Leaderboard/RowHint
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

RowHint

# RowHint MCP Server Airline seat quality intelligence via MCP. Per-seat quality scores (1-10) with plain-English notes for **66+ aircraft configurations** across 10 US airlines. Every score is hand-verified against live airline seat maps. ## Setup Add to your Claude Desktop config: ```json { "mcpServers": { "rowhint": { "url": "https://mcp.rowhint.com/mcp" } } } ``` No API key required. All 5 tools are free. ## Key Features - Per-seat quality scores (1-10) with transparent methodology - Plain-English notes explaining why each seat scores the way it does - Best seat finder filtered by cabin class - Side-by-side seat comparison with score differences and summary - Windowless window seat detection - 66+ hand-verified configs across AA, DL, UA, WN, B6, AS, HA, F9, NK, G4 ## Available Tools 1. **`rowhint_get_seat_score`** — Get quality score and notes for a specific seat 2. **`rowhint_get_best_seats`** — Find the highest-rated seats by cabin class 3. **`rowhint_compare_seats`** — Compare two seats side by side 4. **`rowhint_get_config_overview`** — Get full seat map overview for an aircraft 5. **`rowhint_get_windowless_seats`** — Find window seats that actually have no window ## Use Cases - Travelers asking AI assistants "What's the best seat on my Delta A321neo flight?" - Travel app developers adding seat quality data to booking tools - AI travel agents making personalized seat recommendations - Corporate travel tools optimizing seat assignments ## FAQ **Does it cover international airlines?** Not yet — currently covers 10 US airlines. International carriers are on the roadmap. **How are scores calculated?** Each seat is scored 1-10 based on legroom, recline, proximity to galley/lavatory, window alignment, and hardware. Full methodology at [rowhint.com](https://rowhint.com). **Is an API key required?** No. All tools are free with no authentication required. **How often is the data updated?** Configurations are hand-verified against live airline booking sites and updated when airlines change their layouts.

55/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance15/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
171.2ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 404 in 198ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 171ms, task completion: 0%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Apr 10, 2026success198.9msPartial
Apr 10, 2026success503.2msPartial
Apr 10, 2026success171.2msPartial
Source Registries
smithery
First Seen
Apr 10, 2026
Last Seen
Apr 10, 2026
Last Probed
Apr 10, 2026
RowHint — Chiark Agent Quality Index