Web Data Toolkit is an MCP server with 5 tools an agent can call, among them app_store_reviews, google_play_reviews, google_trends. It answers at https://web-data-toolkit.vercel.app/mcp over streamable HTTP, and it listed its tools to an anonymous client, so no sign-in was needed for that. Our probes reached it 4 of 4 times since 14 September 2026; the last check, on 18 October 2026, succeeded.
YouTube transcripts (video, channel, search), Google Trends, Google Play and App Store reviews.
Description as the publisher wrote it.
| Tool | What it does |
|---|---|
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). Inputs: app, country, sort, max, minRating, maxRating |
google_play_reviews | Rating, text, author, thumbs-up count, app version and the developer's reply for any Google Play app. Inputs: app, country, lang, max, rating, raw |
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. Inputs: keyword, geo, timeframe, byRegion, related, raw |
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 w Inputs: source, max, lang, raw |
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 tex Inputs: url, lang, translateTo, segments, raw |
Every block below points at https://web-data-toolkit.vercel.app/mcp. Pick your client and copy.
claude mcp add --transport http web-data-toolkit https://web-data-toolkit.vercel.app/mcp
{
"mcpServers": {
"web-data-toolkit": {
"command": "npx",
"args": ["-y", "mcp-remote", "https://web-data-toolkit.vercel.app/mcp"]
}
}
}{
"mcpServers": {
"web-data-toolkit": {
"url": "https://web-data-toolkit.vercel.app/mcp"
}
}
}{
"servers": {
"web-data-toolkit": {
"type": "http",
"url": "https://web-data-toolkit.vercel.app/mcp"
}
}
}{
"context_servers": {
"web-data-toolkit": {
"url": "https://web-data-toolkit.vercel.app/mcp"
}
}
}{
"mcpServers": {
"web-data-toolkit": {
"serverUrl": "https://web-data-toolkit.vercel.app/mcp"
}
}
}{
"mcpServers": {
"web-data-toolkit": {
"url": "https://web-data-toolkit.vercel.app/mcp"
}
}
}name: Web Data Toolkit
version: 0.0.1
schema: v1
mcpServers:
- name: Web Data Toolkit
type: streamable-http
url: https://web-data-toolkit.vercel.app/mcp{
"mcpServers": {
"web-data-toolkit": {
"httpUrl": "https://web-data-toolkit.vercel.app/mcp"
}
}
}{
"mcpServers": {
"web-data-toolkit": {
"type": "http",
"url": "https://web-data-toolkit.vercel.app/mcp"
}
}
}{
"mcpServers": {
"web-data-toolkit": {
"url": "https://web-data-toolkit.vercel.app/mcp"
}
}
}goose://extension?url=https%3A%2F%2Fweb-data-toolkit.vercel.app%2Fmcp&type=streamable_http&id=web-data-toolkit&name=Web%20Data%20Toolkit
It answered our last check on 18 October 2026 in 229 ms. Over 4 checks since 14 September 2026 it answered 4. Status here comes from Neuronto's own probes, not from the publisher.
5, as returned by the server's own tools/list on 24 September 2026: app_store_reviews, google_play_reviews, google_trends, youtube_channel_transcripts, youtube_transcript.
It answered our last check on 18 October 2026 in 229 ms. Over 4 checks since 14 September 2026 it answered 4.
Put the server under mcpServers in ~/.cursor/mcp.json with the URL https://web-data-toolkit.vercel.app/mcp. The exact JSON is above, with the same setup for Claude Code, Claude Desktop, VS Code, Windsurf, Zed, Gemini CLI and the rest.
It listed its tools to an anonymous client, so reading the tool list needs no key. Individual tools can still ask for credentials in their own inputs.
Publisher: io.github.leekung125. Endpoint host: web-data-toolkit.vercel.app. ARD identifier: urn:air:io.github.leekung125:mcp:web-data-toolkit.
First indexed 14 September 2026. The tools are exactly what the server returned; nothing on this page
is inferred from its name. Ranking in Neuronto search is never for sale.