{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"smithery_aitutor3-icn-mcp","slug":"aitutor3-icn-mcp","name":"Incheon Airport Live","type":"mcp","url":"https://smithery.ai/servers/AITutor3/icn-mcp","page_url":"https://unfragile.ai/aitutor3-icn-mcp","categories":["mcp-servers"],"tags":["mcp","model-context-protocol","smithery:AITutor3/icn-mcp"],"pricing":{"model":"open_source","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"smithery_aitutor3-icn-mcp__cap_0","uri":"capability://search.retrieval.real.time.departure.hall.congestion.monitoring","name":"real-time departure hall congestion monitoring","description":"Queries live occupancy data from Incheon International Airport's departure hall sensors and returns current congestion levels with timestamp metadata. Implements polling-based data refresh via MCP server endpoints that aggregate sensor feeds from airport infrastructure, enabling clients to make real-time decisions about when to arrive at the terminal.","intents":["Check current departure hall crowding before heading to the airport","Determine optimal arrival time to minimize wait times at check-in","Monitor congestion trends throughout the day to plan airport visits"],"best_for":["travelers building trip planning applications","airport operations teams monitoring real-time capacity","mobile app developers integrating airport experience features"],"limitations":["Data refresh latency depends on airport sensor polling interval (typically 5-15 minute delays)","Congestion data may not distinguish between different terminal sections or check-in areas","No historical trend analysis or predictive congestion forecasting built-in"],"requires":["MCP client implementation (Claude, custom agent, or compatible LLM)","Network connectivity to Smithery MCP server","Incheon Airport operational data feed active"],"input_types":["timestamp (optional, for historical queries if supported)","terminal identifier (optional, if multi-terminal filtering available)"],"output_types":["structured JSON with congestion percentage","timestamp of last update","occupancy count or capacity ratio"],"categories":["search-retrieval","real-time-monitoring"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_aitutor3-icn-mcp__cap_1","uri":"capability://search.retrieval.flight.status.lookup.with.real.time.updates","name":"flight status lookup with real-time updates","description":"Retrieves current departure and arrival flight statuses from Incheon Airport's flight information system (FIDS) by flight number or airline code. Implements query-based filtering against live FIDS database, returning gate assignments, boarding times, delay information, and aircraft type with automatic status refresh intervals.","intents":["Look up a specific flight's current status and gate assignment","Check if a flight is delayed and by how many minutes","Find boarding time and departure time for a booked flight"],"best_for":["passenger-facing travel apps integrating airport information","airline operations teams monitoring flight schedules","ground handling service providers coordinating logistics"],"limitations":["Status updates lag actual airport operations by 2-5 minutes due to FIDS system refresh cycles","Flight number search requires exact match; no fuzzy matching for misspelled flight codes","No access to seat assignments, boarding group information, or passenger manifest data"],"requires":["MCP client with flight lookup capability","Valid flight number (e.g., 'KE123') or airline IATA code","Incheon Airport FIDS system operational and synchronized"],"input_types":["flight number (string, format: airline code + numeric identifier)","airline IATA code (2-3 character string)"],"output_types":["structured JSON with flight status (scheduled, boarding, departed, delayed, cancelled)","gate number","boarding time","estimated departure time","aircraft type","delay duration in minutes"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_aitutor3-icn-mcp__cap_2","uri":"capability://search.retrieval.parking.availability.search.and.reservation.lookup","name":"parking availability search and reservation lookup","description":"Queries real-time parking lot occupancy across Incheon Airport's multiple parking facilities (short-term, long-term, valet) and returns available spaces, pricing, and location details. Implements inventory-based tracking against parking management system, enabling clients to identify available lots and estimate parking costs before arrival.","intents":["Find available parking spaces in short-term or long-term lots","Compare parking rates across different facility types","Check parking availability for a specific date and duration"],"best_for":["ride-sharing and parking aggregator apps","airport ground transportation platforms","travelers planning multi-day airport parking"],"limitations":["Availability data updates every 5-10 minutes; real-time spot-level granularity not available","No integration with parking reservation or payment systems; lookup-only capability","Pricing may vary by vehicle type, duration, or promotional periods not reflected in base query"],"requires":["MCP client implementation","Parking facility identifiers (lot codes or names)","Incheon Airport parking management system API access"],"input_types":["parking lot type (short-term, long-term, valet, economy)","date and time range (optional, for duration-based pricing)","vehicle type (optional, if pricing varies)"],"output_types":["structured JSON with available spaces count","total capacity per lot","current occupancy percentage","hourly/daily rates","lot location and access details"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_aitutor3-icn-mcp__cap_3","uri":"capability://search.retrieval.departure.flight.search.with.multi.criteria.filtering","name":"departure flight search with multi-criteria filtering","description":"Searches Incheon Airport's departure flight schedule by destination airport code, date, airline, or time window. Implements indexed query against flight database with support for filtering by multiple criteria simultaneously, returning matching flights with schedule, aircraft, and pricing information.","intents":["Find all flights departing to a specific destination on a given date","Search for flights by airline preference and time of day","Compare multiple flight options for a trip with date flexibility"],"best_for":["travel booking platforms and flight search engines","corporate travel management systems","chatbot-based travel assistants"],"limitations":["Search results show scheduled flights only; does not filter by seat availability or pricing from booking systems","No integration with airline inventory systems; cannot confirm real-time seat counts","Date range queries limited to 90-180 days in advance depending on airline schedule publication"],"requires":["MCP client with search capability","Destination airport IATA code (e.g., 'LAX', 'NRT')","Departure date in YYYY-MM-DD format","Incheon Airport flight schedule database synchronized"],"input_types":["destination airport code (IATA, 3-letter string)","departure date (YYYY-MM-DD)","airline code (optional, IATA 2-letter)","time window (optional, HH:MM format)"],"output_types":["structured JSON array of matching flights","flight number, airline, departure time, arrival time","aircraft type, stops/direct indicator","schedule status (seasonal, daily, etc.)"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_aitutor3-icn-mcp__cap_4","uri":"capability://search.retrieval.arrival.flight.search.with.schedule.filtering","name":"arrival flight search with schedule filtering","description":"Searches Incheon Airport's arrival flight schedule by origin airport code, date, airline, or time window. Implements indexed query against inbound flight database with multi-criteria filtering, returning matching arrivals with schedule, aircraft, and terminal assignment information.","intents":["Find all flights arriving from a specific origin city on a given date","Search for incoming flights by airline and time of day","Check arrival schedules for ground transportation planning"],"best_for":["ground transportation and meet-and-greet services","airport ground handling operations","passenger information systems and airport signage"],"limitations":["Arrival data shows scheduled times only; actual landing times may differ by 15-30 minutes","Terminal assignment may change up to 2 hours before arrival; query results may become stale","No baggage claim carousel assignment or customs processing time estimates included"],"requires":["MCP client with arrival search capability","Origin airport IATA code (e.g., 'JFK', 'LHR')","Arrival date in YYYY-MM-DD format","Incheon Airport arrival schedule database synchronized"],"input_types":["origin airport code (IATA, 3-letter string)","arrival date (YYYY-MM-DD)","airline code (optional, IATA 2-letter)","time window (optional, HH:MM format)"],"output_types":["structured JSON array of matching flights","flight number, airline, scheduled arrival time, actual arrival time (if landed)","aircraft type, origin airport, terminal assignment","baggage claim info (if available)"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_aitutor3-icn-mcp__cap_5","uri":"capability://memory.knowledge.destination.city.information.lookup","name":"destination city information lookup","description":"Retrieves detailed information about cities served from Incheon Airport, including destination details, travel time, visa requirements, and local attractions. Implements a knowledge base of destination metadata indexed by airport code, enabling enrichment of flight search results with contextual travel information.","intents":["Get overview information about a destination city before booking","Find visa requirements and travel documentation for a destination","Discover attractions and activities in cities served from Incheon"],"best_for":["travel planning and inspiration platforms","chatbot-based travel assistants and concierge services","flight booking platforms with destination enrichment"],"limitations":["Destination data is curated reference information, not real-time; may not reflect current events or temporary closures","Visa requirements change frequently; information may lag official government sources by weeks","No integration with hotel booking, restaurant reservations, or activity booking systems"],"requires":["MCP client with destination lookup capability","Destination airport code or city name","Incheon Airport destination database populated"],"input_types":["destination airport code (IATA, 3-letter string)","destination city name (string, may support fuzzy matching)"],"output_types":["structured JSON with destination metadata","city name, country, timezone, currency","visa requirements summary, travel documentation links","popular attractions, climate info, local language","estimated travel time from Incheon"],"categories":["memory-knowledge","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_aitutor3-icn-mcp__cap_6","uri":"capability://search.retrieval.date.filtered.flight.schedule.queries","name":"date-filtered flight schedule queries","description":"Enables temporal filtering of flight schedules by specific date, date range, or day-of-week patterns. Implements calendar-based indexing against flight database, allowing clients to query schedules for future dates and identify seasonal or recurring flight patterns.","intents":["Find flights on a specific date with flexible arrival/departure times","Search for flights across a date range to find cheapest travel days","Identify which days of the week have the most flight options to a destination"],"best_for":["flexible travel planning tools and price comparison engines","corporate travel systems optimizing for cost","chatbot travel assistants helping users find optimal travel dates"],"limitations":["Schedule data typically available 90-180 days in advance; queries beyond this window return no results","Seasonal schedule changes (summer/winter timetables) may not be reflected until official publication","No price data included; schedule queries return flight availability only"],"requires":["MCP client with date filtering capability","Date in YYYY-MM-DD format or date range (start_date, end_date)","Destination and origin airport codes","Incheon Airport flight schedule database with temporal indexing"],"input_types":["single date (YYYY-MM-DD)","date range (start_date, end_date in YYYY-MM-DD)","day-of-week filter (optional, e.g., 'Monday', 'weekday', 'weekend')"],"output_types":["structured JSON array of flights matching date criteria","flight details grouped by date","frequency indicators (daily, seasonal, etc.)"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":42,"verified":false,"data_access_risk":"high","permissions":["MCP client implementation (Claude, custom agent, or compatible LLM)","Network connectivity to Smithery MCP server","Incheon Airport operational data feed active","MCP client with flight lookup capability","Valid flight number (e.g., 'KE123') or airline IATA code","Incheon Airport FIDS system operational and synchronized","MCP client implementation","Parking facility identifiers (lot codes or names)","Incheon Airport parking management system API access","MCP client with search capability"],"failure_modes":["Data refresh latency depends on airport sensor polling interval (typically 5-15 minute delays)","Congestion data may not distinguish between different terminal sections or check-in areas","No historical trend analysis or predictive congestion forecasting built-in","Status updates lag actual airport operations by 2-5 minutes due to FIDS system refresh cycles","Flight number search requires exact match; no fuzzy matching for misspelled flight codes","No access to seat assignments, boarding group information, or passenger manifest data","Availability data updates every 5-10 minutes; real-time spot-level granularity not available","No integration with parking reservation or payment systems; lookup-only capability","Pricing may vary by vehicle type, duration, or promotional periods not reflected in base query","Search results show scheduled flights only; does not filter by seat availability or pricing from booking systems","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.5758530176491854,"quality":0.39,"ecosystem":0.38999999999999996,"match_graph":0.25,"freshness":0.5,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.15,"match_graph":0.23,"freshness":0.12}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:25.635Z","last_scraped_at":"2026-05-03T15:18:28.633Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=aitutor3-icn-mcp","compare_url":"https://unfragile.ai/compare?artifact=aitutor3-icn-mcp"}},"signature":"6AItwGNd0/KN2rhC9UEdt3V/RzLjvh46lNPF+klIEDKmdIumQDILY6ct5cC4hcqHdm5f86a5kzJdWWOGvS+SDw==","signedAt":"2026-06-21T18:25:19.882Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/aitutor3-icn-mcp","artifact":"https://unfragile.ai/aitutor3-icn-mcp","verify":"https://unfragile.ai/api/v1/verify?slug=aitutor3-icn-mcp","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}