LeoWorks Korea & AliExpress Data Tools

What LeoWorks Korea & AliExpress Data Tools MCP server does

The LeoWorks Korea & AliExpress Data Tools MCP server makes ten Apify actors available as MCP tools. It targets Korean and cross-border E-Commerce research, with sources and datasets that include Naver Shopping, Naver Blog, Naver AI briefing results, Olive Young Global, Amore Mall, AliExpress, and social comment exports.

The Naver tools can check product, store, or URL positions for Korean keywords; find brand-related Naver Blog posts and classify sponsorship status with evidence; and inspect Naver AI briefing answers, cited sources, and brand or competitor mentions. K-beauty monitoring combines bestseller rank changes with review complaint labels.

Several tools classify supplied datasets rather than scrape them. Korean, Japanese, and Spanish review classifiers identify complaint types, sentiment, and purchase motives. The social comment classifier accepts data from a comment scraper and labels purchase intent, questions, complaints, requests, praise, spam, and sentiment. The AliExpress review tool can translate reviews into English and return stars, country, SKU, and photo information, with optional complaint and sentiment labels.

How it works

The repository does not contain an MCP server implementation. Instead, it documents a preconfigured streamable HTTP URL hosted by Apify's official MCP server. The URL selects the ten LeoWorks actors through its tools query parameter. You can remove actors from that parameter when an agent only needs a subset.

An MCP client sends a tool call to the endpoint. Apify runs the corresponding actor using the connected account and returns its output. Calls are billed per result according to each actor's price; Apify's stated free monthly credit can cover small tests. The actors' individual Apify pages contain the detailed output fields and limits.

Setup and configuration

Use the documented Apify MCP URL as a streamable HTTP server in an MCP-compatible client. Authentication can use an Authorization: Bearer <APIFY_TOKEN> header, with the token created in Apify Console under Settings and API & Integrations. The documentation also supports leaving out that header and signing in through OAuth.

Claude Code can register the endpoint with claude mcp add --transport http, while Claude Desktop and Cursor can configure it in mcp.json with the URL and authorization header. Keep the requested actor names in the URL's tools parameter limited to the capabilities you need.

Tools and capabilities

• Track Naver Shopping positions and keyword rank checks.
• Monitor Naver Blog brand posts, sponsorship evidence, sentiment, and mentions.
• Capture Naver AI briefing answers and cited sources.
• Analyze Korean, Japanese, Spanish, and AliExpress review datasets.
• Monitor K-beauty rankings and associated review complaints.
• Scrape AliExpress search results, including rank, price, sales, rating, and ad status.
• Classify comments from Instagram, TikTok, Facebook, and YouTube datasets.

Limitations and notes

The review classifiers that accept datasets do not perform the source scraping themselves. Their inputs must come from a supplied review or comment dataset, where applicable. The Spanish review classifier is marked beta. Usage costs vary by actor and may include separate charges for classifications, judgments, briefings, or rank checks.

The tools are independent of the named marketplaces, social platforms, and brands. The documentation says their names describe data sources and do not indicate affiliation with those services.