MCP server: One MCP server.

LeoWorks Korea & AliExpress Data Tools

@illeeMCP server · External

Naver, K-beauty and AliExpress data plus review and comment classifiers as AI agent tools.

Freeno charge per call

One address for any MCP client. Your key stays in your Odel vault.

What it does

  1. Reads
  2. Writes
  3. High impact

Not assessed yet.

What it costs

Free

Odel charges nothing per call. The publisher may charge for its own service.

What it asks for at sign-in

Access toReadChange
Full api accessNot stated: full_api_access

From the sign-in at console-backend.apify.com, as the endpoint publishes it. You approve it there.

Tools

None listed · checked 10 Oct 2026

Odel could not list its tools without signing in.

Try it in the Inspector
README3 min read

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)

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

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

ToolWhat it doesPrice
leoworks--naver-shopping-rank-trackerWhere 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-monitorNaver 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-monitorWhat 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-classifierComplaint 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-monitorK-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-classifierAliExpress 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-scraperAliExpress 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-classifierInstagram, 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-classifierComplaint type, sentiment and purchase motive for Japanese reviews (Rakuten, Amazon.co.jp or any review dataset)$0.50 / 1,000 reviews
leoworks--spanish-review-classifierComplaint 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.

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