LetsFG — Flights & Hotels
Search and book flights and hotels: hundreds of airlines, plus bookable hotel rates.
Review classifiers & lead data for Google Maps, Naver and AliExpress — via Apify MCP
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
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.
CustomizeConnectors
Copy each value into the field with the same name in Claude, then click Continue
LeoWorks Review & Lead Data Toolshttps://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
AuthorizationBearer <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
+ConnectorsLeoWorks Review & Lead Data Tools
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
A · Use an app that can connect LeoWorks Review & Lead Data Tools
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)
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.
Mac: press Command+Space and type Terminal · Windows: open PowerShell
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
You should see LeoWorks Review & Lead Data Tools listed as connected
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)
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.
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
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)
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.
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
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.
Address for apps that connect over the web
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-…JSON settings are under “For developers” below
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"
}
}
}
}These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
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
The server asks you to sign in before it lists its tools.
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
The registry name was verified with the GitHub account illee, which owns the repo
Code last changed 26 days ago
No licence file found in the repo
Responded in 336 ms (HTTP 401)
Declares OAuth sign-in, so your AI app can take you to log in
Not checked yet; we read the tool list when we check the endpoint
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.
No reviews yet
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
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.
You need to fill in: Authorization
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.
The GitHub repo last changed 26 days ago, and the latest version (1.3.0) reached the registry 26 days ago.
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).
In the same category: LetsFG — Flights & Hotels, Google Maps MCP Server, Mu
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
Search and book flights and hotels: hundreds of airlines, plus bookable hotel rates.
18 Google Maps tools for AI agents — geocode, search, directions, weather, and more.
News, web search, mail, markets, weather, places, files, calendar, contacts. 67 tools, one endpoint.
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.
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.
/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).
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" } } } }
Google Maps
Review & comment classifiers
Korea: Naver & K-beauty
AliExpress
B2B lead data
More prompts, an input example and sample output for every tool are in tools/.
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
| 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 |
| 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 |
| 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 |
| 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 |