travel-hotel-research

Travel & hotel research

Search and compare hotels, flights, attractions, short-term rentals, and live events across seven travel platforms as normalized JSON from the Crawlora API — no scraping OTA search-result pages.

When to use this skill

• "Find hotels in <city> for <dates>" / compare prices across OTAs.
• "What are the reviews like for this hotel/attraction?"
• "Search flights from <origin> to <destination>."
• "What's there to do in <city>?" (attractions/tours, or concerts/events).
• "Look up this Airbnb host/listing" (reviews, calendar, other listings).
• "Find tickets/events for <artist> in <city>" (Ticketmaster).

Setup (one-time)

• Get a free Crawlora API key (2,000 credits/mo, no card) at https://crawlora.net.
• Set CRAWLORA_API_KEY in the environment before running the helper.
• The helper reads CRAWLORA_API_KEY from the environment and sends requests to https://api.crawlora.net/api/v1. Missing/invalid key → 401.

How it works

1. Hotels — /booking/search (params query, checkin, checkout),

/agoda/hotels/search, /tripcom/hotels/search (GET, by city) or POST /expedia/properties/search (Expedia's Stays API is POST-only — its exact request-body field names are undocumented, see below); detail via /booking/hotel-detail, /agoda/hotels/{property_id}, POST /expedia/properties/detail; reviews via /booking/reviews, POST /expedia/properties/reviews.

1. Flights — /agoda/flights/search (GET) and POST /expedia/flights/search

/ /booking-flights/search; use each platform's .../autocomplete or .../search-locations endpoint first to resolve city/airport codes.

1. Attractions & things-to-do — /booking-attractions/search,

POST /expedia/activities/search, /agoda/activities/search, /tripadvisor/search (hotels, restaurants, and attractions all in one).

1. TripAdvisor — /tripadvisor/autocomplete to resolve a place, then

/tripadvisor/place for the profile and /tripadvisor/reviews for guest reviews (works for hotels, restaurants, and attractions).

1. Airbnb — /airbnb/search to find stays; /airbnb/room/{id} for a

listing (+ /calendar, /reviews); /airbnb/host/{id} for the host profile (+ /listings, /reviews).

1. Ticketmaster — /ticketmaster/search-events (q) or

/ticketmaster/discover-city-events (city) to find events; /ticketmaster/event for detail, /ticketmaster/venue (+ /venue-events) for a venue, /ticketmaster/attraction (+ /attraction-events) for a performer/team's full schedule.

Full endpoint list, methods, and params: `reference/endpoints.md`.

Calling the API

# Hotel search (GET):
scripts/crawlora.sh /booking/search query="Lisbon" checkin=2026-09-10 checkout=2026-09-14 | jq '.'
scripts/crawlora.sh /agoda/hotels/search city="Lisbon" | jq '.'

# Expedia (POST — exact body field names are unconfirmed, see Notes below):
scripts/crawlora.sh -X POST /expedia/properties/search '{"destination":"Lisbon","checkIn":"2026-09-10","checkOut":"2026-09-14"}' | jq '.'

# Airbnb:
scripts/crawlora.sh /airbnb/search location="Lisbon" | jq '.'
scripts/crawlora.sh /airbnb/room/12345678 | jq '.'

# Ticketmaster:
scripts/crawlora.sh /ticketmaster/search-events q="Coldplay" | jq '.'

Use scripts/crawlora.sh for all requests; it keeps the API key out of command-line arguments.

Endpoint reference

See `reference/endpoints.md` for every Booking, Expedia, Agoda, TripAdvisor, Trip.com, Airbnb, and Ticketmaster endpoint this skill uses.

Examples

• Cross-OTA price compare: search the same destination/dates on

/booking/search, /agoda/hotels/search, and POST /expedia/properties/search, then diff nightly rates for comparable hotels.

• Stay vs. hotel: /airbnb/search against /booking/search for the

same city to compare short-term-rental vs. hotel pricing.

• Trip planning: /tripadvisor/search for attractions in a city, then

/tripadvisor/reviews on the top few to check recent visitor sentiment.

• Host due diligence: /airbnb/host/{id} + /airbnb/host/{id}/reviews

before booking, or /airbnb/host/{id}/listings to see their full portfolio.

Notes & limits

• Credits / pay-on-success: billed only on 2xx; free tier 2,000 credits/mo.

Key at https://crawlora.net.

• Public data only — public search/listing/review pages; no booking or

payment actions are performed.

• Security: key lives in CRAWLORA_API_KEY only — never hardcode, query-param, or commit it.
• Expedia and some Agoda endpoints are `POST` with a JSON body — remember

-X POST when calling scripts/crawlora.sh. Most Booking/Agoda/Trip.com/ Airbnb/TripAdvisor endpoints are plain GET with query params.

• Expedia's exact request-body field names are unconfirmed — the tool

schema only exposes an opaque option object (destination, dates, occupancy, filters expected inside), and live-testing ruled out both a {"option": {...}} wrapper and several plausible flat field-name guesses (checkInDate/checkOutDate, checkIn/checkOut). Confirm the current shape at crawlora.net/docs or the playground before relying on the Expedia endpoints — every other endpoint in this skill is live-verified, Expedia's POST body shape is the one exception.

• Location/city ids are platform-specific — always resolve with the

platform's own autocomplete/locations-search endpoint first.