LeoWorks Review & Lead Data Tools

Official

by illee

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

io.github.illee/leoworks-data-tools (MCP Server)

This MCP server exposes AI agent tools that provide Naver Shopping ranking data, Korean reviews, K-beauty rankings, and AliExpress data. The server is identified by the slug io-github-illee-leoworks-data-tools and is described as offering these data sources as tools.

🛠️ Key Features

Naver Shopping rank data
Korean reviews
K-beauty rankings
AliExpress data
Tools packaged for AI agent use

🚀 Use Cases

Retrieve Naver Shopping rankings for product or category insights
Access Korean review content for evaluating items
Compare or reference K-beauty rankings
Collect AliExpress-related data for research

⚡ Developer Benefits

Tool-based access to multiple shopping/reviews datasets
Consistent integration via MCP server tooling for agent workflows

⚠️ Limitations

Only the listed data sources are described; additional capabilities are not specified.

Topics

aliexpressapifyecommercek-beautymcpmcp-servernaverclaude-codeclaude-code-plugingoogle-mapskoreanlead-generationreview-classificationsentiment-analysis

README.md4 KBView on GitHub

LeoWorks Korea & AliExpress Data Tools (via Apify MCP)

Ten 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)

code

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

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

code

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

Claude Desktop / Cursor (mcp.json)

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
`leoworks--social-comment-classifier`	Instagram, TikTok, Facebook and YouTube comments from any comment scraper's dataset, labelled purchase intent, question, complaint, request, praise or spam, plus sentiment	$0.50 / 1,000 comments
`leoworks--japanese-review-classifier`	Complaint type, sentiment and purchase motive for Japanese reviews (Rakuten, Amazon.co.jp or any review dataset)	$0.50 / 1,000 reviews
`leoworks--spanish-review-classifier`	Complaint type, sentiment and purchase motive for Spanish reviews (MercadoLibre, AliExpress or any review dataset) — beta	$0.50 / 1,000 reviews

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, Amorepacific, Rakuten, MercadoLibre, Meta, TikTok or YouTube. Names are used only to describe data sources.

Install

Remote endpoint

Streamable HTTP

Hosted server - connect over the network, no local install.

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,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

Add to VS Code Add to Cursor

claude_desktop_config.json