Web Data Toolkit

Web Data Toolkit — MCP server

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.

{

"mcpServers": { "web-data-toolkit": { "type": "http", "url": "https://web-data-toolkit.vercel.app/mcp", "headers": { "x-api-key": "YOUR_KEY" } } } }

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.

Tools

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](https://web-data-toolkit.vercel.app).

Getting a key

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](https://github.com/leekung125/web-data-toolkit-mcp/issues/new) 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.

How it behaves

• Transport: JSON-RPC 2.0 over Streamable HTTP, protocol 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.
• Latency: every call is a live fetch from the source, not a cache. Measured 2026-09-14, one call each: a YouTube transcript in 3.7s, Google Play reviews in 3.8s, a Google Trends keyword in 8.6s, and a whole channel of 25 videos with every transcript in 29.8s; the slowest single call that day was 21s. Set your client timeout to at least 60 seconds.
• Built for a context window: results come back as a reading, not a dump. One Google Trends keyword is 146 rows and about 37,000 characters of JSON; the MCP answer is around 1,200 characters and says where interest sits against the window, the top regions, and the top and rising related queries. Reviews come back as a star distribution plus one line each; transcripts as title, channel, language and text. Pass raw: true on any tool for every field.
• Large results: a tool result is truncated at 120,000 characters and says so in its first line, so a whole channel cannot silently blow up a context window. Narrow the request for the rest.
• Errors: a failed call comes back as an MCP tool result with isError set and the reason in the text, rather than as a protocol error, so an agent can read and recover from it.

Honest limits

• Public data only. Nothing behind a login, and no personal data beyond the public author name a platform already displays on a review.
• Transcripts are whatever the platform publishes. Auto-generated captions carry the errors the machine made, and the response tells you which kind you received.
• Google Trends values are relative interest as Google reports them. They are not search volumes.
• There is no published uptime figure, because there is not yet enough history to state one honestly.

What's in this repo

This is the whole service, not just a manifest.

api/mcp.js        the MCP protocol handler - tool listing and tool calls

api/rest.js the plain REST surface, one handler behind vercel.json rewrites lib/tools.js tool definitions and the upstream calls behind them lib/format.js row shaping, truncation and the per-call output cap public/ landing page, openapi.json, llms.txt, robots vercel.json the rewrites that map /mcp and /api/* onto the two handlers server.json the Model Context Protocol registry 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.

License

MIT — see LICENSE. The license covers this repository; the hosted service is a separate offering with its own terms on RapidAPI.