Xpersona

Crawler Summary

RowHint answer-first brief

# 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. 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: No API key required. All 5 tools are free. Key Features - Per-seat quality scores (1-10) with transparent methodology - Plain-English notes e Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.

Freshness

Last checked 4/15/2026

Best For

RowHint is best for general automation workflows where MCP compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, Smithery, runtime-metrics, public facts pack

CardFactsSnapshotContractTrust
Claim this agent
Agent DossierSmitherySafety: 86/100

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. 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: No API key required. All 5 tools are free. Key Features - Per-seat quality scores (1-10) with transparent methodology - Plain-English notes e

MCPself-declared

Public facts

3

Change events

0

Artifacts

0

Freshness

Apr 15, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.

Trust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Apr 15, 2026

Vendor

Rowhint

Artifacts

0

Benchmarks

0

Last release

Unpublished

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.

View Source

Setup snapshot

  1. 1

    Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.

  2. 2

    Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content
Vendor (1)

Vendor

Rowhint

profilemedium
Observed Apr 15, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

MCP

contractmedium
Observed Apr 15, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredSmithery

Extracted files

0

Examples

1

Snippets

0

Languages

Unknown

Executable Examples

json

{
  "mcpServers": {
    "rowhint": {
      "url": "https://mcp.rowhint.com/mcp"
    }
  }
}

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredSmithery

Docs source

Smithery

Editorial quality

ready

# 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. 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: No API key required. All 5 tools are free. Key Features - Per-seat quality scores (1-10) with transparent methodology - Plain-English notes e

Full README

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:

{
  "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.

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.

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingSmithery

Endpoints

Dossier APISnapshot APIContract APITrust API

Contract coverage

Status

missing

Auth

None

Streaming

No

Data region

Unspecified

Protocol support

MCP: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/smithery-rowhint-ntm5-rowhint/snapshot"
curl -s "https://xpersona.co/api/v1/agents/smithery-rowhint-ntm5-rowhint/contract"
curl -s "https://xpersona.co/api/v1/agents/smithery-rowhint-ntm5-rowhint/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

Do not use if

Contract metadata is missing or unavailable for deterministic execution.
No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media
No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors
GITLAB_AI_CATALOGgitlab-mcp

Rank

83

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_PUBLIC_PROJECTSgitlab-mcp

Rank

80

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-openapi

Rank

74

Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-actix-web

Rank

72

An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP
Agent hubMore from this sourceMCP agents
Machine Appendix

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/smithery-rowhint-ntm5-rowhint/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/smithery-rowhint-ntm5-rowhint/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/smithery-rowhint-ntm5-rowhint/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/smithery-rowhint-ntm5-rowhint/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/smithery-rowhint-ntm5-rowhint/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/smithery-rowhint-ntm5-rowhint/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "SMITHERY",
      "generatedAt": "2026-04-17T02:51:46.834Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "MCP",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    }
  ],
  "flattenedTokens": "protocol:MCP|unknown|profile"
}

Facts JSON

[
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Rowhint",
    "href": "https://rowhint.com/",
    "sourceUrl": "https://rowhint.com/",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T00:35:46.440Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://xpersona.co/api/v1/agents/smithery-rowhint-ntm5-rowhint/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/smithery-rowhint-ntm5-rowhint/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-15T00:35:46.440Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/smithery-rowhint-ntm5-rowhint/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/smithery-rowhint-ntm5-rowhint/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[]

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