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AI travel agent MCP server - search flights, hotels, plan itineraries, optimize budgets. Import into Claude or any MCP-compatible AI.

Project description

๐ŸŒ Wander Agent

A travel planning AI with 60 tools, zero API keys required.

Ask your AI anything about travel โ€” flights, hotels, visas, weather, safety, local food, packing lists โ€” and get real data back, not hallucinations.

CI Python 3.10+ MCP License: MIT


What is this?

Wander Agent is a tool plugin for AI assistants (Claude, Cursor, Windsurf, etc.) that gives the AI real travel data to work with.

Without this plugin, asking an AI "cheapest flights from New York to Tokyo in August?" gets you a made-up answer. With this plugin, the AI calls real data sources โ€” Google Flights, Open-Meteo, US State Dept advisories, OpenStreetMap โ€” and gives you actual prices, real forecasts, and live visa requirements.

You talk to the AI the same way you always do. The AI does the rest.

"Plan me a 10-day trip to Bali for 2 people leaving from Dubai in September, budget $3,000" โ†’ Real flights, real hotels, visa requirements, weather forecast, local restaurants, packing list, day-by-day itinerary โ€” all in one response.


What can it do?

โœˆ๏ธ Flights
  • Search live flights (Google Flights + Kiwi.com in parallel)
  • Find hidden-city fares โ€” e.g. buy NYCโ†’Mexico via Houston, exit in Houston at 40% discount
  • Split-ticket search โ€” book two separate tickets via a hub; OTAs are contractually forbidden from showing you this
  • Month-level price scan โ€” check every month for the next year, returns cheapest month to fly
  • Fare calendar โ€” cheapest day within a given month, day-of-week analysis
  • Scan for mistake fares and error pricing from deal alert sites
  • Find the cheapest destination you can fly to from anywhere
  • Find cheapest meeting point for friends flying from different cities
  • Automatically checks nearby airports (JFK also checks EWR, LGA; DXB also checks SHJ, AUH)
๐Ÿจ Hotels
  • Search hotels with direct booking links to Booking.com, Airbnb, Expedia, Tripadvisor, and 6 more
  • Optimize for cheapest flight + hotel combo across flexible dates
๐Ÿ“‹ Visas & Entry
  • Check if you need a visa, e-visa, ETA, or nothing at all
  • See every country you can enter without a full visa
  • Passport power ranking โ€” Henley Index 2024 rank, visa-free %, regional breakdown
  • Dual-passport comparison โ€” see exactly which destinations each passport unlocks that the other doesn't
  • Transit visa check โ€” do you need a visa just to change planes? 200+ passport ร— layover rules
  • Official government apply links included
๐ŸŒค๏ธ Weather
  • 16-day live forecast for any location
  • Best month to visit anywhere based on 5 years of climate data
  • Jet lag calculator with science-based recovery schedule
โš ๏ธ Safety
  • Live US State Dept advisory level for any country (1 = safe, 4 = do not travel)
  • List every country at or above a given risk level
  • Recent travel news: strikes, airport closures, entry bans, protests
๐Ÿ’ฐ Costs
  • Daily budget estimates for 220 cities (budget / mid-range / luxury)
  • Live currency conversion
  • Total trip cost estimate combining flights, hotels, and daily spend
๐Ÿ—บ๏ธ Planning
  • Day-by-day itinerary with weather and activities for each day
  • Rank and score destinations by cost + weather + safety + events
  • Compare multiple destinations side-by-side
  • Aurora viewing destinations with NOAA KP-index forecast
  • Open-jaw trips โ€” fly into Rome, train to Paris, fly home from Paris. Composed automatically.
๐Ÿœ Food & Nightlife
  • Restaurants, bars, pubs, and cafes near any location (OpenStreetMap)
  • Cuisine filters, price level, opening hours, distance
  • Booking links: Google Maps, Zomato, TripAdvisor, Yelp, OpenTable, Resy, Untappd
๐ŸŽ’ On the Ground
  • Packing list tailored to weather, activities, and trip length
  • Language phrasebook for 17 languages with pronunciation guides
  • Layover guide for 10 major hub airports (DXB, SIN, IST, DOH, NRT, CDG, HKG, ICN, AMS, HND)
  • Health requirements: vaccines, water safety, food safety, pre-trip timeline
  • Bus, train, and ferry options with direct booking links
  • Viewpoints, beaches, hiking trails, coworking spaces near any location
  • Local SIM guide โ€” 25+ countries: best prepaid SIM vs eSIM, cost, where to buy, tethering policy
๐Ÿง  Memory & Decisions
  • Saves your home airports, passports, currency, and interests โ€” never ask again
  • Logs your trip history
  • Saved trips โ€” a persistent trip with an 8-item booking checklist that survives across sessions
  • Fare watching โ€” set a target price on a route, re-price on demand, get a buy signal when it drops
  • Value ranking โ€” scores options 0โ€“100 on price plus stops, duration, refundability, baggage and hassle (flags hidden-city / split-ticket risk), so cheapest isn't blindly "best"

Setup (5 minutes)

Step 1 โ€” Install Python

You need Python 3.10 or newer. Check if you have it:

python3 --version

Don't have it? Download from python.org.


Step 2 โ€” Install Wander Agent

From PyPI (recommended):

pip install wander-agent

Or with uv โ€” no install at all, run directly:

uvx wander-agent

Or from source:

git clone https://github.com/VirajMishra1/wander-agent.git
cd wander-agent
pip install -e .

Verify it worked:

wander-agent --help

Step 3 โ€” Connect to your AI

Pick the app you use:

Claude Desktop

Open this file in a text editor:

  • macOS: ~/Library/Application Support/Claude/claude_desktop_config.json
  • Windows: %APPDATA%\Claude\claude_desktop_config.json

Add this:

{
  "mcpServers": {
    "wander-agent": {
      "command": "wander-agent"
    }
  }
}

Save the file, then quit and reopen Claude Desktop.

If you get an error about wander-agent not being found, find the full path first:

which wander-agent

Then use that path in the config:

{
  "mcpServers": {
    "wander-agent": {
      "command": "/usr/local/bin/wander-agent"
    }
  }
}
Claude Code (terminal)
claude mcp add wander-agent wander-agent

Confirm it registered:

claude mcp list
Cursor

Create or edit .cursor/mcp.json in your home directory:

{
  "mcpServers": {
    "wander-agent": {
      "command": "wander-agent"
    }
  }
}

Restart Cursor.

Windsurf

Edit ~/.codeium/windsurf/mcp_config.json:

{
  "mcpServers": {
    "wander-agent": {
      "command": "wander-agent"
    }
  }
}

Restart Windsurf.

Cline (VS Code extension)

Open VS Code settings, search for "Cline MCP", edit cline_mcp_settings.json:

{
  "mcpServers": {
    "wander-agent": {
      "command": "wander-agent"
    }
  }
}
Continue.dev

Edit .continuerc.json in your project or home directory:

{
  "mcpServers": [
    {
      "name": "wander-agent",
      "command": "wander-agent"
    }
  ]
}
Zed

Edit ~/.config/zed/settings.json:

{
  "context_servers": {
    "wander-agent": {
      "command": {
        "path": "wander-agent",
        "args": []
      }
    }
  }
}

Optional: API keys for better data

Everything works without any API keys. These add richer data if you want:

Variable What it unlocks Get it free at
FOURSQUARE_API_KEY Real ratings and price levels for restaurants/bars foursquare.com/developers
TICKETMASTER_API_KEY Live event listings (concerts, sports, shows) developer.ticketmaster.com

Set them before starting your AI:

export FOURSQUARE_API_KEY=your_key_here
export TICKETMASTER_API_KEY=your_key_here

Or add them to your shell profile (~/.zshrc, ~/.bashrc) to make them permanent.


All 60 Tools

โœˆ๏ธ Flights

Tool What it does
search_flights Live flight search across Google Flights and Kiwi.com in parallel. Returns prices, duration, stops, and booking links.
find_skiplagged_fares Hidden-city fares โ€” buy a connecting flight and exit at the layover city. Often 40โ€“60% cheaper. Carry-on only.
find_split_ticket Book two separate tickets through a hub instead of one through-ticket. OTAs are contractually forbidden from showing this. Savings of 20โ€“60% on many routes. Includes full risk disclosure.
find_cheapest_month Scans the next 12 months by sampling the first Tuesday of each month (statistically cheapest booking day). Returns all months ranked by price with season analysis and booking links.
fare_calendar Full month price grid โ€” up to 15 sampled days, day-of-week analysis, price tiers, best/worst weeks. Find the cheapest day to fly within a given month.
find_mistake_fares Scans Secret Flying and The Flight Deal RSS for error fares and flash deals.
cheap_anywhere_from Cheapest destinations from an origin across 114 airports worldwide.
find_destinations_by_budget Finds destinations reachable within a total budget (flights + hotels).
multi_origin_meetup Cheapest city for multiple friends to meet, flying from different cities.
verify_flight_route Confirms a direct or connecting route exists between two airports.
find_aurora_destinations Aurora-viewing destinations with live NOAA KP-index forecast and flight prices.

๐Ÿจ Hotels

Tool What it does
search_hotels Hotels with booking links to Booking.com, Airbnb, Expedia, Tripadvisor, and 6 more.
optimize_budget Finds the cheapest flight + hotel combo across a flexible date window (ยฑ7 days).

๐Ÿ“‹ Visas & Entry

Tool What it does
check_visa_requirement Visa category for a passport + destination pair. Returns visa-free, ETA, e-visa, visa on arrival, or visa required โ€” with the official apply link.
visa_free_destinations Every country a given passport can enter without a full embassy visa.
get_passport_power Henley Index 2024 rank, visa-free access count, frictionless travel %, and regional breakdown for any passport. Pass two passports to get a head-to-head diff: exactly which destinations each one unlocks that the other doesn't.
check_transit_visa Do you need a transit visa at your layover airport? Covers 200+ passport ร— layover-country combinations. Checks LHR, JFK, DXB, SIN, FRA, IST, DOH, NRT, ICN, YYZ, SYD, and 30+ others.

๐ŸŒค๏ธ Weather

Tool What it does
get_weather 16-day live weather forecast for any coordinates. Falls back to 5-year historical data for dates beyond the forecast window.
best_month_to_visit Ranks all 12 months for a location by weather quality, based on historical climate data.

โš ๏ธ Safety & News

Tool What it does
get_travel_advisory US State Dept advisory level (1โ€“4) and summary. Pulled from the live RSS feed.
list_advisories_by_level All countries currently at or above a given advisory level.
get_travel_news Scans Google News for recent disruptions: strikes, airport closures, entry bans, protests.

๐Ÿ’ฐ Costs & Currency

Tool What it does
get_cost_of_living Daily budget estimates for 220 cities across budget, mid-range, and luxury tiers.
convert_currency Live currency conversion via European Central Bank rates.
get_exchange_rates Exchange rates for multiple currencies from a base currency.

๐Ÿ—บ๏ธ Planning & Scoring

Tool What it does
plan_trip_package The main orchestrator. Calls 8+ tools in parallel and returns a complete trip: flights, hotels, visa, weather, safety, activities, ground transport, cost estimate, and booking checklist.
plan_itinerary Day-by-day itinerary with weather forecast and suggested activities for each day.
find_open_jaw Plan a fly-in/overland/fly-out trip: land in city A, travel by train or bus, fly home from city B. Composes flight + ground transport search. Shows total cost vs a round-trip to city A only. Accepts city names or IATA codes.
score_destinations Ranks destinations by a weighted combination of cost, weather, safety, and events.
compare_destinations Side-by-side comparison of 2โ€“5 destinations for the same dates.

๐Ÿœ Food & Nightlife

Tool What it does
search_restaurants_bars Real venues near a location from OpenStreetMap. Returns cuisine, price level, opening hours, distance, and links to Google Maps, Zomato, TripAdvisor, Yelp, OpenTable, Resy, and Untappd.

๐ŸŒ Smart Trip Tools

Tool What it does
score_nomad_cities Ranks cities for remote work across 6 dimensions: cost, safety, internet speed, weather, visa ease, and lifestyle. Configurable weights.
check_transit_visa Do you need a transit visa at your layover? 200+ rules, 30+ airports. Catches the trip-ruiner before you book.
calculate_flight_carbon CO2e footprint for any flight using ICAO/DEFRA 2024 factors with radiative forcing (RFI ร—1.9). Per-passenger and total emissions, Gold Standard offset cost, and train/car comparison for short routes.

๐ŸŽ’ On the Ground

Tool What it does
generate_packing_list Packing list tailored to destination weather, activities, trip length, and budget level.
find_places Viewpoints, beaches, hiking trails, coworking spaces, waterfalls, markets, and more from OpenStreetMap.
calculate_jet_lag Jet lag severity with a science-based recovery schedule: pre-departure shift, melatonin timing, light exposure strategy.
get_language_phrasebook Phrasebook for 17 languages with local script, romanized pronunciation, and audio tips.
get_stopover_guide What to do during a layover at 10 major hubs. Includes transit visa check, in-airport activities, and city excursion options.
check_travel_health Required and recommended vaccines, water safety, food safety, mosquito risk, altitude risk, and a pre-trip preparation timeline. Based on CDC and WHO 2024โ€“2025 data.
search_ground_transport Bus, train, and ferry options with booking links. Region-aware: Amtrak and Greyhound for the US, Trainline and BlaBlaCar for Europe, IRCTC for India, 12Go for Southeast Asia.
get_local_sim_guide Best prepaid SIM card and eSIM for 25+ countries. Returns operator, cost, data allowance, where to buy, tethering policy, and duration-based advice (โ‰ค3 days โ†’ eSIM; longer โ†’ local SIM). Falls back to Airalo/Holafly for unlisted countries.

๐Ÿ›๏ธ Attractions & Info

Tool What it does
search_activities Attractions near a location from Wikidata. Filter by category: museums, parks, architecture, nightlife, food, historic, nature, and more.
get_local_events Live events from Eventbrite: concerts, sports, festivals.
get_destination_info Country basics: currency, official language, timezone, dialling code, driving side.
geocode Converts a place name to coordinates.
verify_place Confirms a place actually exists (catches AI hallucinations before they reach you).

๐Ÿง  Traveler Profile

Tool What it does
get_traveler_profile Loads your saved profile: home airports, passports, currency, interests, and trip history.
onboard_traveler One-time setup. Saves your preferences so the AI uses them automatically in every future session.
update_traveler_profile Update any field or log a completed trip.
get_trip_history Your logged trip history.

๐Ÿงณ Saved Trips (cross-session memory)

Persisted to ~/.wander_agent/trips.json. A trip carries an 8-item booking checklist (flights, hotel, visa, insurance, ground transport, advisory, packing, notify bank).

Tool What it does
save_trip Save a trip you're planning. Returns a trip_id and a fresh booking checklist.
list_my_trips List saved trips with checklist progress. Filter by status (planning/booked/completed/cancelled).
get_trip_status Full state + checklist progress for one trip, by id or destination.
update_trip Change status/dates, tick checklist items, or shortlist a flight/hotel option onto the trip.
delete_trip Remove a saved trip.

๐Ÿ”” Fare Watching

Persisted to ~/.wander_agent/fare_watches.json. Records a baseline price and a price history per watched route.

Tool What it does
watch_fare Start watching a route with an optional target price. Captures a baseline on creation.
list_fare_watches List watches with baseline / last / lowest price seen and status.
check_fare_watches Re-price watched routes now. Returns buy-signal alerts: target_hit, price_drop, price_rise, no_change.
stop_fare_watch Pause or delete a watch.

โš–๏ธ Value Ranking

Tool What it does
rank_trip_options Scores a list of flight/trip options 0โ€“100 on price plus stops, duration, refundability, baggage and hassle. Presets: cheapest / fastest / easiest / flexible / balanced. Flags hidden-city, split-ticket and self-transfer risk so the cheapest fare isn't blindly the winner.

Tool Rankings: Usefulness ร— X-Factor

Ranked by a combination of practical impact and uniqueness โ€” things no OTA, no chatbot, and no other travel tool does.

Rank Tool Why it's here
๐Ÿฅ‡ 1 find_split_ticket OTAs are contractually prevented from showing this. Book two tickets via a hub instead of a through-ticket. 20โ€“60% savings on many long-haul routes. The travel industry's open secret.
2 find_skiplagged_fares Hidden-city ticketing. Buy a flight to city B with a layover in city A โ€” exit in city A and never board the last leg. 40โ€“60% off. Illegal per airline T&Cs but not against any law. Carry-on only.
3 plan_trip_package One message โ†’ complete trip. Fires 8+ tools in parallel: flights, hotels, visa, weather, safety, activities, ground transport, cost estimate. The single best demo of what this agent can do.
4 find_cheapest_month Scans 12 months, samples first Tuesday of each (statistically cheapest booking day). Returns months ranked by price with season labels. Shifting by 1โ€“2 months = hundreds of dollars saved.
5 check_transit_visa The one nobody thinks to check until it's too late. Do you need a visa just to change planes at Heathrow? At Frankfurt? 200+ passport ร— layover combinations. Catches the trip-killer before you book.
6 multi_origin_meetup Three friends, three different cities. What's the cheapest city for all of them to meet? No OTA has a tool for this.
7 find_open_jaw Fly into Rome, take a train to Paris, fly home from Paris. No OTA lets you compose this. Automatically prices both flights + the overland segment and compares vs a simple round-trip to Rome.
8 get_passport_power Henley 2024 rank, visa-free %, regional breakdown. Dual-passport mode: exact set-diff of which destinations each passport unlocks. "Use your Indian passport for Thailand, your US passport for Brazil."
9 score_nomad_cities 6-dimension scoring for digital nomad decisions: cost, safety, internet speed, weather, visa ease, lifestyle. Configurable weights. "Score Bali vs Lisbon vs Tbilisi for 3 months, weight internet 3ร— above cost."
10 find_mistake_fares Error fares and airline pricing mistakes from dedicated deal aggregators. Passive discovery โ€” "are there any crazy cheap fares out of JFK right now?"
11 fare_calendar Full price grid for a month. Up to 15 sampled days, cheapest day highlighted, day-of-week analysis (Tuesdays 18% cheaper on average), best/worst weeks.
12 cheap_anywhere_from "Where can I fly cheapest from London right now?" Scans 114 airports. Discovery tool for spontaneous travelers.
13 find_destinations_by_budget "I have $1,500 total for 7 nights, leaving from NYC โ€” where can I actually go?" Returns ranked reachable destinations.
14 optimize_budget Shifts departure ยฑ7 days to find the cheapest flight + hotel combo. Same trip, different dates, lower price.
15 calculate_flight_carbon ICAO/DEFRA 2024 emission factors with radiative forcing (RFI ร—1.9). Per-person and total CO2e, Gold Standard offset cost at $18/tonne, train/car comparison for routes under 1,500km.
16 search_flights Core engine. Parallel Google Flights + Kiwi.com. Checks nearby airports automatically.
17 check_visa_requirement Most-asked travel question. Instant answer with official government apply link.
18 plan_itinerary Day-by-day schedule with weather per day and activity suggestions.
19 score_destinations Weighted rank: cost + weather + safety + upcoming events. "Best place to go in September with good weather, under $150/day, safety level 1."
20 visa_free_destinations Full list of countries a passport can enter without a full embassy visa.
21 get_local_sim_guide 25+ countries. Best prepaid SIM vs eSIM, exact cost, where to buy, tethering, activation steps. Short trip = eSIM. Long trip = local SIM. Saves the first-hour scramble at every airport.
22 compare_destinations Side-by-side: cost, weather, safety, visa requirements, flights โ€” for 2โ€“5 destinations, same dates.
23 search_ground_transport Bus + train + ferry with real booking links. Region-aware. Often cheaper and more convenient than flying for routes under 500km.
24 check_travel_health Required vaccines, recommended vaccines, water safety, food safety, mosquito risk, altitude risk, pre-trip timeline. CDC + WHO 2025 data.
25 get_travel_advisory Live US State Dept level 1โ€“4 with summary. Pulled from RSS โ€” not cached stale data.
26 get_weather 16-day live forecast. Falls back to 5-year historical climate data for further-ahead dates.
27 find_aurora_destinations Best spots for northern lights with live NOAA KP-index forecast + flight prices from your origin. Viral for the "bucket list" audience.
28 search_hotels Hotel search with deep links to 9 booking sites. No prices shown directly (all hotel price APIs are paid), but all the links you need.
29 get_cost_of_living Daily budget for 220 cities: budget / mid-range / luxury tiers.
30 best_month_to_visit Climate-based ranking of all 12 months for a location. Based on 5 years of historical data.
31 get_stopover_guide What to actually do during a long layover at DXB, SIN, IST, DOH, NRT, CDG, HKG, ICN, AMS, or HND. In-airport options + city excursion feasibility.
32 search_activities Wikidata attractions by category: museums, parks, architecture, food, nightlife, historic, nature.
33 find_places OpenStreetMap viewpoints, beaches, hiking trails, coworking spaces, waterfalls, hot springs, markets.
34 search_restaurants_bars Real venues from OSM with 7 booking site links per result. Cuisine filter, price level, distance.
35 get_language_phrasebook 17 languages. Local script + romanized pronunciation + audio tips.
36 generate_packing_list Tailored to destination weather, planned activities, trip length, and budget level.
37 get_local_events Live Eventbrite events at destination: concerts, festivals, sports. Best for 0โ€“60 day horizon.
38 get_travel_news Google News scan for disruptions: strikes, closures, protests, entry bans.
39 calculate_jet_lag Severity rating + science-based recovery: pre-trip sleep shifting, melatonin timing, light exposure schedule.
40 get_destination_info Country basics: currency, language, timezone, dialling code, driving side.
41 list_advisories_by_level All countries currently at Level 2, 3, or 4. Useful for insurance and risk-screening.
42 verify_flight_route Confirms a route actually exists. Catches hallucinated itineraries before you book.
43 onboard_traveler One-time setup: home airports, passports, currency, interests. Feeds every tool automatically.
44 get_traveler_profile Load saved profile. Used automatically at session start.
45 update_traveler_profile Update preferences or log a completed trip.
46 get_trip_history Your logged trip history.
47 convert_currency ECB live rate conversion.
48 get_exchange_rates Multi-currency rates from a base currency.
49 geocode Place name โ†’ latitude/longitude. Used internally by most tools.
50 verify_place Confirms a place exists before building a trip around it. Anti-hallucination guardrail.

Data sources

Source What it provides Key needed?
Google Flights (scraper) Flight prices and airline names No
Kiwi.com Live bookable flight prices No
Open-Meteo Weather forecast and 5-year historical climate No
Frankfurter (ECB) Currency exchange rates No
Wikidata SPARQL Attractions and points of interest No
OpenStreetMap Overpass Restaurants, bars, beaches, viewpoints, hiking No
US State Dept RSS Travel advisories No
Open-Meteo Geocoding Coordinates for place names No
RESTCountries Country metadata No
Secret Flying / The Flight Deal Mistake fares and deals No
NOAA Space Weather Aurora KP-index forecast No
Google News RSS Travel disruption news No
Skiplagged Hidden-city fares No (fragile scraper)
Rome2Rio / Omio Ground transport options No (fallback to deeplinks)
Eventbrite Live local events No
Foursquare Places v3 Restaurant/bar ratings and price levels Optional (free tier)
Ticketmaster Discovery Live event listings Optional (free tier)
Static datasets Visa requirements, cost of living, airport data, transit visa rules, SIM card data, Henley rankings N/A

How much can you trust each number?

Most results carry a data_meta block so the AI can tell you how reliable a figure is before you book:

"data_meta": {
  "confidence": "scraped_live",
  "trust_score": 80,
  "trust_label": "Live scrape",
  "meaning": "Scraped from Google Flights just now. Real but can shift minute to minute.",
  "fetched_at": "2026-06-02T18:30:00+00:00",
  "source": "google_flights + kiwi.com"
}
Label Trust What it means
deeplink 95 Opens the live provider page โ€” always current
live_api 90 Official API (ECB rates, NOAA)
live_rss 85 Live government feed (State Dept advisories)
live_forecast 85 Open-Meteo live weather
scraped_live 80 Real-time scrape โ€” real but volatile
curated_snapshot 55 Hand-curated dataset โ€” verify before booking
wikidata_fallback 50 Wikidata-derived
estimated 35 Modeled figure โ€” rough guide only

Honest limitations

Flight prices: Google Flights scraper can break if Google changes their page structure. Kiwi prices are real and bookable. Both run in parallel โ€” if one fails the other still returns results.

Split-ticket risk: find_split_ticket surfaces real savings but carries missed-connection risk. If your first flight is delayed the second airline won't wait and won't rebook you. The tool always returns a full risk disclosure list. Buy travel insurance that covers missed connections on separate tickets.

Hotel prices: Every hotel price API is paid. This tool returns hotel names and links to 9 booking sites where you can see real prices. No prices are shown directly.

Visa data: Static snapshot (updated 2024). Policies change โ€” always verify with the official link in the response before you book anything. Do not rely on this for immigration decisions.

Transit visa data: Rules encoded as a static dataset covering 200+ combinations. Edge cases (nationalities with bilateral exemptions, recent policy changes) may be missing. Always verify with the airline or destination embassy.

Passport power data: Henley Index 2024 snapshot. Rankings shift year to year. Confirm with official sources before making nationality-based decisions.

SIM card data: Curated snapshot as of 2024-Q4. Prices and plans change frequently. Treat as guidance; verify before purchase.

Events: Scraped from Eventbrite. Best coverage for events 0โ€“60 days ahead. Further-future events may not be listed yet.

Travel advisories: US State Dept only. Updated within 24โ€“48 hours of official changes via RSS.

Health data: Curated snapshot from CDC Yellow Book and WHO 2024โ€“2025 recommendations. Not a substitute for advice from a travel medicine clinic.

Ground transport: Rome2Rio data for route discovery. Actual prices and schedules must be confirmed on the booking sites โ€” times and fares change.

Carbon calculations: ICAO/DEFRA 2024 emission factors with standard RFI multiplier (ร—1.9). Actual emissions vary by aircraft type, load factor, and routing. Use as an estimate, not an accounting figure.


Cloud deployment (Docker)

The included Dockerfile and railway.toml let you host this server in the cloud so you can connect to it from any device โ€” not just the computer where you installed it.

You do not need this for normal local use. Install and run locally as described in Setup above.

If you want to self-host on Railway:

# Push to GitHub, then connect repo to Railway
# Set env vars in Railway dashboard if using optional API keys

The server switches from stdio (local) to HTTP automatically based on the WANDER_TRANSPORT environment variable.


Development

# Install with dev dependencies
pip install -e ".[dev]"

# Run tests
python -m pytest tests/ -v

# Count registered tools
grep -c "@mcp.tool()" src/wander_agent/server.py

Adding a tool:

  1. Create src/wander_agent/tools/your_tool.py with an async function
  2. Import it in src/wander_agent/server.py
  3. Wrap with @mcp.tool() and an async wrapper function
  4. Restart your AI client to pick up the new tool

CI: every push and PR to main runs the test suite on Python 3.10/3.11/3.12 and asserts the registered tool count.

Releases: publishing a GitHub release triggers the PyPI publish workflow (trusted publishing โ€” no tokens). Bump version in pyproject.toml and server.json first.


License

MIT

mcp-name: io.github.VirajMishra1/wander-agent

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