io.github.leekung125/web-data-toolkit

repo:https://github.com/leekung125/web-data-toolkit-mcp

YouTube transcripts (video, channel, search), Google Trends, Google Play and App Store reviews.

transport:: remote
credential class:: self-provisionable
repo:: https://github.com/leekung125/web-data-toolkit-mcp

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Tools

app_store_reviews
Rating, title, text, author, app version and the review date for any iOS App Store app, plus the app's own metadata row (name, seller, price, average rating, rating count).
shallow
google_play_reviews
Rating, text, author, thumbs-up count, app version and the developer's reply for any Google Play app.
shallow
google_trends
For up to five keywords: relative search interest over a timeframe, interest broken down by region, and the top and rising related queries. No browser, straight from the Trends endpoints.
shallow
youtube_channel_transcripts
Enumerates the newest videos of a channel, @handle or playlist and returns each video's metadata and transcript in a single call. Pass "search: your query" instead of a channel to go straight from a question to transcripts without knowing which creator to ask - the top results come back with full transcripts. Useful for building a corpus on a topic or from one creator.
shallow
youtube_transcript
Returns the transcript text for each video plus its language, whether the captions were auto-generated, word count, title and channel. Comma-separate up to 50 video URLs or ids. Videos with no captions come back with a status instead of text.
shallow

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