io.github.leekung125Published by GitHub account leekung125v1.2.0Updated Oct 24, 2026
YouTube transcripts (video, channel, search), Google Trends, Google Play and App Store reviews.
Remote MCP server that gives an assistant YouTube transcripts, Google Trends interest data, and App Store and Google Play app reviews.
Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.
Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.
Read https://sourceweft.com/mcp/io.github.leekung125%2Fweb-data-toolkit/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.Add this to your client's mcpServers config.
{
"mcpServers": {
"web-data-toolkit": {
"type": "http",
"url": "https://web-data-toolkit.vercel.app/mcp",
"headers": {
"x-api-key": "<YOUR_API_KEY>"
}
}
}
}Four public-data tools for any MCP client: YouTube transcripts (one video or a whole channel), Google Trends (interest over time, by region, related queries), and Google Play reviews.
Hosted and remote — there is nothing to install, build, or keep running. Point your client at one URL.
Clients that accept only a URL can carry the key in the query string instead:
https://web-data-toolkit.vercel.app/mcp?key=YOUR_KEY
Try it before signing up. Put wdt_demo_public in as the key. It is a shared demo key: rate limited,
and capped at 10 rows per call, but every tool answers and you can see the exact shape of the data before
you decide anything.
Question to transcripts in one call. {"source": "search: cold plunge recovery", "max": 3} searches
YouTube and returns the top results with full transcripts, so an agent does not have to know which creator to
ask first.
Optional arguments are described in each tool's input schema, so your client will show them. Full REST
documentation, an OpenAPI specification and an llms.txt live at
https://web-data-toolkit.vercel.app.
Start with wdt_demo_public. It is shared, rate limited and capped at 10 rows per call, and every tool
answers on it — enough to see the exact shape of the data.
For a personal key with higher limits, open an issue and say roughly what volume you need.
⛔ A RapidAPI subscription (https://rapidapi.com/leetanakung98/api/web-data-toolkit) issues a key for RapidAPI's own gateway. That key authenticates against their endpoint, not this one, so it will not work for MCP. Subscribe there if you want the REST API billed through RapidAPI; come here for MCP.
2025-06-18 (it will also negotiate
2025-03-26 and 2024-11-05). The server is stateless: it issues no session id, and GET returns 405
because there is no server-initiated stream.raw: true on any tool for every field.isError set and the reason in the text,
rather than as a protocol error, so an agent can read and recover from it.This is the whole service, not just a manifest.
Every credential is read from the environment — see .env.example. The upstream token is used
server-side only and never reaches a client. The public demo key is rate-limited and row-capped in
lib/format.js so an open endpoint can't run up a bill.
MIT — see LICENSE. The license covers this repository; the hosted service is a separate offering with its own terms on RapidAPI.
Source: README.md at commit 6a46739
Get the full transcript of one or more YouTube videos as clean text.
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.
rawurlrequiredlangsegmentstranslateToSearch YouTube, or list a channel or playlist, and return every video with its transcript.
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.
maxrawlangsourcerequiredGoogle Trends interest over time, interest by region and related queries.
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.
georawkeywordrequiredrelatedbyRegiontimeframeApp Store customer reviews for an iOS app, by country and sort order.
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).
apprequiredmaxrawsortcountrymaxRatingminRatingGoogle Play reviews for an Android app, by country and language.
Rating, text, author, thumbs-up count, app version and the developer's reply for any Google Play app.
apprequiredmaxrawlangratingcountry100% of the applicable checks met
How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.
{ "mcpServers": { "web-data-toolkit": { "type": "http", "url": "https://web-data-toolkit.vercel.app/mcp", "headers": { "x-api-key": "YOUR_KEY" } } }}api/mcp.js the MCP protocol handler - tool listing and tool callsapi/rest.js the plain REST surface, one handler behind vercel.json rewriteslib/tools.js tool definitions and the upstream calls behind themlib/format.js row shaping, truncation and the per-call output cappublic/ landing page, openapi.json, llms.txt, robotsvercel.json the rewrites that map /mcp and /api/* onto the two handlersserver.json the Model Context Protocol registry manifest