HotelZero
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@HotelZerofind hotels in Paris with free wifi and pool"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
HotelZero
An MCP (Model Context Protocol) server that searches hotels on Booking.com using Playwright browser automation. Features 80+ filter options for precise hotel searches.
Features
Comprehensive Filtering: 80+ filters covering property types, amenities, accessibility, activities, and more
Real Booking.com Data: Uses actual Booking.com filter codes reverse-engineered from their URL parameters
Sponsored Ad Filtering: Automatically excludes paid/promoted listings (native ads with
nad_tracking)Smart Scoring: Results are scored and ranked by how well they match your criteria
Match Transparency: Each result shows why it matched your filters
Related MCP server: Hotels MCP Server
Installation
npm install -g hotelzero
# Install Playwright browser (Chromium)
npx playwright install chromiumOr run directly with npx:
npx hotelzeroProxy Support
For heavy usage or to avoid IP blocks, you can configure a proxy server via the HOTELZERO_PROXY environment variable:
# HTTP proxy
HOTELZERO_PROXY=http://proxy.example.com:8080 npx hotelzero
# HTTP proxy with authentication
HOTELZERO_PROXY=http://user:pass@proxy.example.com:8080 npx hotelzero
# SOCKS5 proxy
HOTELZERO_PROXY=socks5://proxy.example.com:1080 npx hotelzero
# SOCKS5 proxy with authentication
HOTELZERO_PROXY=socks5://user:pass@proxy.example.com:1080 npx hotelzeroWhen a proxy is configured, you'll see confirmation in the startup logs:
Proxy enabled: http://proxy.example.com:8080
HotelZero v1.8.0 running on stdioLogging
HotelZero uses structured logging via pino. Logs are written to stderr to avoid interfering with the MCP stdio transport.
Log Level
Control log verbosity with the HOTELZERO_LOG_LEVEL environment variable:
# Available levels: trace, debug, info, warn, error, fatal, silent
# Default: info
# Debug mode - verbose output for troubleshooting
HOTELZERO_LOG_LEVEL=debug npx hotelzero
# Silent mode - no logs
HOTELZERO_LOG_LEVEL=silent npx hotelzero
# Error only - minimal output
HOTELZERO_LOG_LEVEL=error npx hotelzeroLog Output
Logs are JSON-formatted for easy parsing:
{"level":"info","time":"2026-02-15T12:00:00.000Z","service":"hotelzero","module":"server","version":"1.11.0","transport":"stdio","msg":"HotelZero server started"}
{"level":"info","time":"2026-02-15T12:00:01.000Z","service":"hotelzero","module":"browser","msg":"Browser initialized"}
{"level":"info","time":"2026-02-15T12:00:02.000Z","service":"hotelzero","module":"browser","destination":"Paris","msg":"Starting hotel search"}Session Persistence
HotelZero automatically saves browser session data (cookies, localStorage) to reduce bot detection and avoid repeated CAPTCHA challenges.
How It Works
Sessions are automatically saved after each successful request
On startup, the previous session is loaded if available
Default session location:
~/.hotelzero/session.json
Custom Session Path
Use HOTELZERO_SESSION_PATH to specify a custom location:
# Custom session file location
HOTELZERO_SESSION_PATH=/path/to/session.json npx hotelzero
# Disable session persistence (use empty string)
HOTELZERO_SESSION_PATH="" npx hotelzeroClearing Sessions
If you experience issues, you can delete the session file:
rm ~/.hotelzero/session.jsonQuick Start
Run as MCP Server
Add to your MCP client configuration (e.g., Claude Desktop, OpenCode):
{
"mcpServers": {
"hotelzero": {
"command": "npx",
"args": ["hotelzero"]
}
}
}Available Tools
find_hotels
Search for hotels with comprehensive filtering. This is the primary tool with all 80+ filter options.
Example:
{
"destination": "San Juan, Puerto Rico",
"checkIn": "2026-03-07",
"checkOut": "2026-03-14",
"beachfront": true,
"freeWifi": true,
"fitness": true,
"minRating": 8
}search_hotels
Basic hotel search without filters. Use this for simple queries when you don't need specific criteria.
Example:
{
"destination": "Paris, France",
"checkIn": "2026-06-01",
"checkOut": "2026-06-05",
"guests": 2,
"rooms": 1
}get_hotel_details
Get detailed information about a specific hotel including full amenity list, description, and photos.
Example:
{
"url": "https://www.booking.com/hotel/pr/condado-vanderbilt.html"
}Complete Filter Reference
Basic Search Parameters
Parameter | Type | Required | Description |
| string | Yes | City or location (e.g., "San Juan, Puerto Rico") |
| string | Yes | Check-in date (YYYY-MM-DD) |
| string | Yes | Check-out date (YYYY-MM-DD) |
| number | No | Number of guests (default: 2) |
| number | No | Number of rooms (default: 1) |
| string | No | Currency code (USD, EUR, GBP, JPY, etc.) Default: USD |
| enum | No | Sort results: |
Rating & Price
Filter | Type | Description |
| number | Minimum review score: 6=Pleasant, 7=Good, 8=Very Good, 9=Wonderful |
| number | Minimum price per night |
| number | Maximum price per night |
Property Type
Filter | Type | Options |
| enum |
|
| number | 1, 2, 3, 4, or 5 stars |
Beach & Location
Filter | Type | Description |
| boolean | Property is directly on the beach |
| boolean | Property has beach access |
| boolean | Room with ocean/sea view |
| enum |
|
Hotel Facilities
Filter | Description |
| Free WiFi throughout property |
| Swimming pool |
| Spa/wellness center |
| Fitness center/gym |
| Parking available |
| On-site restaurant |
| On-site bar/lounge |
| 24-hour front desk/room service |
| Airport shuttle service |
| Hot tub/Jacuzzi |
| Sauna |
| Garden |
| Terrace |
| Non-smoking rooms available |
| Family rooms |
| Electric vehicle charging station |
| Casino |
| Golf course nearby (within 2 miles) |
| Tennis court |
| BBQ facilities |
| Laundry service |
| Concierge service |
| Business center |
Room Facilities
Filter | Description |
| Air conditioning |
| Kitchen or kitchenette |
| Private balcony |
| Private pool |
| Private bathroom |
| Bathtub |
| Television |
| Minibar |
| In-room safe |
| Washing machine in unit |
| Soundproofed rooms |
Bed Type
Filter | Options |
|
|
Meal Plans
Filter | Description |
| Breakfast included in rate |
| All-inclusive package |
| Self-catering with kitchen amenities |
Stay Type & Policies
Filter | Description |
| Pets allowed |
| Adults-only property |
| LGBTQ+ friendly (Booking.com Travel Proud) |
| Free cancellation available |
| No prepayment required |
| Book without credit card |
Sustainability
Filter | Description |
| Has sustainability certification |
Activities
Filter | Description |
| Snorkeling available |
| Diving/scuba available |
| Fishing available |
| Hiking trails nearby |
| Cycling/biking available |
| Skiing nearby |
| Water sports available |
| Horse riding available |
Accessibility - Property Level
Filter | Description |
| Grab rails in bathroom |
| Raised toilet |
| Lowered sink |
| Braille signage |
| Tactile signs |
| Auditory guidance |
Accessibility - Room Level
Filter | Description |
| Entire unit wheelchair accessible |
| Ground floor unit available |
| Upper floors accessible by elevator |
| Walk-in shower |
| Roll-in shower (wheelchair accessible) |
| Shower chair available |
Hotel Chains
Filter | Options |
|
|
Example Queries
Beach Vacation in Puerto Rico
{
"destination": "San Juan, Puerto Rico",
"checkIn": "2026-03-07",
"checkOut": "2026-03-14",
"beachfront": true,
"freeWifi": true,
"fitness": true,
"pool": true,
"minRating": 8
}Luxury Ski Resort
{
"destination": "Aspen, Colorado",
"checkIn": "2026-01-15",
"checkOut": "2026-01-22",
"propertyType": "resort",
"starRating": 5,
"skiing": true,
"spa": true,
"hotTub": true,
"minRating": 9
}Family Beach Trip with All-Inclusive
{
"destination": "Cancun, Mexico",
"checkIn": "2026-07-01",
"checkOut": "2026-07-08",
"guests": 4,
"rooms": 2,
"beachfront": true,
"allInclusive": true,
"familyRooms": true,
"pool": true,
"freeCancellation": true
}Accessible City Center Hotel
{
"destination": "London, UK",
"checkIn": "2026-04-01",
"checkOut": "2026-04-05",
"maxDistanceFromCenter": "half_mile",
"wheelchairAccessible": true,
"elevatorAccess": true,
"walkInShower": true,
"freeWifi": true
}Pet-Friendly Road Trip Stop
{
"destination": "Portland, Oregon",
"checkIn": "2026-05-10",
"checkOut": "2026-05-12",
"petFriendly": true,
"parking": true,
"freeCancellation": true,
"maxPrice": 200
}Digital Nomad Long Stay
{
"destination": "Lisbon, Portugal",
"checkIn": "2026-06-01",
"checkOut": "2026-06-30",
"propertyType": "apartment",
"kitchen": true,
"freeWifi": true,
"washingMachine": true,
"maxDistanceFromCenter": "1_mile",
"maxPrice": 150
}Romantic Getaway
{
"destination": "Santorini, Greece",
"checkIn": "2026-09-15",
"checkOut": "2026-09-20",
"adultsOnly": true,
"oceanView": true,
"privatePool": true,
"breakfast": true,
"spa": true,
"minRating": 9
}Japanese Cultural Experience
{
"destination": "Kyoto, Japan",
"checkIn": "2026-04-01",
"checkOut": "2026-04-07",
"propertyType": "ryokan",
"breakfast": true,
"minRating": 8
}Eco-Friendly Adventure
{
"destination": "Costa Rica",
"checkIn": "2026-02-01",
"checkOut": "2026-02-08",
"sustainabilityCertified": true,
"hiking": true,
"snorkeling": true,
"diving": true
}Golf Trip
{
"destination": "Scottsdale, Arizona",
"checkIn": "2026-03-01",
"checkOut": "2026-03-05",
"propertyType": "resort",
"golf": true,
"spa": true,
"restaurant": true,
"bar": true
}How It Works
Server-Side Filtering
Filters are applied via Booking.com's nflt URL parameter using reverse-engineered filter codes. For example:
beachfront: trueaddsht_beach=1freeWifi: trueaddshotelfacility=107fitness: trueaddspopular_activities=11minRating: 8addsreview_score=80
Client-Side Scoring
After fetching results, each hotel is scored based on how well it matches your criteria:
+20 points: Beach-related filters when property mentions beach
+15 points: Rating 9.0+ ("Excellent")
+10 points: Each matched amenity (WiFi, pool, gym, etc.)
+5 points: 500+ reviews (trustworthiness bonus)
Results are sorted by match score, so the best matches appear first.
Sponsored Ad Filtering
Booking.com injects paid "native ads" into search results. These are identified and excluded by:
Detecting
nad_(native ad tracking) in the hotel card HTML or linksChecking for explicit "Ad", "Sponsored", or "Promoted" labels
This ensures you only see organic results, not paid placements.
Output Format
Each hotel result includes:
1. Hotel Name
Price: $XXX per night
Rating: X.X/10 Rating Text (XXX reviews)
Location: X.X miles from center
Amenities: Pool, Free WiFi, Gym, ...
Match Score: XX
Why it matches: Near beach, Has WiFi, Has gym, ...
Book: https://www.booking.com/hotel/...Technical Details
Architecture
src/
├── index.ts # MCP server with tool definitions
├── browser.ts # Playwright automation & filter mappings
└── test*.ts # Test scriptsDependencies
@modelcontextprotocol/sdk- MCP server SDKplaywright- Browser automationzod- Schema validation
Browser Configuration
Headless Mode: Runs without visible browser window
Anti-Detection: Custom user agent and disabled automation flags
User Agent Rotation: Randomly selects from 14 realistic browser profiles (Chrome, Firefox, Safari, Edge) on each session
Auto-Scrolling: Loads more results by scrolling the page
Popup Handling: Automatically dismisses cookie banners and sign-in modals
Filter Code Mappings
All Booking.com filter codes are mapped in browser.ts:
const FILTER_CODES = {
propertyType: { hotel: "ht_id=204", resort: "ht_id=206", ... },
hotelfacility: { freeWifi: 107, pool: 433, spa: 54, ... },
roomfacility: { airConditioning: 11, kitchen: 999, ... },
popularActivities: { fitness: 11, golf: 12, skiing: 13, ... },
chaincode: { marriott: 1080, hilton: 1078, ... },
// ... 20+ filter categories
};Limitations
Rate Limiting: Booking.com may rate-limit or block automated requests
Results Cap: Returns ~25 results per search (first page + scroll load)
Price Accuracy: Prices may vary based on availability and timing
Filter Availability: Some filters may not apply to all destinations
Troubleshooting
"Browser not initialized"
Run npx playwright install chromium to install the browser.
npx playwright install chromiumIf that doesn't work, try forcing a reinstall:
npx playwright install chromium --forceNo results returned
Check dates: Ensure check-in/check-out dates are in the future
Verify destination: Try more specific locations like "Paris, France" instead of just "Paris"
Reduce filters: Too many filters can result in zero matches - try removing some
Check availability: Some destinations may have no availability for your dates
CAPTCHA or Access Denied
If you encounter CAPTCHA challenges:
Wait 5-10 minutes before retrying
Check your session: Delete the session file and try again
rm ~/.hotelzero/session.jsonUse a proxy: Consider configuring a proxy server (see Proxy Support)
Reduce request frequency: Avoid making many rapid requests
Blocked by Booking.com
Rate limiting: Wait a few minutes before retrying
Session issues: Clear the session file (
rm ~/.hotelzero/session.json)IP blocked: Use a proxy server or try from a different network
User agent rotation: HotelZero rotates user agents automatically, but excessive use from one IP can still trigger blocks
Proxy not working
Verify accessibility: Test the proxy with
curlfirstcurl -x http://proxy:8080 https://www.booking.comCheck credentials: Ensure username/password are URL-encoded if they contain special characters
Protocol support: Ensure the proxy supports HTTPS connections
Connection timeout: Some proxies may be slow - try a different one
Prices or Data Missing
Dynamic loading: Some data loads asynchronously; try increasing timeouts
Currency issues: Specify currency explicitly with
currency: "USD"Regional differences: Some properties may not show prices for certain regions
Session Issues
If you experience inconsistent behavior:
# Clear the session and start fresh
rm ~/.hotelzero/session.json
# Or disable session persistence entirely
HOTELZERO_SESSION_PATH="" npx hotelzeroDebug Mode
Enable debug logging to see detailed information:
HOTELZERO_LOG_LEVEL=debug npx hotelzeroThis will show:
URL being requested
Filters being applied
Number of results found
Any errors or warnings
Tests Failing
If you're running the test suite and tests fail:
Network issues: Tests hit live Booking.com - check your connection
Rate limiting: Wait a few minutes between test runs
Selector changes: Booking.com may have updated their HTML structure
API Response Schema
HotelResult (from find_hotels / search_hotels)
interface HotelResult {
name: string; // Hotel name
price: number | null; // Price per night as number (null if not shown)
priceDisplay: string; // Formatted price string (e.g., "$199")
rating: number | null; // Review score 0-10 (null if no reviews)
ratingText: string; // Rating description (e.g., "Excellent", "Very Good")
reviewCount: number | null; // Number of reviews (null if not shown)
location: string; // Neighborhood/area name
distanceToCenter: string; // Distance from center (e.g., "0.5 miles from center")
amenities: string[]; // Detected amenities (e.g., ["Pool", "Free WiFi", "Spa"])
highlights: string[]; // Special highlights (e.g., ["Free Cancellation"])
link: string; // Full Booking.com URL for the hotel
thumbnailUrl: string | null; // Hotel thumbnail image URL (null if not available)
availability: string | null; // Availability status (e.g., "Only 2 rooms left!")
matchScore?: number; // Relevance score based on filters (only with filters)
matchReasons?: string[]; // Why this hotel matched (only with filters)
}HotelDetails (from get_hotel_details / compare_hotels)
interface HotelDetails {
name: string; // Hotel name
url: string; // Booking.com URL
rating: number | null; // Review score 0-10
ratingText: string; // Rating description
reviewCount: number | null; // Total number of reviews
starRating: number | null; // Official star rating 1-5
address: string; // Full address
description: string; // Hotel description text
highlights: string; // Property highlights summary
pricePerNight: number | null; // Price per night as number
priceDisplay: string; // Formatted price per night
totalPrice: string; // Total stay price (formatted)
checkInTime: string; // Check-in time (e.g., "15:00")
checkOutTime: string; // Check-out time (e.g., "11:00")
popularFacilities: string[]; // Top facilities list
allFacilities: string[]; // Complete facilities list
roomTypes: string[]; // Available room type names
photos: string[]; // Photo URLs
nearbyAttractions: string[]; // Nearby points of interest
guestReviewHighlights: string[]; // Notable review excerpts
locationInfo: string; // Location description
}AvailabilityResult (from check_availability)
interface AvailabilityResult {
available: boolean; // Whether rooms are available
hotelName: string; // Hotel name
checkIn: string; // Check-in date (YYYY-MM-DD)
checkOut: string; // Check-out date (YYYY-MM-DD)
guests: number; // Number of guests searched
rooms: number; // Number of rooms searched
roomOptions: RoomOption[]; // Available room types
lowestPrice: number | null; // Lowest price found
lowestPriceDisplay: string; // Formatted lowest price
message: string; // Status message
url: string; // Booking URL with dates
}
interface RoomOption {
name: string; // Room type name
price: number | null; // Price as number
priceDisplay: string; // Formatted price
sleeps: number | null; // Maximum occupancy
features: string[]; // Room features
bedType: string; // Bed configuration
cancellation: string; // Cancellation policy
breakfast: string; // Meal plan info
}ReviewsResult (from get_reviews)
interface ReviewsResult {
hotelName: string; // Hotel name
overallRating: number | null; // Overall score 0-10
totalReviews: number; // Total review count
ratingBreakdown: RatingBreakdown; // Scores by category
reviews: Review[]; // Individual reviews
url: string; // Hotel URL
}
interface RatingBreakdown {
staff: number | null; // Staff rating
facilities: number | null; // Facilities rating
cleanliness: number | null; // Cleanliness rating
comfort: number | null; // Comfort rating
valueForMoney: number | null; // Value rating
location: number | null; // Location rating
freeWifi: number | null; // WiFi rating
}
interface Review {
title: string; // Review title
rating: number | null; // Individual score 0-10
date: string; // Review date
travelerType: string; // Traveler type (e.g., "Couple", "Family")
country: string; // Reviewer's country
stayDate: string; // When they stayed
roomType: string; // Room they booked
nightsStayed: string; // Length of stay
positive: string; // Positive comments
negative: string; // Negative comments
}PriceCalendarResult (from get_price_calendar)
interface PriceCalendarResult {
hotelName: string; // Hotel name
startDate: string; // Calendar start (YYYY-MM-DD)
endDate: string; // Calendar end (YYYY-MM-DD)
nights: number; // Number of nights checked
currency: string; // Currency code
prices: DatePrice[]; // Price for each date
lowestPrice: number | null; // Lowest price in range
lowestPriceDate: string | null; // Date with lowest price
highestPrice: number | null; // Highest price in range
highestPriceDate: string | null; // Date with highest price
averagePrice: number | null; // Average price
url: string; // Hotel URL
}
interface DatePrice {
date: string; // Date (YYYY-MM-DD)
price: number | null; // Price as number
priceDisplay: string; // Formatted price
available: boolean; // Whether available
currency: string; // Currency code
}Error Response
When an error occurs, the response includes:
interface ErrorResponse {
content: [{
type: "text";
text: string; // Error message with code and help text
}];
isError: true;
}Error codes:
BROWSER_NOT_INITIALIZED- Call init() firstNAVIGATION_FAILED- Page load failedRATE_LIMITED- Too many requestsCAPTCHA_DETECTED- CAPTCHA challenge encounteredNO_RESULTS- Search returned no resultsDESTINATION_NOT_FOUND- Invalid destinationNETWORK_ERROR- Connection issueTIMEOUT- Request timed outBLOCKED- Access denied by Booking.com
License
MIT
Available Tools
7 toolscheck_availabilityA
Check room availability and prices for a specific hotel on given dates. Returns available room types, prices, and booking details.
| Name | Required | Description | Default |
|---|---|---|---|
| rooms | No | Number of rooms (default: 1) | |
| guests | No | Number of guests (default: 2) | |
| checkIn | Yes | Check-in date (YYYY-MM-DD) | |
| checkOut | Yes | Check-out date (YYYY-MM-DD) | |
| hotelUrl | Yes | Booking.com hotel URL to check |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description must convey safety and side-effect information. The verb 'check' implies a read-only operation, and the description adds that it 'returns available room types, prices, and booking details,' giving some behavioral insight. However, it does not explicitly state that no booking is made or that prices are not guaranteed, which would be useful for a tool carrying no annotations.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description consists of two concise sentences that are front-loaded with the primary action ('Check room availability and prices') and follow up with output details. There is no filler or redundancy, making it highly efficient and easy for an agent to parse.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the tool's moderate complexity (5 parameters, no output schema, no annotations), the description adequately covers the core purpose and return value. It does not go into detail about exact output fields or limitations, but it provides enough context for an agent to select and invoke the tool correctly. The absence of an output schema is partially mitigated by mentioning available room types, prices, and booking details.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The schema description coverage is 100%, with all parameters documented (e.g., hotelUrl, checkIn, checkOut, rooms, guests). The description adds minimal parameter-related meaning beyond the schema, only echoing 'specific hotel' and 'given dates.' Since the schema already covers the parameters fully, a baseline score of 3 is appropriate.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the tool's function: 'Check room availability and prices for a specific hotel on given dates.' This specifies the verb ('check'), resource ('room availability and prices'), and scope ('specific hotel', 'given dates'), distinguishing it from sibling tools like find_hotels (searching hotels) and compare_hotels (comparing options).
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description provides clear context on when to use the tool: when you have a 'specific hotel' and 'given dates.' It implies this tool is for checking availability rather than searching or comparing, but it does not explicitly state alternatives or exclusions. Sibling names like find_hotels and compare_hotels indicate alternatives, but the description itself could have explicitly said 'use this when you already have a hotel URL.'
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
compare_hotelsA
Compare 2-3 hotels side-by-side. Provide Booking.com URLs from search results to see a detailed comparison of ratings, prices, amenities, and facilities.
| Name | Required | Description | Default |
|---|---|---|---|
| urls | Yes | Array of 2-3 Booking.com hotel URLs to compare |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description carries the burden of behavioral disclosure. It explains the input constraint (Booking.com URLs from search results) and the output aspects, but does not mention error behavior, data freshness, or potential limitations. This is acceptable but not rich.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two concise sentences: the first states the core action, the second specifies the input source and comparison aspects. No redundant words; all information is relevant.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a single-parameter tool with a clear schema and no output schema, the description covers the purpose, input requirements, and expected comparison details. It could further specify the output format, but the listed comparison aspects suffice for most use cases.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The schema already documents the 'urls' parameter clearly (Array of 2-3 Booking.com hotel URLs). The description adds the valuable instruction that URLs should come from search results, which is not in the schema. This extra guidance elevates it above the baseline.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the tool compares 2-3 hotels side-by-side with specific aspects (ratings, prices, amenities, facilities). This distinguishes it from sibling tools that search, get details, or check availability, making its purpose unambiguous.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It provides clear context that the input should be Booking.com URLs obtained from search results, implying usage after a search. It does not explicitly contrast with alternatives or state when not to use, so it earns a 4 rather than 5.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
find_hotelsA
Search for hotels with comprehensive filtering options. Supports 80+ filters including:
Property types (hotel, resort, villa, apartment, hostel, B&B, glamping, ryokan, etc.)
Star ratings (1-5 stars)
Beach/location (beachfront, ocean view, distance from center)
Amenities (pool, spa, gym, WiFi, parking, restaurant, bar, hot tub, casino, golf, tennis)
Room features (A/C, kitchen, balcony, private pool, bathtub, minibar, safe)
Bed types (king, queen, double, twin, single)
Meal plans (breakfast, all-inclusive, self-catering)
Policies (pet-friendly, adults-only, LGBTQ+ friendly, free cancellation)
Activities (snorkeling, diving, fishing, hiking, skiing, water sports)
Accessibility (wheelchair, elevator, walk-in shower, grab rails, braille)
Hotel chains (Marriott, Hilton, Hyatt, IHG, Ritz-Carlton, Four Seasons, etc.) Results are scored and ranked by how well they match the criteria.
| Name | Required | Description | Default |
|---|---|---|---|
| tv | No | TV | |
| bar | No | Bar | |
| spa | No | Spa/wellness | |
| bath | No | Bathtub | |
| golf | No | Golf nearby | |
| pool | No | Swimming pool | |
| safe | No | In-room safe | |
| limit | No | Maximum results to return (default: 25, max: 100) | |
| rooms | No | Number of rooms | |
| sauna | No | Sauna | |
| casino | No | Casino | |
| diving | No | Diving | |
| garden | No | Garden | |
| guests | No | Number of guests | |
| hiking | No | Hiking | |
| hotTub | No | Hot tub/Jacuzzi | |
| skiing | No | Skiing | |
| sortBy | No | Sort results by | |
| tennis | No | Tennis | |
| balcony | No | Balcony | |
| bedType | No | Bed type | |
| braille | No | Braille signage | |
| checkIn | Yes | Check-in date (YYYY-MM-DD) | |
| cycling | No | Cycling | |
| fishing | No | Fishing | |
| fitness | No | Fitness center/gym | |
| kitchen | No | Kitchen/kitchenette | |
| laundry | No | Laundry service | |
| minibar | No | Minibar | |
| parking | No | Parking | |
| terrace | No | Terrace | |
| checkOut | Yes | Check-out date (YYYY-MM-DD) | |
| currency | No | Currency code (USD, EUR, GBP, JPY, etc.) | USD |
| freeWifi | No | Free WiFi | |
| maxPrice | No | Maximum price per night | |
| minPrice | No | Minimum price per night | |
| breakfast | No | Breakfast included | |
| concierge | No | Concierge | |
| grabRails | No | Grab rails | |
| minRating | No | Minimum rating: 6=Pleasant, 7=Good, 8=Very Good, 9=Wonderful | |
| oceanView | No | Room with ocean/sea view | |
| adultsOnly | No | Adults only | |
| beachfront | No | Beachfront property | |
| evCharging | No | EV charging | |
| hotelChain | No | Hotel chain | |
| restaurant | No | Restaurant | |
| snorkeling | No | Snorkeling | |
| starRating | No | Star rating (1-5) | |
| beachAccess | No | Has beach access | |
| destination | Yes | City or location (e.g., 'San Juan, Puerto Rico') | |
| familyRooms | No | Family rooms | |
| groundFloor | No | Ground floor | |
| horseRiding | No | Horse riding | |
| loweredSink | No | Lowered sink | |
| petFriendly | No | Pet friendly | |
| privatePool | No | Private pool | |
| roomService | No | 24-hour room service | |
| showerChair | No | Shower chair | |
| waterSports | No | Water sports | |
| allInclusive | No | All-inclusive | |
| noBookingFee | No | No booking fee | |
| noPrepayment | No | No prepayment | |
| propertyType | No | Property type | |
| raisedToilet | No | Raised toilet | |
| rollInShower | No | Roll-in shower | |
| selfCatering | No | Self-catering | |
| tactileSigns | No | Tactile signs | |
| walkInShower | No | Walk-in shower | |
| bbqFacilities | No | BBQ facilities | |
| lgbtqFriendly | No | LGBTQ+ friendly | |
| soundproofing | No | Soundproofing | |
| airportShuttle | No | Airport shuttle | |
| businessCenter | No | Business center | |
| elevatorAccess | No | Elevator access | |
| washingMachine | No | Washing machine | |
| airConditioning | No | Air conditioning | |
| nonSmokingRooms | No | Non-smoking rooms | |
| privateBathroom | No | Private bathroom | |
| auditoryGuidance | No | Auditory guidance | |
| freeCancellation | No | Free cancellation | |
| wheelchairAccessible | No | Wheelchair accessible | |
| maxDistanceFromCenter | No | Max distance from center | |
| sustainabilityCertified | No | Sustainability certified |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description carries the burden of disclosing behavior. It adds useful context by stating that results are scored and ranked by how well they match criteria, and it enumerates the breadth of filter categories. It doesn't explicitly mention read-only behavior or output format, but 'search' implies a non-mutating operation and the ranking statement clarifies the result behavior.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is well-structured and front-loaded with the core purpose. The bullet-style category list is useful for navigating an 83-parameter schema, though it is somewhat long. Every sentence serves a purpose, and the content is not redundant with the schema.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the high schema complexity and no output schema, the description provides a strong overview of capabilities and result ranking. It does not explicitly mention required parameters or default limits, but the schema covers those. The absence of a clear statement about return shape is a minor gap, but overall the description is adequate for an agent to select and use the tool.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the baseline is 3. The description's category list loosely maps to the parameters (e.g., amenities, room features, policies) but does not add per-parameter details beyond what the schema already provides. It adds no value in clarifying individual parameter semantics.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the tool searches for hotels with comprehensive filtering, which is a specific action on a specific resource. However, it does not differentiate from the sibling tool 'search_hotels', which likely performs a similar function, so it misses the opportunity to distinguish itself.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The phrase 'comprehensive filtering options' implies usage when many filtering criteria are needed, but there is no explicit guidance on when to use this tool vs. 'search_hotels' or other siblings. No exclusions or alternative tool recommendations are provided.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
get_hotel_detailsA
Get detailed information about a specific hotel including full amenity list, description, and photos
| Name | Required | Description | Default |
|---|---|---|---|
| url | Yes | Booking.com URL for the hotel |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description carries the full burden. It implies a read-only operation via 'Get' and specifies the response content, but does not disclose error handling, prerequisites, or potential side effects. For a simple getter, the main behavioral traits (read-only, output coverage) are adequately conveyed.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is a single sentence, front-loaded with the action, and contains no unnecessary words. It is concise and to the point.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a one-parameter tool with no output schema, the description covers the core purpose and return content. It lacks usage guidance and doesn't mention the URL prerequisite, but the schema fills that gap. Overall, it is sufficiently complete for a simple read tool.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100% with the parameter 'url' documented as 'Booking.com URL for the hotel'. The description does not add any meaning beyond the schema; it doesn't even reference the URL parameter, so no additional value is provided.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the verb 'Get' and the resource 'detailed information about a specific hotel', listing specific content types (amenity list, description, photos). This distinguishes it from siblings like find_hotels (searching) and get_reviews (reviews only).
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description provides no guidance on when to use this tool versus alternatives. It does not mention that it requires a hotel URL or that it is intended for known specific hotels, leaving the agent without explicit context for selection.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
get_price_calendarA
Get prices for a hotel across multiple dates to find the cheapest time to stay. Shows nightly prices, identifies the lowest/highest price dates, and calculates average pricing. Useful for flexible travelers looking for the best deal.
| Name | Required | Description | Default |
|---|---|---|---|
| rooms | No | Number of rooms (default: 1) | |
| guests | No | Number of guests (default: 2) | |
| nights | No | Number of nights to check (default: 14, max: 30) | |
| currency | No | Currency code (default: USD) | |
| hotelUrl | Yes | Booking.com hotel URL to check prices for | |
| startDate | Yes | Start date for price calendar (YYYY-MM-DD) |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations provided, the description carries the full burden of behavioral disclosure. It explains what the tool shows (nightly prices, lowest/highest dates, average pricing), which covers the output behavior. However, it does not disclose any potential limitations, error conditions, or dependencies beyond the schema, missing an opportunity to provide richer context.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is three sentences, front-loaded with the main action, and every sentence earns its place: purpose, what it shows, and target user. There is no redundancy or fluff, making it highly concise and well-structured.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the absence of an output schema, the description does a good job explaining the return value by mentioning nightly prices, lowest/highest dates, and average pricing. It is reasonably complete for a read-only price lookup tool, though it does not discuss edge cases or error handling, which prevents a perfect score.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the baseline is 3. The description does not add significant meaning beyond the schema; it only implies the relevance of 'multiple dates' to the startDate and nights parameters. The schema already documents each parameter clearly, so the description adds marginal value.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the tool's function with a specific verb and resource: 'Get prices for a hotel across multiple dates.' It also differentiates from sibling tools by focusing on price comparison across dates and deriving insights like lowest/highest dates and averages, which is distinct from availability checks or hotel search.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description provides clear context for when to use the tool: 'Useful for flexible travelers looking for the best deal.' This implies the tool is for date-flexible price comparison rather than single-date checking. However, it does not explicitly mention alternatives or exclusions, so it falls short of a 5.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
get_reviewsA
Get guest reviews for a specific hotel. Returns overall rating, rating breakdown by category (staff, facilities, cleanliness, comfort, value, location, WiFi), and individual reviews with positive/negative comments, reviewer info, and stay details.
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | Number of reviews to fetch (default: 10, max: 50) | |
| sortBy | No | Sort reviews by | |
| filterBy | No | Filter by traveler type | |
| hotelUrl | Yes | Booking.com hotel URL to get reviews for |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description carries the transparency burden. It discloses what the tool returns (overall rating, breakdown, individual reviews with comments and reviewer info) but does not mention potential behaviors like default limit, sorting defaults, pagination, or error conditions. This is adequate but not rich.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is two sentences: the first states the purpose, the second lists return details. It is front-loaded with the core verb and resource and contains zero fluff.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
There is no output schema, so the description explains return values in good detail. It covers the essential behavior for a list/review tool, though it lacks notes on pagination or error handling. Given the moderate complexity, it is fairly complete.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The input schema has 100% description coverage for all parameters, including defaults and enums. The description adds no additional parameter-level meaning beyond what the schema already provides. Baseline 3 is appropriate as the schema does the heavy lifting.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the tool's function: 'Get guest reviews for a specific hotel' with a specific verb and resource. It distinguishes itself from siblings like get_hotel_details by focusing exclusively on reviews and detailing the return content, including rating breakdown and individual review details.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description implicitly communicates when to use the tool: when you need guest reviews for a specific hotel, and the required hotelUrl parameter signals that you must already have a hotel URL. It does not explicitly name alternatives or exclusions, but the context makes the use case clear.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
search_hotelsA
Basic hotel search without filters. Use find_hotels for filtered searches.
| Name | Required | Description | Default |
|---|---|---|---|
| rooms | No | Number of rooms | |
| guests | No | Number of guests | |
| checkIn | Yes | Check-in date (YYYY-MM-DD) | |
| checkOut | Yes | Check-out date (YYYY-MM-DD) | |
| destination | Yes | City or location |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are present, so the description bears the full burden. It discloses the key constraint 'without filters', which is a meaningful behavioral trait. However, it omits any details about output format, pagination, or error behavior, leaving some gaps for a search tool.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is highly concise, consisting of two short sentences. It is front-loaded with the core purpose and contains no extraneous information.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the tool's simplicity and full schema coverage, the description adequately covers the essential purpose and usage advice. There is no output schema, so return values need not be explained. Lacks deeper behavioral details but is sufficient for a basic search tool.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The input schema has 100% parameter description coverage for destination, checkIn, checkOut, rooms, and guests. The tool description adds no additional parameter-level meaning beyond the schema, so the baseline of 3 is appropriate.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states it is a 'basic hotel search without filters', which specifies the tool's function and scope. It distinguishes from sibling find_hotels by explicitly noting the lack of filters.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description provides explicit usage guidance: 'Use find_hotels for filtered searches' directly names the alternative tool for filtered use cases, telling the agent when to choose this tool.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.
7 tool updates
v1.15.2- First observed
check_availability - First observed
compare_hotels - First observed
find_hotels - First observed
get_hotel_details - First observed
get_price_calendar - First observed
get_reviews - First observed
search_hotels
TDQS
Most tools have clearly distinct purposes (search, details, compare, availability, reviews, price calendar). The main overlap is between find_hotels and search_hotels, but the descriptions clarify that find_hotels is the filtered version and search_hotels is basic, making the distinction manageable.
All tool names follow a consistent verb_noun pattern: find_hotels, search_hotels, get_hotel_details, compare_hotels, check_availability, get_reviews, get_price_calendar. No mixed conventions or vague verbs.
Seven tools is well within the ideal 3-15 range. Each tool covers a distinct aspect of the hotel search and comparison workflow, and none feel redundant or unnecessary.
The tool surface covers the core hotel discovery and planning workflow: searching, filtering, detailed views, comparisons, availability checks, reviews, and price trends. The only notable gap is the lack of a booking/reservation tool, but the server's purpose may be limited to research and comparison rather than booking.
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