Gondola Award Travel Search
mcp remote · streamable-http · v0.1.6 · source: crawl
https://mcp.gondola.ai/mcp
https://github.com/gondola-ai/gondola-mcp
Compare cash vs points on hotels, flights, and cars. Checkout supported hotels and rental cars.
Works
90
Verified Oct 31, 2026 · p50 370 ms · p95 511 ms
Worth
no data
No outcomes reported yet. Agents report through report_outcome after a find_agents call.
Checks
| Check | Weight | Result | Evidence |
|---|---|---|---|
| reachable | 20 | pass | 3 of 3 handshakes succeeded; server 'gondola' |
| tools_listed | 15 | pass | 49 tools |
| schema_complete | 15 | pass | 49 of 49 tools have a description and a typed schema |
| latency_p50 | 10 | pass | p50 370 ms |
| latency_p95 | 5 | pass | p95 511 ms |
| error_free | 10 | pass | 0 of 3 attempts failed |
| auth_posture | 10 | pass | https, open |
| injection_scan | 10 | fail | select_flight_seats: sends credentials |
| scope | 5 | pass | no execution-style tools |
Unknown counts as fail; n/a is left out of the denominator. How the weights work.
Tools (49)
| Name | Description | Schema |
|---|---|---|
create_rate_alert | Create a rate alert to monitor a hotel for price drops. The user will be notified by email when the rate drops. Optionally specify dates, or leave them out to monitor any two-night stay. | typed |
get_upcoming_trips | Get the user's upcoming hotel, flight, and rental car reservations. Use this to ground recommendations in real plans (e.g. "your Tokyo trip is May 15-20, want me to find restaurants?"), check upcoming | typed |
get_vehicle_booking | Get details for a specific vehicle booking by its Gondola booking ID. Returns vendor, pickup/dropoff locations and times, vehicle class, rate, and status. Use when a user asks about a rental they've a | typed |
book_flight | Book a prepared flight only after the traveler explicitly confirms the exact current quote, total, currency, and consent version. Use the handoff_id and quote_id returned by prepare_flight_booking and | typed |
book_hotel | Book a hotel room using a rate from get_hotel_rates. Requires guest details and a saved payment method. Use get_payment_methods to find the payment ID. The gondola_rate_id comes from the room rates re | typed |
get_vehicle_booking_coverage | Get the rental car CDW/LDW coverage that was stored at booking time for a specific vehicle booking. Use this after a booking to remind the user what coverage their card provides on this rental. | typed |
book_hotel_v2 | Book a hotel room using a rate from get_hotel_rates. Requires guest details and a saved payment method. Use get_payment_methods to find the payment ID. The gondola_rate_id comes from the room rates re | typed |
book_vehicle | Book a rental vehicle from a search result. Requires a Gondola account and a saved payment method (use get_payment_methods to find the payment ID). The vendor_code, rate_code, acriss_code, and search_ | typed |
cancel_flight_booking | Preview flight cancellation first with confirm=false or omitted. Show the returned itinerary cancellation scope and exact terms before asking the traveler to confirm. A void preview means Gondola will | typed |
cancel_vehicle_booking | Cancel an existing vehicle booking by its Gondola booking ID. Use this when a user wants to cancel a rental they previously booked. | typed |
compare_rates | Compare current canonical cash vs points rates side-by-side for one or more hotels. Use this whenever the user is making a cash-vs-points decision — whether focused on a single hotel ("compare cash an | typed |
compare_rates_v2 | Compare current canonical cash vs points rates side-by-side for one or more hotels. Use this whenever the user is making a cash-vs-points decision — whether focused on a single hotel ("compare cash an | typed |
credit_card_coverage | Look up rental car CDW/LDW (collision damage waiver / loss damage waiver) coverage provided by a credit card. Useful before booking — tells the user whether they can decline the rental company's expen | typed |
delete_rate_alert | Delete a rate alert to stop monitoring a hotel for price drops. | typed |
diagnose_rates | Diagnose rate availability and per-supplier statuses for a specific hotel. Use this when a power user asks why certain rates aren't showing (e.g. "why is there no AAA rate?" or "is this hotel mapped t | typed |
get_booking | Get details for a hotel booking made through Gondola, using the Gondola booking ID shown as "Gondola booking" by get_upcoming_trips and get_past_trips. Returns hotel name, dates, room type, rate, stat | typed |
get_booking_link | Get a booking link for a hotel on Gondola. Use this when a user wants to book a specific hotel. Returns a URL to the hotel's booking page with dates pre-filled. Pass gondola_rate_id when a specific ra | typed |
get_favorite_hotels | Get the hotels the user has saved as favorites in Gondola, newest first. Use this when the user asks about their favorite or saved hotels, or to ground recommendations in places they already like. Ret | typed |
get_flight_booking | Get the current owner-scoped state of a Gondola flight booking, including booking, payment, ticketing, action-required, cancellation, ticket settlement, refund-review, failure, and chronology state. T | typed |
get_flight_credits | Get the user's active airline flight credits, eCredits, travel funds, vouchers, and travel-bank balances. Returns the airline, remaining usable amount, currency, credit type, and expiration date when | typed |
get_flight_points | Collect award (miles/points) pricing for a flight search that reported pending_sources. Call this after search_flights when you set points: true and the response came back with pending_sources — those | typed |
get_flight_seats | Get current optional seat maps for the exact handoff_id and quote_id returned by prepare_flight_booking. Only approved personal supplier test accounts are currently supported. Before recommending a se | typed |
get_free_night_credits | Get the user's free night certificates — the award nights earned from credit cards and elite status, such as a Marriott Free Night Award, a World of Hyatt free night, a Hilton free night reward, an IH | typed |
get_hotel_details | Get stored property information for a specific hotel: address, chain and brand, property type, star and guest ratings, all-inclusive and adults-only flags, themes, description, check-in and check-out | typed |
get_hotel_details_v2 | Get stored property information for a specific hotel: address, chain and brand, property type, star and guest ratings, all-inclusive and adults-only flags, themes, description, check-in and check-out | typed |
get_hotel_rates | Get live room rates for one hotel and stay window. Rooms are grouped by type, and every room type is shown, in full while the response stays within a size budget (at most 50), with every rate each: th | typed |
get_hotel_reviews | Get guest reviews for a specific hotel. Use this to help a user understand what other guests thought about a property — common complaints, recurring praise, recent service issues. Returns up to 10 rec | typed |
get_hotel_stats | Get pricing percentile context for a specific hotel. Returns where the current rate falls relative to the property's typical pricing (e.g. "this rate is in the 20th percentile — cheaper than 80% of hi | typed |
get_loyalty_accounts | Get the user's loyalty program memberships and current point balances. Use this to personalize recommendations (e.g. "with 120k Bonvoy points, this Sheraton is a great points redemption") and to sugge | typed |
get_multi_night_rates | Get cached, partial rate observations for a hotel over a flexible date range. Use this for seasonality shape and to shortlist candidate check-in dates (e.g. "any week in May"), never to prove a missin | typed |
get_past_trips | Get the user's past hotel stays and flights. Use this to answer travel-history questions and make recommendations grounded in behavior (e.g. "you loved the Park Hyatt last year", "you've flown United | typed |
get_payment_methods | List the user's saved payment methods for booking. Returns saved credit/debit cards with their payment IDs, needed for the book_hotel tool. | typed |
get_promotions | Read the authenticated user's available travel promotions from connected inboxes. Excludes dismissed and expired offers and requires Promotions access. Use with traveler context, loyalty accounts and | typed |
get_rate_alerts | Get all active rate alerts for the current user. Returns which hotels the user is monitoring for price drops. | typed |
get_similar_hotels | Find hotels similar to a given hotel. Use this for branching exploration after a search (e.g. user likes the Park Hyatt Tokyo but wants a cheaper alternative — find similar properties). Pass destinati | typed |
get_suggested_searches | Get personalized travel suggestions and trip inspiration for the current user. Returns curated hotel recommendations grounded in the user's preferences, recent searches, popular destinations, and upco | typed |
get_suite_upgrade_credits | Get the user's active suite upgrade awards and certificates across loyalty programs. Returns the program, award type, remaining count, and expiration date. Use this whenever the user asks about suite | typed |
get_travel_profiles | Get the user's saved travel profiles — guest name, email, and phone presets. Each profile has a selectable ID you can pass to book_hotel as travel_profile_id to prefill the guest details, mirroring th | typed |
get_traveler_context | Get the user's saved travel context: loyalty programs and elite tiers, home airport, preferred airlines and cabin, preferred hotel chains, typical trip patterns (business vs leisure, budgets, frequent | typed |
get_vehicle_booking_link | Get a Gondola.ai checkout link for a specific vehicle from search results. Use this when the user wants to reserve a rental car: it returns a booking page URL with the selected vehicle, pickup, and dr | typed |
get_vehicle_details | Get detailed information about a specific rental vehicle option. Use this after search_vehicles to get extras, insurance options, charges, and cancellation policy for the vehicle the user wants to boo | typed |
optimize_loyalty_portfolio | Analyze the user's entire loyalty portfolio and surface the highest-value actions: points expiring soon (ranked by value at risk), the best transfer opportunities from their transferable card currenci | typed |
predict_price | Predict whether the current rate at a hotel is a good deal based on historical price trends. Use this when the user is debating booking now vs. waiting. Returns a confidence-scored label (e.g. "book n | typed |
prepare_flight_booking | Prepare a flight for booking from a signed selection_token that comes only from an eligible search_flights row. Search re-shops the selected itinerary instead of trusting a provider-native offer, then | typed |
search_events | Search for live events by artist, team, show, or event name. Returns factual event discovery details in provider order, including dates, venue, status, optional approximate listed price range, and the | typed |
search_flights | Search for flights by route and date. Returns cash-priced options ranked for the traveler — weighing their airline loyalty/status and travel history alongside flight quality, not price alone — 10 opti | typed |
search_hotels | Search for hotels by location and dates. Returns a list of matching hotels with cash and points rates and deal scores. To produce a focused cash-vs-points decision widget for a hotel the user is consi | typed |
search_vehicles | Search for rental vehicles at an airport or city. Lists every available car with vendor, class, rate details, and the identifiers get_vehicle_details needs, in Gondola's recommended order unless sort | typed |
select_flight_seats | Persist exact optional seat choices on the owner's Gondola checkout draft using selection tokens returned by get_flight_seats. This does not reserve a supplier seat, book a flight, authenticate a card | typed |
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