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Seatmaps

Community
borski
seatmaps

Aircraft seat maps, cabin dimensions, and seat recommendations via SeatMaps.com and AeroLOPA. Search by flight number or airline+aircraft via agent-browser.

Overview

Publisherborski
Repositorytravel-hacking-toolkit
Skill nameseatmaps
Stars
690
Forks
75
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by borski on GitHub. Read the source before you install it.

Installation

Install the Seatmaps AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/borski/travel-hacking-toolkit/tree/main/plugins/travel-hacking-toolkit/skills/seatmaps
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/borski/travel-hacking-toolkit.git /tmp/travel-hacking-toolkit
mkdir -p .claude/skills
cp -r /tmp/travel-hacking-toolkit/plugins/travel-hacking-toolkit/skills/seatmaps .claude/skills/seatmaps
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Seatmaps in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Seatmaps on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Seatmaps is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Seat Maps

Look up aircraft seat maps, cabin dimensions (pitch, width, recline), seat recommendations, and flight reviews. Uses SeatMaps.com (browser automation) as the primary data source and AeroLOPA as a visual complement.

Requires agent-browser CLI. Install: npm install -g agent-browser && agent-browser install

When to Use

  • User wants to know the best seats on a specific flight
  • Comparing cabin configurations across aircraft variants
  • Checking seat pitch, width, recline for a cabin class
  • Identifying seats near galleys, lavatories, or exits
  • Verifying which aircraft variant operates a specific route
  • Looking up seat map ratings and flight reviews

When NOT to Use

  • Booking seats. Find information only. Do not select or purchase seats.
  • Real-time availability. Seat maps show the aircraft layout, not which seats are currently open.

Two Sources, Different Strengths

FeatureSeatMaps.comAeroLOPA
Flight number searchYesNo
Seat recommendationsYes (color coded)No (information only)
Cabin dimensionsYes (pitch/width/recline)Sometimes
Window alignmentNoYes (to-scale drawings)
360° cabin viewsSome aircraftNo
Seat ratingsYes (user reviews)Coming 2026
Aircraft variantsYes (tabs)Yes

Default workflow: Search SeatMaps first (data extraction). Link to AeroLOPA for visual window alignment detail when the user wants geeky precision.

Search by Flight Number (Primary Workflow)

Use agent-browser to search SeatMaps by flight number. This identifies the aircraft type and loads the correct seat map automatically.

Step 1: Navigate and switch to flight number search

bash
agent-browser open "https://seatmaps.com/"
agent-browser wait --load networkidle

# Switch to flight number search mode
agent-browser snapshot -i
# Find and click "Search by flight#" toggle
agent-browser click @eN  # ref for "Search by flight#" generic element

Step 2: Fill search form

bash
# Type airline name in AIRLINE field
agent-browser fill @eAIRLINE "Air France"
agent-browser wait 2000

# Click the autocomplete suggestion (e.g., "(AF) Air France")
agent-browser snapshot -i
agent-browser click @eSUGGESTION  # ref for the correct airline suggestion

# Enter flight number (digits only, no airline code)
agent-browser fill @eFLIGHT "83"

# Optional: change date if needed
# agent-browser fill @eDATE "15-Aug-26"

# Click FIND
agent-browser click @eFIND
agent-browser wait 5000

Step 3: Extract cabin data AND screenshots

After navigation, get both the structured data and visual seat map:

bash
# Get structured data (cabin specs, ratings, reviews)
agent-browser snapshot -c

# Take full-page screenshot (captures everything: cabin photos, specs, reviews)
agent-browser screenshot --full seatmap-full.png

# Scroll to the interactive seat map and take viewport screenshots
# The seat map is an iframe that renders visually in screenshots
agent-browser scroll up 5000
agent-browser scroll down 400
agent-browser wait 1000
agent-browser screenshot seatmap-map-top.png      # First/Business section

agent-browser scroll down 600
agent-browser screenshot seatmap-map-middle.png    # Premium Economy section

agent-browser scroll down 600
agent-browser screenshot seatmap-map-bottom.png    # Economy section

Screenshots capture the color-coded interactive seat map. Each seat is color-coded:

  • Dark blue = Standard seat
  • Green = More comfort (extra legroom, quiet area, good window alignment)
  • Olive/yellow-green = Some issues (limited recline, misaligned window)
  • Yellow = Mixed features (extra legroom BUT near lavatory)
  • Red = Reduced comfort (no recline, galley noise, narrow)

Read the screenshots to identify specific good/bad seats by row and letter, then recommend the best options.

The results page also contains:

  • Aircraft type in the page heading (e.g., "Air France Boeing 777-300ER")
  • Variant tabs (e.g., V.1 through V.5) showing different configurations
  • Per-cabin data in a DescriptionList:
    • Seats count
    • Pitch (inches)
    • Width (inches)
    • Recline (degrees)
  • Aircraft overview text with seat configuration summary
  • Seat map rating (e.g., "4.49 out of 5, based on 389 reviews")
  • Flight reviews with links to external reviews (OMAAT, Sam Chui, etc.)
  • Codeshare airlines list

Step 4: Check other variants (if multiple)

Click variant tabs to compare configurations:

bash
agent-browser click @eVARIANT  # ref for "777-300ER V.2" tab
agent-browser wait 2000
agent-browser snapshot -c

Direct URL Search (Fast Path)

When you already know the airline and aircraft, skip the form and navigate directly:

https://seatmaps.com/airlines/{iata-code}-{airline-name-slug}/{aircraft-slug}/

URL Pattern Examples

AirlineAircraftURL
Air France777-300ERseatmaps.com/airlines/af-air-france/boeing-777-300er/
KLM737-800seatmaps.com/airlines/kl-klm/boeing-737-800/
SASA350-900seatmaps.com/airlines/sk-sas/airbus-a350-900/
United787-9seatmaps.com/airlines/ua-united/boeing-787-9/
DeltaA330-900seatmaps.com/airlines/dl-delta/airbus-a330-900neo/

Airline page (fleet listing)

https://seatmaps.com/airlines/{iata-code}-{airline-name-slug}/

This lists all aircraft types the airline operates with links to each seat map.

AeroLOPA Links

AeroLOPA doesn't have predictable URLs or flight number search. Use their homepage to browse:

https://www.aerolopa.com/

When presenting results, include the AeroLOPA link for the airline so users can find the to-scale visual map with window alignment:

For geeky detail (window positions, to-scale layout): https://www.aerolopa.com/
Search for [Airline] [Aircraft] on the page.

Output Format

Always use markdown tables.

Cabin comparison (single aircraft)

CabinSeatsPitchWidthRecline
First479"24"180°
Business5861"21"180°
Premium Economy2838"19"124°
Economy20632"17"118°

After the table

  • Note which variant is shown (e.g., "V.1 of 5 variants")
  • Flag if the aircraft has notably good or bad ratings
  • Link to the SeatMaps page for the interactive seat map
  • Link to AeroLOPA for visual window alignment detail
  • Mention relevant flight reviews if available
  • If multiple variants exist, note key differences (e.g., "V.2 has no First Class, 42 J seats instead of 58")

Variant comparison (when relevant)

VariantConfigFirstBusinessPrem EconEconomyTotal
V.14/58/28/20645828206296
V.20/42/0/315—42—315357

Seat Map Key (Color Coding)

SeatMaps uses these categories on their interactive map:

ColorMeaning
StandardNormal seat, no issues
More comfortExtra legroom, window alignment, quiet location
Some issuesMinor concern (e.g., limited recline, misaligned window)
Mixed featuresTradeoffs (e.g., extra legroom but near lavatory)
Reduced comfortAvoid if possible (e.g., no recline, galley noise, narrow)

The interactive seat map in the iframe shows individual seat colors. Click seats on the SeatMaps website to see per-seat notes.

Notes

  • SeatMaps identifies the correct aircraft variant for a flight number on a given date
  • Aircraft assignments can change. Check closer to departure for accuracy.
  • AeroLOPA is rebuilding their site (launching 2026) with seat ratings, heat maps, and favorites
  • SeatGuru (TripAdvisor) shut down permanently. SeatMaps and AeroLOPA are the replacements.
  • SeatMaps has a paid API via Quicket GmbH (sandbox.quicket.io/redoc) for enterprise use. The browser automation approach works for individual lookups.

Frequently asked questions

What does the Seatmaps AI skill do?

Aircraft seat maps, cabin dimensions, and seat recommendations via SeatMaps.com and AeroLOPA. Search by flight number or airline+aircraft via agent-browser.

Why use Seatmaps on TypingMind?

Because you install it once and use it with any model. Seatmaps is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Seatmaps in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/borski/travel-hacking-toolkit/tree/main/plugins/travel-hacking-toolkit/skills/seatmaps. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Seatmaps?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Seatmaps?

As many as you like. As long as a model supports skills, you can use Seatmaps with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Seatmaps AI skill free?

Yes. It is published on GitHub by borski under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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