/youtube-transcripts-machine solve, and who is the primary audience?
    pass
    AI did not name zaidmukaddam/youtube-transcripts-machine — 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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zaidmukaddam/youtube-transcripts-machine — 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