Pricing

Pay per usage

Booking.com MCP Tracker — Hotel Drop Alerts + AI

RAG-ready Booking.com hotel feed for travel-research agents — prices, reviews, amenities, PDP enrichment. Cross-run rate-history tracks 7/30-day deltas with price-drop, volatile, new-low alerts. 99%+ run success. AI via 5 LLM providers. Built for revenue managers and travel agencies. x402-ready.

Pricing

Pay per usage

Rating

0.0

(0)

Developer

Nick

Actor stats

Bookmarked

Total users

Monthly active users

2 hours ago

Last modified

Categories

Travel

Business

MCP servers

Search URL

searchUrl

Optional

Booking.com search results URL. Paste a full URL from Booking.com search results page. If provided, destination/checkIn/checkOut are ignored.

Type:string

Destination

destination

Optional

City or area name to search (e.g. 'Amsterdam', 'Paris 6th Arrondissement'). Used only if searchUrl is not provided.

Type:string | null

Destination (CLI alias)

searchQuery

Optional

CLI alias for destination. Hidden from Console form.

Type:string | null

Destination (CLI alias)

query

Optional

CLI alias for destination. Hidden from Console form.

Type:string | null

Destination (CLI alias)

city

Optional

CLI alias for destination. Hidden from Console form.

Type:string | null

Destination (CLI alias)

location

Optional

CLI alias for destination. Hidden from Console form.

Type:string | null

Check-in Date

checkIn

Optional

Check-in date in YYYY-MM-DD format (e.g. '2026-05-15').

Type:string | null

Check-in Date (CLI alias)

checkInDate

Optional

CLI alias for checkIn. Hidden from Console form.

Type:string | null

Check-out Date

checkOut

Optional

Check-out date in YYYY-MM-DD format (e.g. '2026-05-18').

Type:string | null

Check-out Date (CLI alias)

checkOutDate

Optional

CLI alias for checkOut. Hidden from Console form.

Type:string | null

Currency

currency

Optional

3-letter ISO 4217 currency code for hotel prices. Default is EUR. Booking.com supports EUR, USD, GBP, CHF, PLN, CZK, SEK, NOK, DKK, JPY, CNY, RUB, AUD, CAD, and more.

Type:string | null

Default:EUR

Options:

EURUSDGBPCHFPLNCZKSEKNOKDKKJPYCNYRUBAUDCADINRBRL

Max Listings

maxListings

Optional

Maximum number of hotel listings to scrape. Booking.com shows ~25 per page. Start small (10) to test.

Type:integer

Minimum:1

Maximum:100

Default:25

Max Listings (CLI alias)

maxHotels

Optional

CLI alias for maxListings. Hidden from Console form.

Type:integer | null

Max Listings (CLI alias)

maxResults

Optional

CLI alias for maxListings. Hidden from Console form.

Type:integer | null

Max Items (CLI alias)

maxItems

Optional

CLI alias for maxListings. Hidden from Console form.

Type:integer | null

Minimum:1

Maximum:100

Include Reviews

includeReviews

Optional

Visit each hotel page to scrape top guest reviews with author, country, rating, and text. Adds ~3-5s per hotel (25 hotels = +2 min). Disable for faster price-only runs; enable for sentiment analysis or AI review summarization.

Type:boolean

Default:false

Max Reviews Per Hotel

maxReviewsPerHotel

Optional

Maximum number of reviews to scrape per hotel (only used if includeReviews is true).

Type:integer

Minimum:1

Maximum:50

Default:10

Sort By

sortBy

Optional

Hotel result ordering. 'Popularity' = Booking.com's default ranking (mix of clicks, bookings, commission). 'Price low/high' = total stay price in the selected currency. 'Guest Rating' = highest review score first (min 10+ reviews). 'Stars high' = official hotel star rating descending.

Type:string

Default:popularity

Options:

popularityprice_lowprice_highratingstars_high

Enable Rate-History Tracking

enableRateHistory

Optional

Persist each run's prices to a named key-value store keyed by (destination, check-in, check-out) and emit rate-trend fields on every hotel: delta_pct_7d, delta_pct_30d, direction (up/down/flat/new), is_volatile, rate_min_30d, rate_max_30d, rate_avg_30d. A rate-movement digest item is also pushed per run highlighting the biggest 7-day hikes/drops and volatile hotels. Free feature — no extra HTTP, no extra charge. Disable for pure one-shot snapshot runs.

Type:boolean

Default:true

Rate-Alert Mode

alertMode

Optional

Emit a dedicated hotel_rate_alert item (charged per alert at $0.02) for each hotel that matches the chosen criterion. Requires rate-history. price_drop = current price ≤ rate_avg_30d × (1 - threshold%). volatile = is_volatile true AND delta_pct_7d beyond threshold. new_low = current price matches or is below the prior rate_min_30d. all = any of the above. off disables the alert tier (default).

Type:string

Default:off

Options:

offprice_dropvolatilenew_lowall

Alert Threshold (%)

alertThresholdPct

Optional

Percentage threshold for the alert mode. For price_drop, current price must be at least this much below rate_avg_30d (default 10 = 10%). For volatile, |delta_pct_7d| must exceed this value. Ignored for new_low and when alertMode=off.

Type:integer

Minimum:1

Maximum:80

Default:10

Fetch Hotel Details (PDP)

fetchDetails

Optional

Visit each hotel's product detail page (PDP) to enrich the row with description, full amenities_full[] list, property_type, checkin_time, checkout_time, house_rules[], and languages_spoken[]. Adds ~3-5s per hotel. Charged separately via the detail-scraped event ($0.01 per PDP). Disable for faster listing-only runs.

Type:boolean

Default:false

Fetch Hotel Details (CLI alias)

includeDetails

Optional

CLI alias for fetchDetails. Hidden from Console form.

Type:boolean | null

Enable AI Analysis

enableAiAnalysis

Optional

Generate AI market analysis: price trends, competitive positioning, guest satisfaction patterns, and investment ROI estimates. When rate-history tracking is enabled, the AI report also covers rate dynamics (7/30-day price deltas, volatility) for actionable booking-window advice.

Type:boolean

Default:false

LLM Provider

llmProvider

Optional

Which LLM provider to use for AI analysis.

Type:string

Default:openrouter

Options:

openrouteranthropicgoogleopenaiollama

LLM Model

llmModel

Optional

Specific model to use. Leave empty for the provider default (google/gemini-2.0-flash-001 for OpenRouter, claude-sonnet-4-20250514 for Anthropic, gemini-2.0-flash for Google AI, gpt-4o-mini for OpenAI, llama3.1 for Ollama).

Type:string | null

OpenRouter API Key

openrouterApiKey

Optional

API key for OpenRouter (required if LLM provider is OpenRouter and AI analysis is enabled).

Type:string | null

Anthropic API Key

anthropicApiKey

Optional

API key for Anthropic (required if LLM provider is Anthropic and AI analysis is enabled).

Type:string | null

Google AI API Key

googleApiKey

Optional

API key for Google AI (Gemini). Get one at https://aistudio.google.com/app/apikey

Type:string | null

OpenAI API Key

openaiApiKey

Optional

API key from platform.openai.com (required if using OpenAI provider)

Type:string | null

Ollama Base URL

ollamaBaseUrl

Optional

Base URL for Ollama API. Default: http://localhost:11434

Type:string | null

Proxy Configuration

proxyConfiguration

Optional

Proxy settings for accessing Booking.com. Residential proxies recommended.

Type:object

Skyscanner Scraper API - Flights, Prices, Carriers & Stops

makework36/skyscanner-flight-scraper-api

Scrape Skyscanner flights — origin, destination, dates. Returns price, carrier, stops, duration, booking URL. HTTP-only mobile endpoint, no browser, no residential proxy.

deusex machine

TripAdvisor Property Rank & Competitor Benchmark Tracker

scrapemint/tripadvisor-property-rank-tracker

For hotel operators, restaurant owners, and travel agencies. Tracks daily rank, rating drift, review volume, owner response rate, Travelers' Choice status, claim status, price tier, and amenities for any TripAdvisor hotel, restaurant, or attraction. One row per property. Pay per snapshot.

Kennedy Mutisya

Travel Accommodation Scraper

lentic_clockss/travel-accommodation-scraper

Search hotels and vacation rentals across Booking.com and Airbnb in one run. Compare prices, ratings, and availability. No login, no API key needed.

kane liu

Airbnb Scraper — Listings, Prices, Photos & Hosts API

makework36/fast-airbnb-price-scraper

Extract Airbnb listings, prices, ratings, photos, coordinates and Superhost badges from any city worldwide. No login, no API key — export data as JSON or CSV. Built for travel investors, STR analysts, price monitoring and market research.

deusex machine

BOOKING PRICE SCRAPER - by room

noraview/Booking-price-scraper

Track Booking.com prices by room type, per night, up to 365 days. Get rooms_left, rate options, meal plans, discounts, and sold-out detection. Clean output for revenue management and competitive analysis. CSV, JSON, HTML, Excel. Built by NoraView Intelligence.

NoraView Intelligence

5.0

(1)

Booking.com Hotels Listing Scraper

parseforge/booking-com-hotels-scraper

Turn Booking.com search results into clean, structured hotel datasets. Capture pricing, ratings, reviews, room signals, cancellation flags, and location details to power travel analytics, competitive tracking, pricing intelligence, and recurring market research workflows..

ParseForge

Google Maps 🗺️ Shared List 📖 Scraper

parseforge/google-maps-shared-list-scraper

Extract complete place data from Google Maps shared lists instantly. Get names, addresses, ratings, phone numbers, websites, photos, and business hours. Optional AI-powered travel recommendations with visit scores. Export to CSV or JSON. Process 30+ places per minute.

ParseForge

125

5.0

(3)

TripAdvisor Scraper

automation-lab/tripadvisor-scraper

Scrape TripAdvisor reviews, hotels, and restaurants. Search by name or paste URLs. Get ratings, review text, dates, and more. Fast HTTP-only scraper at $0.003/review.

Stas Persiianenko

Flight Price Scraper API - 7 Sources (Google Flights, Kiwi)

makework36/flight-price-scraper

Compare flight prices from 7 sources: Google Flights, Kiwi, Travelpayouts, Ryanair, EasyJet, Wizz Air, Norwegian. One API call.

deusex machine

RateMDs Physician Review Scraper

parseforge/ratemds-scraper

Extract doctor profiles and ratings from RateMDs.com. Automate data collection for specialties, locations, and search queries. Get doctor names, specialties, contact info, addresses, patient ratings, review counts, clinic details. Ideal for healthcare researchers, marketing agencies, and users.

ParseForge

5.0

(3)