LeoWorks Review & Lead Data Tools

LeoWorks Review & Lead Data Tools (via Apify MCP)

Seventeen Apify actors for Google Maps review analysis, review health checks and lead scoring, Naver Place review analysis, review sentiment and complaint classification (Korean, Japanese, Spanish, Amazon, social comments), Naver Shopping and Naver Blog data, K-beauty rankings, AliExpress reviews and search, and B2B lead data — exposed as tools through the official Apify MCP server (hosted by Apify). This repository holds no server code: it describes a preconfigured server URL, a Claude Code plugin, and one page per tool with example prompts and sample output.

Each call runs on your Apify account and is billed per result at the actor's price; Apify's free monthly credit covers small tests.

Install in Claude Code (plugin)

/plugin install leoworks-data-tools --marketplace illee/leoworks-data-tools-mcp

On older Claude Code versions, use two steps:

/plugin marketplace add illee/leoworks-data-tools-mcp

/plugin install leoworks-data-tools@leoworks

Then run /mcp, pick leoworks-data-tools and sign in with your Apify account (OAuth).

Connect

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,leoworks/google-maps-review-classifier,leoworks/google-maps-lead-qualifier,leoworks/amazon-review-classifier,leoworks/job-posting-classifier,leoworks/company-website-classifier,leoworks/naver-place-review-classifier,leoworks/google-maps-review-health-check

Auth: Authorization: Bearer (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, without the plugin

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

Claude Desktop / Cursor (mcp.json)

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

Example prompts

Google Maps

• Analyze the Google Maps reviews of Joe's Pizza Broadway in New York (place ID ChIJifIePKtZwokRVZ-UdRGkZzs): classify the newest 20 reviews, tell me the top complaint types and which reviews have no owner reply yet.
• Run a free review health check on Katz's Delicatessen in New York (place ID ChIJCar0f49ZwokR6ozLV-dHNTE): average stars, owner reply rate and how many 1–3 star reviews still have no reply.
• Find 20 cosmetic dentists in Chicago on Google Maps and score them against this ideal customer: "Dental practices that offer cosmetic dentistry such as veneers or teeth whitening". Show the top 5 with the reason for each score.

Review & comment classifiers

• Classify these Korean reviews and tell me the top complaint types: "배송이 일주일이나 걸렸고 박스가 다 찢어져서 왔어요." / "냄새가 너무 독해서 두통이 와요." / "가격 대비 만족, 재구매 의사 있습니다."
• Why are buyers returning this product? Classify these Amazon reviews: "Stopped charging after two weeks. Returning it." / "Fits great but the fabric is see-through when I squat." / "Arrived late and the box was crushed, but the product itself is fine."

Korea: Naver & K-beauty

• Check where 브리츠 공식몰 ranks for 무선이어폰 on Naver Shopping and tell me the price and rating.
• Judge the newest 50 Naver Place reviews of place 1924779962 and list the complaints that still have no owner reply.
• Find the latest 30 Naver Blog posts about 라운드랩 선크림 and tell me how many are sponsored (체험단) and what the self-paid ones say.

AliExpress

• Get the latest 50 reviews of https://www.aliexpress.com/item/1005008549911526.html and tell me the main complaints.
• Search AliExpress for "magsafe phone case", 40 results, and list the 5 best-selling ones with price and rating.

B2B lead data

• Does this company fit "B2B software companies selling to retailers"? https://acme-analytics.example.com/ — "Acme Analytics helps mid-size retailers forecast demand. Connect Shopify, NetSuite or your POS, and get store-level forecasts every morning. Trusted by 300 retail brands in the US, UK and Canada."
• Which of these jobs are remote and sponsor visas? Job 1: "Staff Engineer — fully remote (US time zones). We sponsor H-1B for the right candidate. $160k–$190k per year." Job 2: "Office Manager — on-site in Denver. We are unable to sponsor work visas."

More prompts, an input example and sample output for every tool are in tools/.

Code examples (API)

Call any tool without an AI agent: examples/ has a folder for each of the first fifteen tools with a ready-to-run input.json, Python (apify-client), JavaScript (Node 18+) and curl scripts, plus the MCP setup for Claude Code, Cursor and Claude Desktop. Put your Apify token in the APIFY_TOKEN environment variable — the files never contain a token.

export APIFY_TOKEN="<your token>"

python examples/korean-review-classifier/example.py

Tools

Google Maps

Review & comment classifiers

Korea: Naver & K-beauty

AliExpress