LeoWorks Review & Lead Data Tools

Name: LeoWorks Review & Lead Data Tools
Author: illee

by illeeversion 1.3.0i★ –iRuns in the cloud

Registry nameio.github.illee/leoworks-data-tools

Install

Overview

Description from the maker (original English)

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

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

User voiceiNo reviews yetReviews open together with accounts in a later step
Our basic checksi1 of 1 passedChecked from public information; code not scanned yet
UsageiNot measured yet★ –

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

Connection: Runs in the cloud
Transport: Streamable HTTP
Category: Other
You need to fill in: Authorization

Install

Pick the AI app you use, then copy the settings.

Before you install

Basic checks: 1 of 1 passed
Runs on the maker’s server: what you ask it goes through their server.
You fill in yourself: Authorization

Values marked secret are keys to your account. Never share them or paste them into a chat.

You need

Runs in the cloudNothing to install; it connects over the internet

Which app do you use?

ClaudeClaude CodeCursorVS CodeChatGPT

Pick your app above. We remember it, so next time the button says “Install in …”.

This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.

Run this in your terminal

claude mcp add --transport http leoworks-data-tools '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-…' --header 'Authorization: your-value'

Fill in the empty values before running it.

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "leoworks-data-tools": {
      "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-…",
      "headers": {
        "Authorization": "your-value"
      }
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "leoworks-data-tools": {
      "type": "http",
      "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-…",
      "headers": {
        "Authorization": "your-value"
      }
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.

Your choice stays on this device in a cookie; no account needed.

Values you fill in

Authorization secret HTTP header
Bearer — Apify Console → Settings → API & Integrations (or use OAuth sign-in)

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

We have not read this server’s tool list yet; we check endpoints in rotation.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026

✓ Pass
Maker matches the repo
The registry name was verified with the GitHub account illee, which owns the repo
… Not checked yet
Still maintained
We have not read this repo from GitHub yet
… Not checked yet
Has a licence
We have not read this repo from GitHub yet
… Not checked yet
Endpoint responds
Not checked yet; we check endpoints in rotation
… Not checked yet
Sign-in with OAuth
Not checked yet; we check endpoints in rotation
… Not checked yet
No hidden instructions in tool descriptions
Not checked yet; we read the tool list when we check the endpoint

Compared with others in Otheri

More stars than 0% of the other 32466 servers in this category
Published to the registry more recently than 66% of the other 32466 servers in this category
Basic checks equal to or better than 100% of the other 32466 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is LeoWorks Review & Lead Data Tools safe?

It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

You need to fill in: Authorization

Does it run on my computer or in the cloud?

It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.

Is it still maintained?

The GitHub repo last changed –, and the latest version (1.3.0) reached the registry 19 days ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.

What can I use instead?

In the same category: Spec Driven Development, Remote Desktop Commander, HotCodePush

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README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

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

Tool	What it does	Price	Code
`leoworks--google-maps-review-classifier`	Classify Google Maps reviews from any Google Maps reviews scraper's dataset: complaint types, what customers praise, serious issues (safety, discrimination, fraud), sentiment and unanswered reviews — plus a reply queue and per-place CSV. No LLM key.	$0.50 / 1,000 reviews (+ compass' Google Maps scraper, billed separately, when the tool collects the reviews — see the cost note)	examples
`leoworks--google-maps-review-health-check`	Free review health check for one Google Maps business: average stars, owner reply rate, 1–3 star reviews with no owner reply, and the last 90 days versus before. It only counts — no AI, no login.	Free (+ compass' Google Maps scraper, billed separately: about $0.02 for 30 reviews)	—
`leoworks--google-maps-lead-qualifier`	Score Google Maps places from any Google Maps scraper against your ideal customer in plain language: lead score, tier A–D, a reason per lead, chain check, emails and socials kept, LEADS.csv. Free filters. No LLM key.	$2 / 1,000 places (+ compass' Google Maps scraper, billed separately, when the tool collects the places — see the cost note)	examples

Review & comment classifiers

Tool	What it does	Price	Code
`leoworks--korean-review-classifier`	Classify Korean customer reviews — Coupang reviews (쿠팡 리뷰), Olive Young reviews, Naver Shopping and Naver Place reviews — into complaint types, sentiment and purchase motive with probabilities. Korean review sentiment analysis for any review scraper's dataset — no scraping, no prompt writing.	$0.50 / 1,000 reviews	examples
`leoworks--amazon-review-classifier`	Classify Amazon reviews from any Amazon reviews scraper: complaint and return reasons, what buyers praise, sentiment, star-vs-text mismatch and worst variants — plus an action queue and per-product CSV. No LLM key.	$0.50 / 1,000 reviews	examples
`leoworks--japanese-review-classifier`	Classify Japanese customer reviews — Rakuten (楽天レビュー), Amazon.co.jp and any review scraper's dataset — into complaint types, sentiment and purchase motive with probabilities. Japanese review sentiment analysis (レビュー分析), no prompts, no LLM key.	$0.50 / 1,000 reviews	examples
`leoworks--spanish-review-classifier`	Classify Spanish customer reviews — MercadoLibre (reseñas y opiniones), AliExpress and any review scraper's dataset — into complaint types, sentiment and purchase motive with probabilities. Spanish review sentiment analysis (análisis de reseñas), no prompts, no LLM key. Beta.	$0.50 / 1,000 reviews (beta)	examples
`leoworks--social-comment-classifier`	Classify Instagram, TikTok, Facebook and YouTube comments from any comment scraper's dataset: purchase intent, questions, complaints, requests, praise, spam and sentiment, with probabilities. Comment sentiment analysis, no prompts, no LLM key.	$0.50 / 1,000 comments	examples

Korea: Naver & K-beauty

Tool	What it does	Price	Code
`leoworks--naver-shopping-rank-tracker`	Track where your products, URLs or Smartstore stores rank in Naver Shopping search for any Korean keyword (네이버 쇼핑 순위, 스마트스토어 순위). Organic rank 1–35 plus ad slot position, price, reviews and rating — a Naver Shopping scraper built for scheduled rank monitoring.	$3 / 1,000 keyword checks (+$0.50 / 1,000 competitor rows)	examples
`leoworks--naver-blog-brand-monitor`	Monitor a brand or product on Naver Blog (네이버 블로그), Korea's biggest review platform. This Naver Blog scraper collects posts by keyword and labels each one sponsored (체험단/협찬) or self-paid with evidence, plus sentiment and brand mentions — Korean social listening in one run.	$4 / 1,000 posts + $1 / 1,000 judgments	examples
`leoworks--naver-ai-briefing-monitor`	Track your brand in Naver's AI briefing (네이버 AI 브리핑), the generative answer atop Korea's #1 search engine — Google AI Overviews for Korea. Capture the answer, cited sources, AI ads and related questions, and see if your brand or rivals are mentioned and recommended (GEO).	$3 / 1,000 queries + $12 / 1,000 briefings captured	examples
`leoworks--naver-place-review-classifier`	Analyze Naver Place reviews (네이버 플레이스 리뷰) of restaurants and cafés: 9 complaint types, sentiment, serious issues and reviews that still have no owner reply, as a reply queue — plus optional sponsored-or-not labels for blog posts about the place. No prompts, no LLM key.	$0.50 / 1,000 reviews judged (+ a separate Naver Place scraper, billed separately, about $1 / 1,000 reviews, when the tool collects the reviews)	—
`leoworks--kbeauty-ranking-review-monitor`	Track K-beauty bestseller rankings on Olive Young Global (OliveYoung, 올리브영) and Amorepacific's Amore Mall (아모레몰: Sulwhasoo, Laneige, Hera…) and collect Korean cosmetics reviews with optional AI classification — complaint types, sentiment and purchase motive in Korean, English and Japanese.	$2 / 1,000 ranking rows · $1 / 1,000 reviews · $0.50 / 1,000 classifications	examples

AliExpress

Tool	What it does	Price	Code
`leoworks--aliexpress-reviews-classifier`	Scrape AliExpress product reviews — text, English translation, star rating, date, buyer country, option (SKU) and photos — from any product URL. Optional AI classification adds complaint types, sentiment and purchase motive, plus a per-product summary. No login.	$1.50 / 1,000 reviews + $0.50 / 1,000 classifications	examples

Only the beginning is shown; read the rest in the repo

LeoWorks Review & Lead Data Tools

Overview

PopNx MCP’s three pillars

What you can do with it

Install

Before you install

Values you fill in

What it can do

Basic checksi

Maker matches the repo

Still maintained

Has a licence

Endpoint responds

Sign-in with OAuth

No hidden instructions in tool descriptions

Compared with others in Otheri

Common questions

Alternatives

Spec Driven Development

Remote Desktop Commander

HotCodePush

README from the maker

LeoWorks Review & Lead Data Tools (via Apify MCP)

Install in Claude Code (plugin)

Connect

Example prompts

Code examples (API)

Tools

Google Maps

Review & comment classifiers

Korea: Naver & K-beauty

AliExpress