ZBS Index What actually exists in applied AI, with the source next to it

mcp server

seat-intelligence

Airline seat quality scores (1-10) with notes. 61+ configs across 10 US airlines.

Description as published by the maintainer. Source

  • version 1.0.0
  • slowing

slowing — Registry entry last updated 2026-04-08.

What this server can do

8 functions, named and described by the server itself. Parameter names are shown because they say more about what a function does than its name usually does.

rowhint_compare_seats(seat_a, seat_b, config_id)
Compare two specific seats on the same aircraft side by side. Returns scores, notes, dimensions, and a recommendation for which seat is better. Use when someone asks "Should I pick 14A or 22F on the Southwest 737 MAX 8?" or is deciding between two seats. Required: config_id, seat_a, seat_b.
rowhint_get_best_seats(cabin, limit, config_id)
Find the highest-rated seats on a specific aircraft configuration. Filter by cabin class (economy, premium, business, first) and number of results. Use when someone asks "What's the best seat on the United 777?" or "Best economy seat on Delta A321neo?" Required: config_id.
rowhint_get_config_overview(airline, aircraft, config_id)
Get a summary of an aircraft configuration including total seats, cabin layout, best and worst seats per cabin, and facility locations (galleys, lavatories). Use when someone asks "Tell me about the American Airlines 787-9" or wants a general overview before choosing a seat. Also use to discover valid config_ids for other tools.
rowhint_get_seat_score(seat, config_id)
Get the quality score (1-10), color rating, and detailed notes for a specific airline seat. Returns comfort assessment, recline data, proximity warnings, and window alignment issues. Use when someone asks "Is seat 14A good on the Delta 737-800?" or wants to know about a specific seat before booking. Required: config_id, seat.
rowhint_get_windowless_seats(config_id)
List all window-position seats that have no actual window on a specific aircraft. These are seats labeled as window seats in airline booking systems but where the fuselage structure blocks the view. Use when someone asks about window seats, specifically wants to avoid windowless positions, or is choosing between window seats. Required: config_id.
rowhint_help_me_pick(flight)
Conversational seat picker. Asks the user a few structured questions (flight, route length, what they care most about, cabin class), then returns the top 3 seat recommendations with notes. Use this when someone wants help choosing but hasn't specified a seat or even which aircraft — the tool walks them through it via elicitation.
rowhint_pick_seat(cabin, flight, position, priority)
Get the best seat recommendations for a specific flight. Takes a flight number (e.g., "UA1234", "DL567") and optionally cabin class, seat position preference (window/aisle), and priority (legroom/recline/quiet). Returns top picks with scores and notes, seats to avoid, aircraft info, and a confidence rating. Use when someone says "I'm flying AA1234 next week, where should I sit?" or "Best window seat on DL567?" This is the easiest way to get seat recommendations — just provide a flight number. Required: flight.
rowhint_seat_roast(seat, config_id)
Roasts a specific airline seat. Returns a one-paragraph, voice-y takedown of the seat based on its quality score, proximity issues, recline/legroom data, and any notes. Use when someone asks 'how bad is seat 31B on the United 787-9?' — they want the unvarnished truth, not a neutral lookup.

Last successful function declaration observed on . Source: https://mcp.rowhint.com/mcp. We list what the server declared; we do not call any of these functions.

Endpoint status observed on . Source: https://mcp.rowhint.com/mcp.

Signals

These are separate measurements of different things. They are deliberately not combined into one score, because a popularity number that mixes website traffic with saves and stars cannot be checked or acted on.

Signal Value What it measures Window Observed Source
Latest published version 1.0.0 Latest version string the maintainer published to the registry. as of fetch Model Context Protocol
Registry record last updated 2026-04-08 When the registry record was last updated by its maintainer. point in time Model Context Protocol
First listed in the MCP Registry 2026-04-08 Date this server was first published to the official MCP Registry. Not a usage or quality measure. point in time Model Context Protocol
mcp tools declared 8 tools Number of functions the server itself declared when asked to list them. This is what the server offers an agent, not a measure of how well any of them work. as of probe mcp.rowhint.com
mcp endpoint status ok The server listed 8 functions when asked. as of probe mcp.rowhint.com

Where to get it

This record as data

Every field on this page, with its source and observation date, is in the catalog JSON. Fetch the whole kind at once instead of parsing this HTML.

GET /api/v1/entries/mcp_server.json

Sources

  1. Tools declared by the MCP server at https://mcp.rowhint.com/mcp — mcp.rowhint.com, observed , trust tier 1.
  2. Official MCP Registry — Model Context Protocol, observed , trust tier 1.