Read-only flight, train, airport and chokepoint status plus prediction markets on transport delays.
Scored across 12 tools
Each tool targets a distinct resource and action, and the descriptions sharply separate the near-pairs: get_flight_status (live leg) vs get_flight_history (30-day punctuality), get_airport_status (one airport) vs list_disrupted_airports (ranked list), get_chokepoint_status vs list_chokepoints. The only mild confusion is between search_flights (air departures) and get_station_board (rail departures), which share a 'what's leaving soon' shape but serve different transport modes.
All names are snake_case and follow a strict verb_noun pattern: get_* for single-entity reads, list_* for collections, search_* for discovery. The verb choice is semantically meaningful and applied uniformly across airlines, airports, flights, markets, chokepoints and stations.
Twelve tools is well within a comfortable range and each one earns its place: five transport-domain readers, three market tools, and three list/search helpers. No redundant aliases or near-duplicate operations inflate the surface.
Coverage is broad and lifecycle-aware for markets (list, get, price history) and strong for flights (live, history, search) and chokepoints (list, status). Minor gaps remain: flight search only covers departures (no arrivals equivalent), and there is no way to look up an airport or airline by name — you must already know the code, and no list of airlines is exposed.
An airline's last 30 days of the flights it operates itself: arrivals, on-time and late counts with the on-time share, cancellations, diversions, median and 90th-percentile arrival delay, routes flown, its most and least delayed flights, the late rule, and a link to its airline page on gaduin.com.
Inputs: code (required).
How an airport is running today (airport-local day): its status (severe, disrupted, normal, quiet or no_data), disruption score (0-1, the worse side), which side is worse, and for departures and arrivals the flights scheduled, completed, delayed and cancelled, the delayed, cancelled and disrupted shares and the median delay of the delayed ones, with a link to the airport page on gaduin.com.
Inputs: airport (required).
Ship traffic through one maritime chokepoint: status, the recent daily mean against normal, the newest daily count, how many weeks it has been below normal and since when, the last 8 weekly totals with their share of normal, the last 14 daily counts, the rule behind the status, and a link to its page on gaduin.com.
Inputs: slug (required).
How often a flight has been late over the last 30 days. Returns on-time, late and cancelled counts, n (arrivals with a recorded arrival time), the window, the late rule with its minute threshold, and a link to the flight page on gaduin.com.
Inputs: number (required).
Live status of a flight by number (e.g. BA117 or BAW117). Returns the canonical flight number, the leg in the air or next to depart (or the most recent one), its departure and arrival times in UTC and airport-local time with the time zone, delay in minutes, the last update time, a link to the flight page on gaduin.com and, when one is open, a link to the prediction market on that journey.
Inputs: number (required).
One market by id or slug: its question, the rule it settles on, route, outcomes with current prices, volume, close time, status and, once settled, the outcome it settled on, with a link to its page.
Inputs: id (required).
How a market's prices moved: up to 180 timestamped points, oldest first, each with one price per outcome (in outcome order, 0 to 1). Shows how the market's view of an outcome changed over its life, including for closed and settled markets.
Inputs: id (required).
Live departures and arrivals at a railway station found by name or station code: for each train still to come, the other end of its journey, scheduled, expected and actual times in UTC, platform, status, delay, operator and, when one is open, a link to its market; plus the coming hour's departures, late and cancelled counts, and a link to the station page on gaduin.com. Finds stations that have a page on gaduin.com.
Inputs: station (required), limit, network.
Every maritime chokepoint with a published daily ship count (Suez, Panama, Hormuz, Malacca and more), furthest below normal first: slug, name, status (open, elevated, disrupted, closed or unknown), recent daily mean as a share of normal, the newest day counted, and a link to its page on gaduin.com.
Inputs: no named parameters.
Today's most disrupted airports, worst first: those rated disrupted or severe, each with the same reading as get_airport_status and a link to its page on gaduin.com. Empty when none is disrupted.
Inputs: limit.
List prediction markets on real-world transport outcomes (flight delays, train punctuality, ship arrivals, weekly ship counts through maritime chokepoints, airport flight counts), filtered by status (OPEN by default; CLOSED, SETTLED or CANCELLED for past ones), category and a free-text query matched against the route, flight number, airline, airport codes and vehicle. Returns each market's id, link, category, question, route, outcomes with current prices, volume, close time and, once settled, the outcome it settled on.
Inputs: limit, query, status, category.
Today's departures from an airport still to leave (airport-local day), optionally only those to one destination or flown by one airline: finds flights without knowing their number. Each flight has its number, operating flight for codeshares, destination, scheduled and actual departure in UTC, status, delay, a link to its flight page and, when one is open, to its market; with counts of matching flights departed and still to depart.
Inputs: from (required), to, limit, airline.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
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