LeoWorks Korea & AliExpress Data Tools (via Apify MCP)

MCP serverAI & models

Naver Shopping rank, Korean reviews, K-beauty rankings and AliExpress data as AI agent tools.

Use LeoWorks Korea & AliExpress Data Tools (via Apify MCP) in Claude, ChatGPT or Ahel Desktop

Free. Sign in, add LeoWorks Korea & AliExpress Data Tools (via Apify MCP) and connect your AI. About a minute.

Claude ChatGPT Ahel Desktop

Also: Claude Code · Cursor · Codex

Then ask your AI: use LeoWorks Korea & AliExpress Data Tools (via Apify MCP)

Needs your own account with this service. Keys stay in your vault.

Details

Available today. Use it from your connected AI after setup.

Add Ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

LeoWorks Korea & AliExpress Data Tools (via Apify MCP)Start free

Install LeoWorks Korea & AliExpress Data Tools (via Apify MCP)

The server’s own address, for the clients that take one directly. Or connect Ahel once and every client you use reads it from one address, with the account kept on Ahel rather than in each client’s config.

Claude Code
claude mcp add --transport http --scope user leoworks-korea-aliexpress-data-t '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'
Run it once in your project, then open /mcp to approve any sign-in the server asks for.
Claude Desktop
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
Add a custom connector in Settings, paste this address, and approve the sign-in.
Cursor
cursor://anysphere.cursor-deeplink/mcp/install?name=leoworks-korea-aliexpress-data-t&config=eyJ1cmwiOiJodHRwczovL21jcC5hcGlmeS5jb20vP3Rvb2xzPWxlb3dvcmtzL25hdmVyLXNob3BwaW5nLXJhbmstdHJhY2tlcixsZW93b3Jrcy9uYXZlci1ibG9nLWJyYW5kLW1vbml0b3IsbGVvd29ya3MvbmF2ZXItYWktYnJpZWZpbmctbW9uaXRvcixsZW93b3Jrcy9rb3JlYW4tcmV2aWV3LWNsYXNzaWZpZXIsbGVvd29ya3Mva2JlYXV0eS1yYW5raW5nLXJldmlldy1tb25pdG9yLGxlb3dvcmtzL2FsaWV4cHJlc3MtcmV2aWV3cy1jbGFzc2lmaWVyLGxlb3dvcmtzL2FsaWV4cHJlc3Mtc2VhcmNoLXNjcmFwZXIifQ==
Open the link and Cursor adds the server at that address.
ChatGPT
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
In Settings, enable Developer mode, create an MCP app, and paste this address. Your plan and workspace must allow custom apps.
Codex
codex mcp add leoworks-korea-aliexpress-data-t --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'
Run it once, then sign in with codex mcp login leoworks-korea-aliexpress-data-t if the server asks for an account.

From the project's README

As published by illee/leoworks-data-tools-mcp in README.md.

Seven Apify actors for Korean and cross-border e-commerce data, exposed as tools through the official Apify MCP server (hosted by Apify). This repository holds no server code — it only describes a preconfigured server URL so MCP directories can list it.

Ask your agent things like "Where does 브리츠 공식몰 rank for 무선이어폰 on Naver Shopping?" or "What do buyers complain about in this AliExpress listing?" and it runs the right actor and reads the results. Each call runs on your Apify account and is billed per result at the actor's price; Apify's free $5 monthly credit covers small tests.

Server URL (streamable 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

Auth: Authorization: Bearer <APIFY_TOKEN> (Apify Console → Settings → API & Integrations), or leave the header out to sign in with OAuth. Keep only the tools you need in ?tools=.

Claude Code

claude mcp add --transport http apify "<server URL>" --header "Authorization: Bearer YOUR_APIFY_TOKEN"

Claude Desktop / Cursor (mcp.json)

{ "mcpServers": { "apify": { "url": "<server URL>", "headers": { "Authorization": "Bearer YOUR_APIFY_TOKEN" } } } }

Tools

Tool	What it does	Price
`leoworks--naver-shopping-rank-tracker`	Where a product, URL or store ranks in Naver Shopping for Korean keywords, daily, no login	$3 / 1,000 keyword checks (+$0.50 / 1,000 competitor rows)
`leoworks--naver-blog-brand-monitor`	Naver Blog posts about a brand, each labelled sponsored vs self-paid with evidence, sentiment, brand mentions	$4 / 1,000 posts + $1 / 1,000 judgments
`leoworks--naver-ai-briefing-monitor`	What Naver's AI briefing answers for a keyword, which sources it cites, and whether your brand and rivals are mentioned or recommended	$3 / 1,000 queries + $12 / 1,000 briefings captured
`leoworks--korean-review-classifier`	Complaint type, sentiment and purchase motive for any Korean review dataset (Coupang, Olive Young, Naver) — no scraping, no prompts	$0.50 / 1,000 reviews
`leoworks--kbeauty-ranking-review-monitor`	K-beauty bestseller rankings (Olive Young Global, Amore Mall) with rank changes, plus reviews with complaint labels	$2 / 1,000 ranking rows · $1 / 1,000 reviews · $0.50 / 1,000 classifications
`leoworks--aliexpress-reviews-classifier`	AliExpress product reviews with English translation, stars, country, SKU, photos, and optional complaint/sentiment labels	$1.50 / 1,000 reviews + $0.50 / 1,000 classifications
`leoworks--aliexpress-search-scraper`	AliExpress search results per keyword (rank, price, sold count, rating, ads flagged) and your products' keyword rank over time	$2 / 1,000 results · $3 / 1,000 rank checks

Full details, output fields and limits: each actor's page at apify.com/leoworks · overview: leoworks.kr/tools.

Independent tools — not affiliated with NAVER, AliExpress/Alibaba, Olive Young or Amorepacific. Names are used only to describe data sources.

Signals

Last commit: Oct 2026

Advanced

Delivery: leoworks-data-tools MCP server → your Ahel connector (mcp.ahel.ai) → your AI.
Item type: mcp-server
Key: io-github-illee-leoworks-data-tools
Source: github.com/illee/leoworks-data-tools-mcp
Hosted endpoint: 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

github.com/illee/leoworks-data-tools-mcp

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