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URL: https://apify.com/george.the.developer/youtube-transcript-scraper

โ‡ฑ YouTube Transcript Scraper MCP | Captions, RAG ยท Apify


๐Ÿ‘ YouTube Transcript & Subtitles Scraper - No API Key Required avatar

YouTube Transcript & Subtitles Scraper - No API Key Required

Pricing

Pay per event

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YouTube Transcript & Subtitles Scraper - No API Key Required

Extract YouTube transcripts, subtitles, captions, timestamps, and metadata in bulk for RAG, LLM datasets, content repurposing, and video SEO. No API key needed.

Pricing

Pay per event

Rating

0.0

(0)

Developer

๐Ÿ‘ George Kioko

George Kioko

Maintained by Community

Actor stats

1

Bookmarked

366

Total users

72

Monthly active users

50 days

Issues response

2 days ago

Last modified

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YouTube Transcript & Subtitles Scraper

What does it do?

The YouTube Transcript Scraper extracts transcripts, subtitles, captions, timestamps, and metadata from YouTube videos in bulk -- no API key or YouTube Data API quota required. It supports auto-generated captions, manually uploaded subtitles, playlists, channels, Shorts, and language fallback, so you can turn video libraries into RAG data, LLM datasets, searchable archives, or content repurposing workflows.

Live Store proof as of 2026-06-17: 358 total users, 4,201 total runs, 77 users in the last 30 days, and 99%+ recent public-run success.

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How it works

flowchart LR
A[Video, playlist,<br/>channel, Shorts URL] --> B[Normalize URL<br/>and discover videos]
B --> C[Fetch transcript tracks<br/>manual or auto captions]
C --> D{Preferred language<br/>available?}
D -- yes --> E[Extract selected<br/>language transcript]
D -- no --> F[Fallback to best<br/>available captions]
E --> G[Format output<br/>full text, segments, or both]
F --> G
G --> H[Attach metadata<br/>title, channel, views,<br/>duration, thumbnail]
H --> I[Dataset export<br/>JSON, CSV, Excel, API]

AI and content pipeline

flowchart TD
YT[YouTube videos] --> TR[Transcript extraction]
TR --> CLEAN[Clean text + timestamps]
CLEAN --> RAG[RAG / vector database]
CLEAN --> SEO[Video SEO analysis]
CLEAN --> REP[Blog posts, newsletters,<br/>show notes, clips]
RAG --> APP[Chatbot or research assistant]
SEO --> PLAN[Keyword and topic gaps]
REP --> CMS[CMS / social scheduler]

What data does it extract?

  • Full transcript text -- complete spoken content of the video as plain text
  • Timed segments -- individual caption segments with start time, end time, and duration
  • Video title -- the title of the YouTube video
  • Channel name -- the channel that published the video
  • Video URL -- direct link to the source video
  • View count -- total number of views
  • Upload date -- when the video was published
  • Video duration -- total length of the video
  • Language -- detected or selected transcript language
  • Thumbnail URL -- video thumbnail image
  • Description -- video description text

Use cases

  1. RAG and LLM fine-tuning -- Extract transcripts from hundreds of educational or domain-specific YouTube videos to build a knowledge base for retrieval-augmented generation (RAG). Use the structured text to fine-tune language models on specialized topics like finance, medicine, or engineering.

  2. Content repurposing at scale -- Convert YouTube video content into blog posts, social media threads, newsletters, or podcast show notes. Marketing teams use this to transform a single video into 10+ pieces of written content across platforms.

  3. Video SEO and competitor analysis -- Analyze the spoken content of top-ranking YouTube videos in your niche. Identify keyword patterns, topic coverage, and content gaps to optimize your own video scripts and descriptions for better search rankings.

  4. Podcast and webinar archives -- Convert long-form interviews, product demos, webinars, and event recordings into timestamped searchable text.

  5. Creator research and clipping workflows -- Pull transcripts from competitor channels, find recurring hooks, and send timestamped sections to editors or AI agents.

How to use

  1. Navigate to the YouTube Transcript Scraper on Apify Store and click "Try for free."
  2. In the URLs field, paste YouTube video URLs, playlist URLs, channel URLs, or raw video IDs. You can mix and match formats.
  3. Select your preferred Language (default: English). The scraper will fall back to available languages if your preference is not available.
  4. Choose an Output Format: full-text (plain text block), segments (timestamped chunks), or both.
  5. Toggle Include Timestamps and Include Metadata as needed.
  6. Click Start. Transcripts are extracted and saved to the Dataset tab.
  7. Export results in JSON, CSV, or Excel, or integrate via API for automated pipelines.

Input parameters

ParameterTypeRequiredDescription
urlsArrayYesYouTube video URLs, playlist URLs, channel URLs, or video IDs
languageStringNoPreferred transcript language code (default: en)
outputFormatEnumNofull-text, segments, or both (default: both)
includeTimestampsBooleanNoInclude start/end times for each segment (default: true)
maxVideosIntegerNoMaximum videos to process, up to 5,000 (default: 50)
includeMetadataBooleanNoInclude video title, channel, views, etc. (default: true)
maxConcurrencyIntegerNoConcurrent requests, 1-20 (default: 5)
proxyConfigurationObjectNoApify Proxy country routing only. The actor always uses BUYPROXIES94952; custom proxy URLs and alternate groups are ignored

Output example

{
"videoUrl":"https://www.youtube.com/watch?v=dQw4w9WgXcQ",
"title":"How to Build a RAG Pipeline in 2026",
"channel":"AI Engineering Academy",
"viewCount":245000,
"uploadDate":"2026-02-15",
"duration":"14:32",
"language":"en",
"fullText":"Welcome to this tutorial on building a retrieval-augmented generation pipeline. Today we'll cover vector databases, embedding models, and...",
"segments":[
{
"text":"Welcome to this tutorial on building a retrieval-augmented generation pipeline.",
"start":0.0,
"end":4.2,
"duration":4.2
},
{
"text":"Today we'll cover vector databases, embedding models, and chunking strategies.",
"start":4.2,
"end":8.8,
"duration":4.6
}
],
"thumbnailUrl":"https://i.ytimg.com/vi/dQw4w9WgXcQ/maxresdefault.jpg"
}

Pricing

  • Start event: $0.005 per run
  • Per transcript: $0.004 per video transcript extracted

Approximate cost: $4 per 1,000 transcripts. No API key, no YouTube Data API quota, and no monthly subscription -- pay only for successful extractions.

Competitor demand signal

Live Apify Store search results on 2026-06-17 show heavy demand for YouTube transcript extraction. The largest transcript-specific actors already have thousands of monthly users, which means the search category is proven and worth competing in.

Actor30-day usersTotal usersTotal runs
pintostudio/youtube-transcript-scraper2,56618,3804,084,628
starvibe/youtube-video-transcript1,6805,6152,687,025
karamelo/youtube-transcripts9306,697719,577
topaz_sharingan/Youtube-Transcript-Scraper-15447,082853,221
scrape-creators/best-youtube-transcripts-scraper2131,661488,673
george.the.developer/youtube-transcript-scraper773584,201

The gap is not demand. The gap is Store visibility, proof, and conversion copy. This listing is tuned for search phrases buyers actually use: YouTube transcript scraper, YouTube transcript API, YouTube subtitles scraper, YouTube captions extractor, RAG dataset, and no API key.

FAQ

Q: Do I need a YouTube Data API key? A: No. This scraper works without any API key or Google account. It extracts transcripts directly, bypassing YouTube API quotas entirely.

Q: Does it work with auto-generated captions? A: Yes. The scraper handles both manually uploaded subtitles and YouTube's auto-generated captions in any language.

Q: Can I scrape entire playlists or channels? A: Yes. Pass a playlist URL or channel URL and the scraper will automatically discover and process all videos, up to your configured maxVideos limit.

Q: What languages are supported? A: All languages that YouTube provides transcripts for are supported. Set your preferred language code and the scraper will use it if available, or fall back to the best available alternative.

Q: How do I handle geo-restricted videos? A: Use the proxyConfiguration.countryCode parameter to route requests through Apify Proxy in the appropriate country. The actor always enforces the BUYPROXIES94952 proxy group for reliability.

Q: Can I use this for LLM training data? A: Yes. The full-text output format is ideal for LLM fine-tuning datasets. Process up to 5,000 videos per run to build large-scale training corpora.

Why choose this over alternatives?

  • No API key needed -- Zero setup friction. No Google Cloud project, no API quota limits, no OAuth tokens.
  • Massive scale -- Process up to 5,000 videos per run with configurable concurrency up to 20 parallel requests.
  • Multiple input formats -- Videos, playlists, channels, Shorts, and raw video IDs all accepted in a single run.
  • LLM-ready output -- Full-text and segmented formats designed for direct ingestion into RAG pipelines and fine-tuning workflows.
  • 99%+ recent success rate -- Proven across 4,201 total runs, 358 users, and 77 users in the last 30 days.
  • Auto-generated caption support -- Works even when video creators haven't uploaded manual subtitles.

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