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Web Data Toolkit MCP Server

by leekung125 Your server? Claim it
answering

Web Data Toolkit is answering right now. Last checked 15 min ago. It exposes 4 tools. Last commit 17 Sep 2026.

Search YouTube or a channel for transcripts, Google Trends, and Google Play reviews.

Uptime history 4 days of history
4 days agonow
100.0%
Uptime 24h
91 of 91 checks
4
Tools
read from the server
273 ms
Response time
average over 24h
1
Stars
last commit 17 Sep 2026

Nothing serious here today

Today is the operative word: we check Web Data Toolkit every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.

Three servers free · no card

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 15 min ago.

run in your terminal
claude mcp add web-data-toolkit --transport http https://web-data-toolkit.vercel.app/mcp
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "web-data-toolkit": {
      "url": "https://web-data-toolkit.vercel.app/mcp"
    }
  }
}
~/.codex/config.toml
[mcp_servers.web-data-toolkit]
url = "https://web-data-toolkit.vercel.app/mcp"
.cursor/mcp.json
{
  "mcpServers": {
    "web-data-toolkit": {
      "url": "https://web-data-toolkit.vercel.app/mcp"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "web-data-toolkit": {
      "url": "https://web-data-toolkit.vercel.app/mcp"
    }
  }
}

Available tools 4

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

google
google_play_reviews
Rating, text, author, thumbs-up count, app version and the developer's reply for any Google Play app.
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.
youtube
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.
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.

Endpoints

URLTransportStateLatencyChecked
https://web-data-toolkit.vercel.app/mcp streamable-http answering 208 ms 15 min ago

Alternatives to Web Data Toolkit

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Tubescout
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YouTube as a research engine: keyless search, video intel, resilient transcripts, demand signals.

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Google News
by b77

Search and read the latest news in chat.

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Google Search Console
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Search rankings, clicks, and indexing for your site — in chat.

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RoughSketch
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Search, read, preview, create, update, rename, arrange and trash sketches in your Google Drive.

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Web Data Toolkit — questions

Answers built from our own checks of this server.

What can Web Data Toolkit do?
It exposes 4 tools, read directly from the server on our last check. Among them: google_play_reviews, google_trends, youtube_channel_transcripts, youtube_transcript. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →
What is Web Data Toolkit mostly used for?
Its tools cluster around google and youtube. That is what this server is built to work with — the grouping comes from the actual tool names, not from a category we assigned.
Is Web Data Toolkit working right now?
We send a real MCP handshake every 15 minutes. Over the last 24 hours 91 of 91 checks got a reply (100.0%), average response time 273 ms. The bar chart above shows every period we have measured.
How do I connect Web Data Toolkit?
Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.
Does Web Data Toolkit need an API key?
No. Web Data Toolkit completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 4 of them are readable on this page. This is what we observed, not what the docs claim.
How fast is Web Data Toolkit?
It answers our handshake in 273 ms on average, which is faster than 54% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.
Is Web Data Toolkit open source?
Yes — it is published under the MIT licence, written in JavaScript and 1 stars on GitHub. The source link is on this page, so you can read exactly what it does with your data before you connect it.