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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 2 min ago. It exposes 5 tools. Last commit 30 Sep 2026.

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

Uptime history 49 days of history · worst day 38%
49 days agonow
57.6%
Uptime 24h
53 of 92 checks
5
Tools
read from the server
268 ms
Response time
average over 24h
1
Stars
last commit 30 Sep 2026

What changed 5

Every tool that appeared, vanished or quietly changed what it asks for. Recorded since 22 September 2026. No other catalogue keeps this.

22 Sep 4 tools changed the parameters they ask for google_play_reviews, google_trends, youtube_channel_transcripts and 1 more
22 Sep a tool appeared app_store_reviews

Web Data Toolkit does not always answer

Over the last week it answered 73.6% of our checks. We check every 15 minutes, so you hear about the next outage within the hour — not from your users.

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 2 min ago.

run in your terminal
claude mcp add web-data-toolkit --transport http https://web-data-toolkit.vercel.app/mcp
Settings → Connectors → Add custom connector, then paste this address
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
{
  "servers": {
    "web-data-toolkit": {
      "type": "http",
      "url": "https://web-data-toolkit.vercel.app/mcp"
    }
  }
}

Available tools 5

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.
app
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).

Endpoints

URLTransportStateLatencyChecked
https://web-data-toolkit.vercel.app/mcp streamable-http answering 234 ms 2 min ago

Alternatives to Web Data Toolkit

same job, measured the same way
HasData YouTube
by hasdata

Search YouTube and read video, channel and transcript data as JSON. No Google Cloud project.

155 installs/wk 4 tools answering
App Store + Google Play Data
by thevalkdokk

Live App Store and Google Play data: app details, reviews, search, top charts for 175+ storefronts.

950 installs/wk 5 tools answering
Google data (Trends, YouTube, Ads Transparency, Play)
by ducnhd

Google Trends, YouTube, Ads Transparency and Play reviews over plain HTTP. No API key.

108 installs/wk local only
App Store & Google Trends
by webatola

App Store top charts, keyword search and rank, app details, and Google Trends trending searches.

answering
Google & YouTube Search, Transcripts and Data - FlashData
by flashdata-dev

Google & YouTube data: search, news, images, shopping, places, transcripts, captions and downloads.

answering
Rivioo
by rivioo

Analyse App Store and Google Play reviews in Claude: counts, trends and real quotes for any app.

5 tools answering
App Data
by dataleadspro

App intelligence across Google Play and the App Store: details, reviews, and search in one API.

5 tools answering
AppSkyline App Rankings
by appskyline

Track your apps' keyword rankings, reviews and store listings on App Store, Google Play and more.

16 tools answering

Web Data Toolkit — questions

Answers built from our own checks of this server.

What can Web Data Toolkit do?
It exposes 5 tools, read directly from the server on our last check. Among them: app_store_reviews, 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 53 of 92 checks got a reply (57.6%), average response time 268 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 in the form 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 5 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 268 ms on average, which is faster than 53% 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?
The code is open source: it is published under the MIT licence, written in JavaScript and 1 stars on GitHub. The licence covers the code in the repository, not the hosted service at web-data-toolkit.vercel.app, which runs on its operator's own terms.