AI travel agent MCP server - search flights, hotels, plan itineraries, optimize budgets. Import into Claude or any MCP-compatible AI.
Project description
๐ 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.
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?
โ๏ธ Flights
- Search live flights (Google Flights + Kiwi.com in parallel)
- Find hidden-city fares โ e.g. buy NYCโMexico 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)
๐จ 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
๐ 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
๐ค๏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
โ ๏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
๐ฐ Costs
- Daily budget estimates for 220 cities (budget / mid-range / luxury)
- Live currency conversion
- Total trip cost estimate combining flights, hotels, and daily spend
๐บ๏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.
๐ 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
๐ 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
๐ง 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 0โ100 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
โ๏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 40โ60% 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 20โ60% 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. |
๐จ 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). |
๐ 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. |
๐ค๏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. |
โ ๏ธ Safety & News
| Tool | What it does |
|---|---|
get_travel_advisory |
US State Dept advisory level (1โ4) 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. |
๐ฐ 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. |
๐บ๏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 2โ5 destinations for the same dates. |
๐ 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. |
๐ 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 ร1.9). Per-passenger and total emissions, Gold Standard offset cost, and train/car comparison for short routes. |
๐ 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 2024โ2025 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 (โค3 days โ eSIM; longer โ local SIM). Falls back to Airalo/Holafly for unlisted countries. |
๐๏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). |
๐ง 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. |
๐งณ 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. |
๐ 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. |
โ๏ธ Value Ranking
| Tool | What it does |
|---|---|
rank_trip_options |
Scores a list of flight/trip options 0โ100 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 |
|---|---|---|
| ๐ฅ 1 | find_split_ticket |
OTAs are contractually prevented from showing this. Book two tickets via a hub instead of a through-ticket. 20โ60% 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. 40โ60% 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 1โ2 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 ร1.9). 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 2โ5 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 1โ4 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 0โ60 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 0โ60 days ahead. Further-future events may not be listed yet.
Travel advisories: US State Dept only. Updated within 24โ48 hours of official changes via RSS.
Health data: Curated snapshot from CDC Yellow Book and WHO 2024โ2025 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 (ร1.9). 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:
- Create
src/wander_agent/tools/your_tool.pywith an async function - Import it in
src/wander_agent/server.py - Wrap with
@mcp.tool()and an async wrapper function - 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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