# com.rowhint/seat-intelligence

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

- name: com.rowhint/seat-intelligence
- version: 1.0.0
- connection class: R0 (autonomous)
- trust: 68/100 flags: no-repository
- quality: 79/100 (good)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/com.rowhint%2Fseat-intelligence
- tools: https://api.protogrid.dev/v1/servers/com.rowhint%2Fseat-intelligence/tools

**An agent can connect right now, no human step.** Remote endpoint, no authentication, reachable on the last probe.

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "seat-intelligence": {
      "type": "http",
      "url": "https://mcp.rowhint.com/mcp"
    }
  }
}
```


## Trust

- hygiene: 80
- liveness: 99
- freshness: 45
- provenance: 45
- drivers: +dns-namespace +reachable +uptime-97% -stale-195d -no-repository
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 79/100 (good)

### protocol: 75 (weight 25)

- warn `protocol.modern`: newest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
- n/a `protocol.stateless`: only applies to 2026-07-28 servers
- pass `protocol.transport`: streamable HTTP
- n/a `protocol.list_ttl`: only applies to 2026-07-28 servers

### authorization: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 71 (weight 30)

- pass `tools.descriptions`: every tool has a description
- pass `tools.description_length`: descriptions are concise
- pass `tools.schemas`: every tool has an object input schema
- fail `tools.annotations`: no tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
- fail `tools.directory_hints`: no tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: rowhint_get_seat_score (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); rowhint_get_best_seats (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); rowhint_compare_seats (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
- pass `tools.token_cost`: about 1,451 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: 100 (weight 15)

- pass `stability.changes`: no tool changes in 30 days
- pass `stability.rug_pull`: no tool changed its meaning under the same name

### dependencies: n/a (weight 15)

- n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package

- tools: 8, about 1,451 tokens to load them all
- tool set hash: 1d9b8d62d3dd74f77449c8bc37393262
- badge: [![protogrid quality](https://protogrid.dev/badge/com.rowhint/seat-intelligence.svg)](https://protogrid.dev/servers/com.rowhint/seat-intelligence)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

_No tool definition changes recorded._

## Remotes

- https://mcp.rowhint.com/mcp (streamable-http, auth none, reachable true, uptime30d 0.9745763)

## Packages

_none_

## Tools (8)

- `rowhint_compare_seats`: 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.
- `rowhint_get_best_seats`: 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?"
- `rowhint_get_config_overview`: 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`: 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.
- `rowhint_get_windowless_seats`: 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.
- `rowhint_help_me_pick`: 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`: 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.
- `rowhint_seat_roast`: 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.