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LeoWorks Review & Lead Data Tools

by illeeversion 1.3.0i★ 0iRuns in the cloud
Registry nameio.github.illee/leoworks-data-tools

How to install

What it does

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

  • Connects Runs in the cloud
  • Account or key Needs Authorization
  • Category Travel, maps & weather

Install

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

Passed 4/5 checks · What you ask goes through the maker’s server (mcp.apify.com) · ✓ Commands checked Nov 13, 2026

First: which AI do you use?

Pick your app and the steps appear below.

Works with Claude · about 5 min

You need a LeoWorks Review & Lead Data Tools key (create it on the maker’s site) · Set it up once on claude.ai or the desktop app, then use it in chat · free accounts can add 1 · on Team/Enterprise an Owner adds it

  1. Sign up and create a LeoWorks Review & Lead Data Tools key

    Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.

    Open the LeoWorks Review & Lead Data Tools site ↗

  2. Open Claude’s Connectors page

    CustomizeConnectors

    CustomizeConnectors1Add2https://…3Add4
  3. Click “Add” → “Custom” → “Web” and fill in these 2 fields

    Copy each value into the field with the same name in Claude, then click Continue

    Name · NameLeoWorks Review & Lead Data Tools
    Remote MCP server URL · Addresshttps://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-…

    Under Request headers, add this name and value

    Header nameAuthorization
    ValueBearer <paste your key here>

    Paste the key only into the app’s field, never into a chat or to anyone

    Click Continue past the sign-in settings Claude detected · under Authentication choose what the maker says (Sign in now, Sign in when needed or No sign in), then click Add

  4. Turn it on in a chat

    +ConnectorsLeoWorks Review & Lead Data Tools

  5. Try it

    Use LeoWorks Review & Lead Data Tools and tell me what you can do for me, then show me one thing

    ✓ If Claude says it is using LeoWorks Review & Lead Data Tools or shows a LeoWorks Review & Lead Data Tools tool in the answer, you are connected

Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version

ChatGPT cannot connect LeoWorks Review & Lead Data Tools yet

LeoWorks Review & Lead Data Tools needs your own key to connect, but OpenAI’s help page only describes OAuth sign-in; there is no key option we could verify

What you can do instead

A · Use an app that can connect LeoWorks Review & Lead Data Tools

  • You need a LeoWorks Review & Lead Data Tools key (create it on the maker’s site) · Set it up once on claude.ai or the desktop app, then use it in chat · free accounts can add 1 · on Team/Enterprise an Owner adds it
  • You need a LeoWorks Review & Lead Data Tools key (create it on the maker’s site)
  • You need a LeoWorks Review & Lead Data Tools key (create it on the maker’s site)
  • You need a LeoWorks Review & Lead Data Tools key (create it on the maker’s site)

B · Others in Travel, maps & weather that work with ChatGPT

Picked from the most used in the same category, only ones that connect by address with no key

Works with Claude Code · about 5 min

You need a LeoWorks Review & Lead Data Tools key (create it on the maker’s site)

  1. Sign up and create a LeoWorks Review & Lead Data Tools key

    Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.

    Open the LeoWorks Review & Lead Data Tools site ↗

  2. Open Terminal

    Mac: press Command+Space and type Terminal · Windows: open PowerShell

  3. Paste this command and press Enter

    claude mcp add --transport http --scope user 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: Bearer your-value'

    Replace “your-value” with your key before pressing Enter

    Paste the key only into the app’s field, never into a chat or to anyone

  4. Type /mcp in Claude Code

    You should see LeoWorks Review & Lead Data Tools listed as connected

  5. Try it

    Use LeoWorks Review & Lead Data Tools and tell me what you can do for me, then show me one thing

    ✓ If Claude Code says it is using LeoWorks Review & Lead Data Tools or shows a LeoWorks Review & Lead Data Tools tool in the answer, you are connected

Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Works with Cursor · about 5 min

You need a LeoWorks Review & Lead Data Tools key (create it on the maker’s site)

  1. Sign up and create a LeoWorks Review & Lead Data Tools key

    Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.

    Open the LeoWorks Review & Lead Data Tools site ↗

  2. Click this button to open Cursor

    Open in Cursor

    Cursor asks you to confirm; click Install

  3. Fill in your key

    In the LeoWorks Review & Lead Data Tools settings, Authorization is empty; add your key and save

    Paste the key only into the app’s field, never into a chat or to anyone

  4. Open the AI chat in Cursor in Agent mode

  5. Try it

    Use LeoWorks Review & Lead Data Tools and tell me what you can do for me, then show me one thing

    ✓ If Cursor says it is using LeoWorks Review & Lead Data Tools or shows a LeoWorks Review & Lead Data Tools tool in the answer, you are connected

Menu names checked against Cursor’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Works with VS Code · about 5 min

You need a LeoWorks Review & Lead Data Tools key (create it on the maker’s site)

  1. Sign up and create a LeoWorks Review & Lead Data Tools key

    Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.

    Open the LeoWorks Review & Lead Data Tools site ↗

  2. Click this button to open VS Code

    Open in VS Code

    VS Code asks you to confirm; click Install

  3. Fill in your key

    In the LeoWorks Review & Lead Data Tools settings, Authorization is empty; add your key and save

    Paste the key only into the app’s field, never into a chat or to anyone

  4. Open the AI chat in VS Code in Agent mode

  5. Try it

    Use LeoWorks Review & Lead Data Tools and tell me what you can do for me, then show me one thing

    ✓ If VS Code says it is using LeoWorks Review & Lead Data Tools or shows a LeoWorks Review & Lead Data Tools tool in the answer, you are connected

Menu names checked against VS Code’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Other apps that use MCP, such as Windsurf, Zed or Gemini CLI, each add servers differently. See how in the app list.

See every app that uses MCP →

Address for apps that connect over the web

Addresshttps://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-…

JSON settings are under “For developers” below

Stuck? Ask people who use LeoWorks Review & Lead Data Tools💬 Discussion →
For developers: Terminal commands and JSON settings

Over the web

Claude Code

claude mcp add --transport http --scope user 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: Bearer your-value'

Cursor (~/.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": "Bearer your-value"
      }
    }
  }
}

VS Code (mcp.json)

{
  "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": "Bearer your-value"
      }
    }
  }
}

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.

At a glance

Downloads per weeki
Not on npm/PyPI
Licencei
No licence stated
Connection
Runs in the cloud
Transport
streamable-http
Latest versioni
1.3.0
Published to registryi
Oct 18, 2026
Code last changedi
Oct 18, 2026
Maker
illee
Registry status
Active

Which apps can use it

Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.

Connect over the internet in

ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatOpen WebUIRaycast

All apps, with pros and cons →

Related guides

What it can do

The server asks you to sign in before it lists its tools.

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 13, 2026

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account illee, which owns the repo

  • ✓ Pass

    Still maintained

    Code last changed 26 days ago

  • ✕ Fail

    Has a licence

    No licence file found in the repo

  • ✓ Pass

    Endpoint responds

    Responded in 336 ms (HTTP 401)

  • ✓ Pass

    Sign-in with OAuth

    Declares OAuth sign-in, so your AI app can take you to log in

  • … Not checked yet

    No hidden instructions in tool descriptions

    Not checked yet; we read the tool list when we check the endpoint

Discussion

Ask, share a tip or report that it does not work. Sorted by what people marked helpful.

No posts yet. Be the first to ask or share.

Posts here are written by users, not the PopNx team.

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User reviews

No reviews yet

Sign in with Google to write a review

Compared with others in Travel, maps & weatheri

  • More stars than 0% of the other 1868 servers in this category
  • Published to the registry more recently than 53% of the other 1868 servers in this category
  • Basic checks equal to or better than 65% of the other 1868 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 4 of 5 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 26 days ago, and the latest version (1.3.0) reached the registry 26 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 on the web (full MCP on Business and above; Pro read-only).

What can I use instead?

In the same category: LetsFG — Flights & Hotels, Google Maps MCP Server, Mu

Others in the same category

Servers in the same category from other makers, sorted by stars.

Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

LetsFG — Flights & Hotels

Search and book flights and hotels: hundreds of airlines, plus bookable hotel rates.

by LetsFGWidely used↓ 204/wk★ 2.3KUpdated 2 months ago

Computer or cloud

Google Maps MCP Server

18 Google Maps tools for AI agents — geocode, search, directions, weather, and more.

by cablateGrowing↓ 1.3K/wk★ 496Updated 2 months ago

Runs on your computer

Mu

News, web search, mail, markets, weather, places, files, calendar, contacts. 67 tools, one endpoint.

by microGrowing★ 439Updated 3 months ago

Runs in the cloud✓ micro.mu

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
ToolWhat it doesPriceCode
leoworks--google-maps-review-classifierClassify 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-checkFree 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-qualifierScore 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
ToolWhat it doesPriceCode
leoworks--korean-review-classifierClassify 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 reviewsexamples
leoworks--amazon-review-classifierClassify 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 reviewsexamples
leoworks--japanese-review-classifierClassify 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 reviewsexamples
leoworks--spanish-review-classifierClassify 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-classifierClassify 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 commentsexamples
Korea: Naver & K-beauty
ToolWhat it doesPriceCode
leoworks--naver-shopping-rank-trackerTrack 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-monitorMonitor 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 judgmentsexamples
leoworks--naver-ai-briefing-monitorTrack 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 capturedexamples
leoworks--naver-place-review-classifierAnalyze 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-monitorTrack 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 classificationsexamples
AliExpress
ToolWhat it doesPriceCode
leoworks--aliexpress-reviews-classifierScrape 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 classificationsexamples

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