{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_d7c3ufegzafj","handle":"lounge-frog","url":"https://wellknown.network/agents/lounge-frog","links":{"self":"https://wellknown.network/agents/lounge-frog/record.json","html":"https://wellknown.network/agents/lounge-frog","markdown":"https://wellknown.network/agents/lounge-frog/record.md","api":"https://wellknown.network/api/v1/agents/lounge-frog","status":"https://wellknown.network/api/v1/agents/lounge-frog/status","claim":"https://wellknown.network/agents/lounge-frog/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/lounge-frog/claim.json","badge":"https://wellknown.network/agents/lounge-frog/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/lounge-frog/history","tools":"https://wellknown.network/api/v1/agents/lounge-frog/tools"},"ard":{"identifier":"urn:air:public.loungefrog.com:server:lounge-frog","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"Lounge Frog","summary":"Research airport lounges, card access, airline seats, cruises and travel rewards with source links.","description":"Research airport lounges, card access, airline seats, cruises and travel rewards with source links.","publisher":{"name":"flyptkarsh","url":null},"homepage":"https://www.loungefrog.com","repository":null,"version":"0.3.0","license":null,"protocols":["mcp"],"tags":[],"pricing":null,"endpoints":[{"url":"https://public.loungefrog.com/mcp","type":"mcp_streamable_http","auth":null,"probeable":true}],"skills":null,"tools":null,"extra":{"updatedAt":"2026-11-04T18:31:11.087029Z","publishedAt":"2026-11-04T18:31:11.087029Z","registryName":"io.github.flyptkarsh/lounge-frog"},"attribution":{"kind":"mcp_registry","name":"mcp_registry","summary":"mcp_registry","version":"mcp_registry","description":"mcp_registry","homepageUrl":"mcp_registry","publisherName":"mcp_registry"}},"derived":{"capabilities":[{"slug":"commerce.travel","name":"Travel & Booking","confidence":1,"provenance":"derived"},{"slug":"geo.maps","name":"Maps & Places","confidence":1,"provenance":"derived"},{"slug":"data.news","name":"News & Feeds","confidence":0.933,"provenance":"derived"},{"slug":"dev.filesystem","name":"Filesystem","confidence":0.54,"provenance":"derived"},{"slug":"dev.docs-lookup","name":"Documentation Lookup","confidence":0.54,"provenance":"derived"},{"slug":"ai.agent-discovery","name":"Agent Discovery","confidence":0.54,"provenance":"derived"},{"slug":"content.seo","name":"SEO","confidence":0.525,"provenance":"derived"},{"slug":"data.weather","name":"Weather","confidence":0.525,"provenance":"derived"}],"categories":["ai","commerce","content","data","dev","geo"],"language":"en"},"observed":{"status":"live","statusReason":"Responded 4h ago.","lastOkAt":"2026-11-06T14:25:32.957Z","lastProbedAt":"2026-11-06T14:25:32.957Z","statusComputedAt":"2026-11-06T14:29:22.770Z","reliability30d":{"probes":1,"successRate":1,"p50Ms":248,"basis":"service","measures":{"availability":"availability","latency":"response time","tools":"tool surface observed","summary":"Checks reached the service itself."},"checks":{"total":1,"ok":1,"authBoundaryOk":0,"serviceOk":1,"note":"Counted from the observation rows for the window, checks of the server only (HTTP, A2A card, MCP initialize). ok = authBoundaryOk + serviceOk. `probes` is the sum of daily rollups and includes registry checks, so it can differ from `total`."}},"latestObservations":[{"at":"2026-11-06T14:25:32.957Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":248,"error":null,"detail":{"tools":[{"name":"search_politics","description":"Search 567politics reporting, parties, factions, politicians, country systems and policy issues to answer political questions. Accepts a question or keywords; o"},{"name":"get_politics_profile","description":"Read a public 567politics party, faction, politician, country-system or issue profile using the exact kind, slug and countrySlug from search_politics. Parties, "},{"name":"get_political_spectrum","description":"Read 567politics selected party/faction positions and independently sourced politician placements in a supported electoral system. Use the country slug from sea"},{"name":"connect_account","description":"Start optional OAuth sign-in only when the user asks to connect or accepts an invitation. Public research does not require this. Over HTTP, anonymous calls rece"},{"name":"get_account_features","description":"See what signing in adds: saved lounge-access wallets, home airport, rewards programs, cruise passport, travel map and newsletter preferences. Returns example p"},{"name":"list_apps","description":"All apps covered by this connector, with canonical home links."},{"name":"search_app_content","description":"Search public content from all five apps: Lounge Frog news, Cruises Frog ships and guides, Seats Frog seat maps, Points Frog calculators and news, and 567politi"},{"name":"get_points_program","description":"Points Frog program valuation, sourced guide and direct calculator link. Estimates are not guaranteed cash value."},{"name":"get_politics_races","description":"Read the current published 567politics race snapshot with provider timestamps. Market prices are not election forecasts. Use search_app_content for individual e"},{"name":"search_programs","description":"Find credit cards, lounge programs, and airline loyalty programs in the Lounge Frog catalog, with page links. Returns slugs to use with the other tools, plus wh"},{"name":"get_program","description":"A credit card, lounge network, or airline status program by slug: fee, tiers, the lounge programs it unlocks or the cards that include it, how many open lounges"},{"name":"list_grants","description":"Relationships of the form 'holding card X unlocks lounge program Y', with both pages' links. Filter by the granting card or the unlocked lounge program."},{"name":"check_access","description":"Given a set of card and lounge-program slugs a traveler holds, list every lounge program they can use and why, with each program's page."},{"name":"get_lounge_metrics","description":"The metric slugs a lounge is scored on (1-5) with what a 5 means and each metric's leaderboard page, and the bar-type slugs. Use for the \"by\" argument of top_lo"},{"name":"search_lounges","description":"Airport lounges on Lounge Frog with their terminal, hours, editorial rating, who gets in, and page link. Narrow by airport (\"which lounges are at JFK?\"), by a c"},{"name":"get_lounge","description":"Everything about a lounge: where it is (airport, terminal, nearest gate, directions, airside or landside), hours, guest policy, showers and bar, years opened an"},{"name":"get_amenity_metrics","description":"The metric slugs an airport or a terminal is scored on (1-5: security speed, baggage delivery, ...) with what a 5 means, and the page explaining how Lounge Frog"},{"name":"list_airports","description":"Airports in the Lounge Frog directory with their city, country, number of open lounges, editorial rating, and page link. Search by code, name or city, or narrow"},{"name":"get_airport","description":"One airport by IATA code or slug: its editorial ratings, whether you can change terminals airside, and every terminal with the lounges in it, each with its stat"},{"name":"list_airlines","description":"Airlines on Lounge Frog with their IATA code, slug, founding year, closure date, rating, and page link. Filter by a fragment of the name or code."},{"name":"get_airline","description":"One airline in full: code, founding year, where it is based, its hubs, mileage program, customer service number, its safety record, and its page link."},{"name":"list_terminal_airlines","description":"The airlines recorded as operating from a terminal, with their page links."},{"name":"search_news","description":"Stories Lounge Frog, Cruises Frog and Points Frog have published (lounge openings, program changes, cruise news, points and miles news), newest first, each with"},{"name":"list_news","description":"The articles from other publications that an airport, terminal, lounge, or airline page on Lounge Frog links to, newest first. search_news has the sites' own st"},{"name":"list_lounge_references","description":"Articles and reviews from other publications that a lounge's page links to, newest first."},{"name":"list_images","description":"Photos on an airport, terminal, or lounge page, best-voted first, with their credits."},{"name":"list_articles","description":"Lounge Frog's guides (a card's or lounge network's lounges at one airport, two cards compared, the best lounges on one metric, editorial lists), featured first,"},{"name":"get_article","description":"One published article in full, by id (list_articles gives them), with its page link."},{"name":"search_terminals","description":"Find terminals across every airport on Lounge Frog by name, slug, airport code, or city, with their ratings and page links. Returns the slugs get_terminal takes"},{"name":"get_terminal","description":"A terminal's amenity ratings and renovation date, the airlines that fly from it, and every lounge inside it."},{"name":"top_lounges","description":"The lounge leaderboard the site's Top 100 page is built from, ranked by overall score or by one metric (get_lounge_metrics lists the metric slugs)."},{"name":"top_airlines","description":"The airline leaderboard, ranked by overall score or by one metric (get_airline_metrics lists the metric slugs)."},{"name":"get_airline_metrics","description":"The metric slugs an airline is scored on (1-5) with what a 5 means, for the \"by\" argument of top_airlines."},{"name":"search_iata","description":"Search the worldwide IATA airport list, far larger than the lounge directory, by code or by the start of an airport or city name. Resolves a city to the code th"},{"name":"get_iata","description":"The reference entry for a single 3-letter code: full name, city, country, and kind."},{"name":"list_seatmaps","description":"Every airline seat map on Seats Frog (or one airline's), with seat counts by cabin, the date each was checked, and its page link."},{"name":"get_seatmap","description":"One airline layout: cabins with pitch, width and layout, the row features and seat notes as saved, and the best and worst seats the site shows."},{"name":"list_routes","description":"Nonstop routes on Lounge Frog's route maps: one airline's, every airline's from one airport (that airport listed first), or both. Each line has the dates, the s"},{"name":"list_ship_tracking","description":"Read verified catalog ship MMSIs, latest actual AIS positions, and fresh, stale or missing coverage. Filter by ship UUID/slug or coverage status. Older position"},{"name":"get_ship_positions","description":"A ship's saved hourly positions (up to the latest 168 hours, newest first): time, latitude, longitude, speed, course, heading and, for imported ones, the source"},{"name":"list_cruise_port_catalog","description":"Cruise ports by five-character UN/LOCODE, names, aliases and every connected IATA airport. Use the port code for guides and activity pages; several airports can"},{"name":"get_cruise_port_guide","description":"One port's saved guide: intro, things to do, high and low season months, regular callers, and the airport transfer (route, rental cars, ease)."},{"name":"list_cruise_lines","description":"Cruise lines on Cruises Frog with their style, who they suit, fleet rating (the average of their ships' editorial scores), owner, ship count, solo cabins, and p"},{"name":"get_cruise_line","description":"One cruise line by slug or UUID: owner, headquarters, loyalty program, website, write-up, and every ship in its fleet with page links."},{"name":"list_cruise_ships","description":"Cruise ships with their line, class, year, tonnage, capacity, rating, status, and page link. Narrow by line, by a region they sail (e.g. \"Mediterranean\"), by a "},{"name":"get_cruise_ship","description":"One ship by slug or UUID: every figure on record, its editorial ratings, write-up, deck plan links, cover photo, and page link."},{"name":"get_ship_metrics","description":"The axes a cruise ship is scored on, 1 to 5, with what a 5 means and each one's leaderboard page."},{"name":"list_cruise_regions","description":"Every region cruise ships sail (oceans, then rivers), what a cruise there is usually like, how many ships on Cruises Frog sail it, and its page."},{"name":"list_cruise_loyalty","description":"Every cruise line's loyalty program with its tier ladder and page link."},{"name":"get_cruise_loyalty","description":"One loyalty program by slug or UUID: each tier with what it takes to reach and its perks, how members earn credit, any status match, and the page link."},{"name":"top_cruise_ships","description":"Rated cruise ships best first, overall or by one metric (see get_ship_metrics), with the leaderboard's page link."},{"name":"list_cruise_news","description":"Cruise news, newest first, each story with the ship or line it covers and that page's link: the whole feed, one line's news (line: its own stories and its ships"},{"name":"list_cruise_ports","description":"The ports cruise ships on Cruises Frog sail from, busiest first, identified by their five-character UN/LOCODE: port names and airport connections, how many ship"},{"name":"get_ship_deck_plans","description":"For one cruise ship: its deck plan editions by sailing dates, with the PDF and the cruise line's own source, the cabin grades, and Cruises Frog's notes on quiet"},{"name":"get_point_value_history","description":"Dated cents-per-point observations and documented devaluation events, with the Points Frog program page. Estimates are not guaranteed cash value; historical obs"},{"name":"list_point_values","description":"Points Frog's estimated redemption value of one point or mile, in US cents, for airline, hotel, bank and other rewards programs, highest first, each with its pr"},{"name":"get_point_value","description":"One rewards program on Points Frog: its estimated value per point or mile, what 10,000, 50,000 and 100,000 are worth, the lines between a great, fair and poor a"},{"name":"value_points","description":"What a balance of points or miles is worth at Points Frog's value for the program. Given the cash price of the same booking (and the award's taxes and fees), al"},{"name":"compare_point_programs","description":"Two rewards programs on Points Frog compared: which is worth more per point or mile and by how much, what 10,000, 50,000 and 100,000 of each are worth, and each"},{"name":"best_credit_cards","description":"Points Frog's ranking of popular US rewards cards for one kind of spending (dining, groceries, flights, hotels, gas, streaming, everyday spending, or no annual "},{"name":"list_transfer_bonuses","description":"Transfer bonuses the Frog sites have reported (extra miles or points when moving bank points such as Amex Membership Rewards or Chase Ultimate Rewards to an air"},{"name":"list_calculators","description":"Points Frog's free money calculators (retirement, FIRE, mortgages, rent vs buy, home affordability, house poor, loans, credit card payoff and rewards, inflation"},{"name":"get_embed_code","description":"The HTML that puts one of the sites' widgets on another website: a 567politics spectrum chart (page_url=https://567politics.com/political-spectrum?country=