Airline alliance membership (Star Alliance, oneworld, SkyTeam) and cross-alliance booking relationships. Maps which loyalty programs book which airlines, including bilateral partnerships outside alliances.

Check American Airlines AAdvantage balance, elite status, and loyalty points via Patchright. Handles email 2FA with 6-box code entry. Uses persistent browser profiles to skip 2FA on subsequent runs.

Search Atlas Obscura for weird, wonderful, and hidden gem places near any destination. Find the interesting stuff, not boring plaques. Search by coordinates, get full details with descriptions and images.

Reference data for which programs allow you to put an award flight ticket on hold, for how long, at what cost, and via what method (online vs phone). Critical for transferable-currency redemptions where transfers take minutes to days to clear.

Find the cheapest award dates for a route over a date range. Searches seats.aero across all programs, groups by date, and shows a calendar grid of the best deals. Use when dates are flexible and you want to find the sweet spot.

Reference for legendary award redemptions where points dramatically outvalue cash. Catalogs sweet spots by tier (legendary/excellent/good) with current rates, devaluation history, and booking caveats. Load when making award recommendations, when a route or program matches a known sweet spot, or when a user asks "what are the best uses of my points?". Triggers on "sweet spot", "best uses of", "Iberia Avios to Madrid", "ANA First", "Hyatt all-inclusive", "Qatar Qsuites", "Virgin Atlantic to London", "outsized value", or any redemption that might match a known high-value play.

Query AwardWallet loyalty program balances, status, and history. Use when discussing points, miles, travel rewards, airline status, or trip planning on points. Triggers on "how many points", "miles balance", "elite status", "loyalty program", "AwardWallet", "what points do I have", "transfer partners", or any question about points/miles inventory.

Step-by-step guidance for booking award flights. Covers the hold-before-transfer rule, phone numbers for major programs, and partner award booking workflows.

Reference for IATA cabin codes (F/J/W/Y) and fare class codes (X/I/O) used in Seats.aero results, GDS data, and partner award bookings. Load when reading award inventory, parsing flight search results, or determining whether a fare is bookable through partners. Triggers on "fare class", "cabin code", "F/J/W/Y", "saver award", "X class", "I class", "O class", "saver fare", or any award redemption discussion that references letter codes.

Unified flight comparison across all sources. Searches cash prices (Duffel, Ignav), award availability (seats.aero), and portal pricing (Chase UR, Amex MR) in parallel. Applies transfer partner optimization automatically. Outputs one comparison table with recommendations.

Unified hotel comparison across portals, direct booking, and Airbnb. Searches Chase Edit, Amex FHR/THC, SerpAPI/Google Hotels, and Airbnb. Highlights premium program benefits, stacking opportunities, and points value.

What to do when a tool fails, an API hits a rate limit, or a site blocks scraping. Maps every primary tool to its best fallback so a single failure doesn't block the search.

Canonical multi-source flight search strategy. Source priority (Duffel, Ignav, Google Flights, Skiplagged, Kiwi, Seats.aero, Southwest), parallel workflow, market selection for international price arbitrage.

Search Google Flights for flight prices and schedules using browser automation. Use when user asks to search flights, find airfare, compare prices, check flight availability, or look up routes. Covers ALL airlines including Southwest (which no API can reach). Triggers include "search flights", "find flights", "how much is a flight", "flights from X to Y", "cheapest flight", "flight prices", "airfare", "flight schedule", "nonstop flights", "when should I fly".

Search for flights using the Ignav API. Fast REST API for flight prices and booking links. Use alongside other flight sources for price comparison. Always include in every flight search. Triggers on any flight-related search request.

Cents-per-point (cpp) valuations across major loyalty programs from four publications. Floor/ceiling rules for deciding if a redemption is good or exceptional.

Search Amex Fine Hotels & Resorts (FHR), The Hotel Collection (THC), and Chase Sapphire Reserve Hotel Collection (Chase Edit) properties by city. Compare credits, benefits, and stacking opportunities across programs.

Search Google Flights Live and Booking.com Live via RapidAPI. Use as a secondary source for flight cash prices and hotel availability/pricing. Triggers on "Booking.com", "booking prices", "RapidAPI", "secondary flight search", "hotel prices on Booking", or when SerpAPI results need a second opinion. Also useful for vacation rental pricing.