Install
$ agentstack add skill-borski-travel-hacking-toolkit-seatmaps ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
Verified badge
Passed review? Show it. Paste this badge into your README, it links to the public security report.
Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →About
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
| Feature | SeatMaps.com | AeroLOPA | |---------|-------------|----------| | Flight number search | Yes | No | | Seat recommendations | Yes (color coded) | No (information only) | | Cabin dimensions | Yes (pitch/width/recline) | Sometimes | | Window alignment | No | Yes (to-scale drawings) | | 360° cabin views | Some aircraft | No | | Seat ratings | Yes (user reviews) | Coming 2026 | | Aircraft variants | Yes (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
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
# 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:
# 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:
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
| Airline | Aircraft | URL | |---------|----------|-----| | Air France | 777-300ER | seatmaps.com/airlines/af-air-france/boeing-777-300er/ | | KLM | 737-800 | seatmaps.com/airlines/kl-klm/boeing-737-800/ | | SAS | A350-900 | seatmaps.com/airlines/sk-sas/airbus-a350-900/ | | United | 787-9 | seatmaps.com/airlines/ua-united/boeing-787-9/ | | Delta | A330-900 | seatmaps.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)
| Cabin | Seats | Pitch | Width | Recline | |-------|-------|-------|-------|---------| | First | 4 | 79" | 24" | 180° | | Business | 58 | 61" | 21" | 180° | | Premium Economy | 28 | 38" | 19" | 124° | | Economy | 206 | 32" | 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)
| Variant | Config | First | Business | Prem Econ | Economy | Total | |---------|--------|-------|----------|-----------|---------|-------| | V.1 | 4/58/28/206 | 4 | 58 | 28 | 206 | 296 | | V.2 | 0/42/0/315 | — | 42 | — | 315 | 357 |
Seat Map Key (Color Coding)
SeatMaps uses these categories on their interactive map:
| Color | Meaning | |-------|---------| | Standard | Normal seat, no issues | | More comfort | Extra legroom, window alignment, quiet location | | Some issues | Minor concern (e.g., limited recline, misaligned window) | | Mixed features | Tradeoffs (e.g., extra legroom but near lavatory) | | Reduced comfort | Avoid 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.
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: borski
- Source: borski/travel-hacking-toolkit
- License: MIT
Install and usage instructions live in the source repository linked above.
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Versions
- v0.1.0 Imported from the upstream source.