mcpbeat Sign in

LeoWorks Review & Lead Data Tools MCP Server

answering

LeoWorks Review & Lead Data Tools is answering right now. Last checked moments ago. Last commit 15 Oct 2026.

Review classifiers & lead data for Google Maps, Naver and AliExpress — via Apify MCP

Uptime history 10 days of history · worst day 99%
10 days agonow
100.0%
Uptime 24h
249 of 249 checks
—
Tools
hidden behind auth
365 ms
Response time
average over 24h
0
Stars
last commit 15 Oct 2026

LeoWorks Review & Lead Data Tools missed 3 checks this week

Everything else answered, so this is steady rather than shaky. We check every 15 minutes, which is how a one-off gets told apart from the start of a pattern, and how you hear about the next one within the hour instead of 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 0 min ago.

run in your terminal
claude mcp add leoworks-data-tools --transport http https://mcp.apify.com/?tools=leoworks/naver-shopping-rank-tracker,leoworks/naver-blog-brand-monitor,leoworks/naver-ai-briefing-monitor,leoworks/korean-review-classifier,leoworks/kbeauty-ranking-review-monitor,leoworks/aliexpress-reviews-classifier,leoworks/aliexpress-search-scraper
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "leoworks-data-tools": {
      "url": "https://mcp.apify.com/?tools=leoworks/naver-shopping-rank-tracker,leoworks/naver-blog-brand-monitor,leoworks/naver-ai-briefing-monitor,leoworks/korean-review-classifier,leoworks/kbeauty-ranking-review-monitor,leoworks/aliexpress-reviews-classifier,leoworks/aliexpress-search-scraper"
    }
  }
}
~/.codex/config.toml
[mcp_servers.leoworks-data-tools]
url = "https://mcp.apify.com/?tools=leoworks/naver-shopping-rank-tracker,leoworks/naver-blog-brand-monitor,leoworks/naver-ai-briefing-monitor,leoworks/korean-review-classifier,leoworks/kbeauty-ranking-review-monitor,leoworks/aliexpress-reviews-classifier,leoworks/aliexpress-search-scraper"
.cursor/mcp.json
{
  "mcpServers": {
    "leoworks-data-tools": {
      "url": "https://mcp.apify.com/?tools=leoworks/naver-shopping-rank-tracker,leoworks/naver-blog-brand-monitor,leoworks/naver-ai-briefing-monitor,leoworks/korean-review-classifier,leoworks/kbeauty-ranking-review-monitor,leoworks/aliexpress-reviews-classifier,leoworks/aliexpress-search-scraper"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "leoworks-data-tools": {
      "url": "https://mcp.apify.com/?tools=leoworks/naver-shopping-rank-tracker,leoworks/naver-blog-brand-monitor,leoworks/naver-ai-briefing-monitor,leoworks/korean-review-classifier,leoworks/kbeauty-ranking-review-monitor,leoworks/aliexpress-reviews-classifier,leoworks/aliexpress-search-scraper"
    }
  }
}

This endpoint answered with an authorization challenge. The server is running, but you need an API key from its owner to call it.

This server publishes 2 more addresses. The block above uses the one we reach during checks; the full list is under Endpoints below, and the author may intend a particular one for your client.

Endpoints

URLTransportStateLatencyChecked
https://mcp.apify.com/?tools=leoworks/naver-shopping-rank-tracker,leoworks/naver-blog-brand-monitor,leoworks/naver-ai-briefing-monitor,leoworks/korean-review-classifier,leoworks/kbeauty-ranking-review-monitor,leoworks/aliexpress-reviews-classifier,leoworks/aliexpress-search-scraper streamable-http needs key 396 ms 0 min ago
https://mcp.apify.com/?tools=leoworks/naver-shopping-rank-tracker,leoworks/naver-blog-brand-monitor,leoworks/naver-ai-briefing-monitor,leoworks/korean-review-classifier,leoworks/kbeauty-ranking-review-monitor,leoworks/aliexpress-reviews-classifier,leoworks/aliexpress-search-scraper,leoworks/social-comment-classifier,leoworks/japanese-review-classifier,leoworks/spanish-review-classifier streamable-http needs key 360 ms 0 min ago
https://mcp.apify.com/?tools=leoworks/naver-shopping-rank-tracker,leoworks/naver-blog-brand-monitor,leoworks/naver-ai-briefing-monitor,leoworks/korean-review-classifier,leoworks/kbeauty-ranking-review-monitor,leoworks/aliexpress-reviews-classifier,leoworks/aliexpress-search-scraper,leoworks/social-comment-classifier,leoworks/japanese-review-classifier,leoworks/spanish-review-classifier,leoworks/google-maps-review-classifier,leoworks/google-maps-lead-qualifier,leoworks/amazon-review-classifier,leoworks/job-posting-classifier,leoworks/company-website-classifier streamable-http needs key 377 ms 0 min ago

Alternatives to LeoWorks Review & Lead Data Tools

same job, measured the same way
Google Maps Scraper
by gmapsextractor

Live Google Maps business search, review, and photo data for AI agents over MCP.

answering
GMaps Lead Finder
by gmapsleadfinder

Scrape Google Maps business leads, reviews, and photos via hosted Remote MCP.

10 tools answering
Google Maps Email Cleaner & Lead Verifier
by ranovam

Clean, dedupe and verify Google Maps leads from any scraper.

answering
Google AI Overview
by johnisanerd

Google AI Overview answers and cited sources via the Apify Google AI Overview API, hosted MCP.

answering
Maps Leads Server
by admosolutionsgo-star

Google Maps business leads via Apify: name, phone, website, rating.

answering
Serpapi Hotels
by pulsemcp

MCP server for searching Google Hotels via SerpAPI — hotel search, pricing, ratings, and reviews.

32 installs/wk local only
Google Hotels
by johnisanerd

Google Hotels prices, ratings, reviews, and photos via an Apify Actor, hosted MCP.

answering
MCP Serp
by acedatacloud

MCP server for Google search results via SERP API

1 833 installs/wk answering

LeoWorks Review & Lead Data Tools — questions

Answers built from our own checks of this server.

Why is there no tool list for LeoWorks Review & Lead Data Tools?
The server answered our handshake with an authorization challenge, so it is running — but it will not describe its tools to an anonymous client. To see them you need to connect with your own credentials. We record it as alive, not as broken: 100.0% of checks in the last 24 hours got a reply.
Is LeoWorks Review & Lead Data Tools working right now?
We send a real MCP handshake every 15 minutes. Over the last 24 hours 249 of 249 checks got a reply (100.0%), average response time 365 ms. The bar chart above shows every period we have measured.
How do I connect LeoWorks Review & Lead Data Tools?
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. You will need your own key: it refuses anonymous clients.
Does LeoWorks Review & Lead Data Tools need an API key?
Yes. Every time we knock, LeoWorks Review & Lead Data Tools answers with an authorization challenge instead of its tool list — that is how we know it is running and gated rather than broken. Bring your own credentials and it will talk.
How fast is LeoWorks Review & Lead Data Tools?
It answers our handshake in 365 ms on average, which is faster than 35% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.
Is LeoWorks Review & Lead Data Tools open source?
We cannot say either way: 0 stars on GitHub, but we could not determine the licence, and without one the code is not open source by default.