Vehicles & maps MCP servers and APIs for AI agents
30 vehicles & maps entries: 20 MCP servers and 10 APIs, 12 of them official. Maps, places, routing, flights, ships, trains and cars.
Maps, places, routing, flights, ships, trains and cars.
Live through our connector first, then official, then by GitHub stars. Search and filter every category on the full directory.
| Name | Kind | Maintainer | Auth | Price | Stars |
|---|---|---|---|---|---|
| Mapbox MCP serverGeocode, search places, route and compute travel-time areas with Mapbox, official. | MCP server | Official | API key | Free | 363 |
| variflight-mcpLook up flight status and airport data from VariFlight, official. | MCP server | Official | API key | Free | 33 |
| AIS StreamStream live ship positions and AIS messages over a WebSocket. | API | Official | API key | Free | n/a |
| FlightAware AeroAPIGet live flight status, positions and history. | API | Official | API key | Free tier, then paid | n/a |
| Google Maps grounding tools for agentsGround an agent's answers in Google Maps places and routes through Google's agent tools. | API | Official | API key | Not verified | n/a |
| Google Maps PlatformGeocode addresses, search places and get routes and travel times. | API | Official | API key | Not verified | n/a |
| Mapbox APIsGeocode, route, compute travel-time isochrones and render maps. | API | Official | API key | Not verified | n/a |
| MarineTraffic APITrack ship positions, port calls and voyages. | API | Official | API key | Not verified | n/a |
| Open Charge Map APIFind EV charging stations and their connectors anywhere in the world. | API | Official | API key | Free | n/a |
| Smartcar APIRead location, odometer and battery and lock or unlock cars from many brands. | API | Official | OAuth | Free tier, then paid | n/a |
| Tesla Fleet APIRead a Tesla's location, battery and status and send commands such as unlock or start charging. | API | Official | OAuth | Paid | n/a |
| Transitland APILook up transit agencies, routes, stops and departures from GTFS feeds worldwide. | API | Official | API key | Not verified | n/a |
| mcp-google-mapSearch places, get routes, travel times and geocode addresses with Google Maps. | MCP server | Community | API key | Free | 487 |
| teslamate-mcpQuery your Tesla's drives, charging and battery history from TeslaMate. | MCP server | Community | API key | Free | 142 |
| infobus-mcpGet public-transit routes and arrivals from GTFS feeds. | MCP server | Community | No key | Free | 94 |
| norikae-mcpSearch Japanese train routes and transfers. | MCP server | Community | No key | Free | 30 |
| osmmcpRun precise OpenStreetMap geocoding, routing and nearby-place queries. | MCP server | Community | API key | Free | 30 |
| aviationstack-mcpGet real-time flight status and schedules from AviationStack. | MCP server | Community | API key | Free | 27 |
| shadetree-aiRead your car's OBD-II trouble codes and live data, read-only. | MCP server | Community | No key | Free | 24 |
| abrp-mcpPlan EV road trips with charging stops via A Better Route Planner. | MCP server | Community | API key | Free | 10 |
| marinetraffic-mcp-serverGet vessel positions, port calls and ETAs from MarineTraffic. | MCP server | Community | API key | Free | 9 |
| openstreetmap-mcp-serverGeocode, reverse geocode and run Overpass queries on OpenStreetMap. | MCP server | Community | API key | Free | 9 |
| vessel-traffic-mcpTrack ships by AIS, with schedules and maritime data. | MCP server | Community | API key | Free | 8 |
| mcp-national-railGet UK National Rail train times and live departures. | MCP server | Community | API key | Free | 7 |
| swiss-transport-mcpPlan Swiss public-transport journeys with real-time departures. | MCP server | Community | API key | Free | 7 |
| uber-cliGet live Uber fares and request rides with a confirmation step. | MCP server | Community | API key | Free | 7 |
| where_is_my_train_mcpCheck near-real-time New York MTA subway arrivals. | MCP server | Community | API key | Free | 7 |
| commutescoutCheck live road conditions and the best time to leave in 37 US states. | MCP server | Community | No key | Free | 5 |
| mcp-teslaRead and command your Tesla through the Tesla Fleet API and TeslaMate. | MCP server | Community | API key | Free | 5 |
| pumperly-mcpFind real-time fuel and EV charging prices and stations. | MCP server | Community | API key | Free | 3 |
Use cases
Real accounts of agents doing this kind of job, each linked to its source.
- Find cheap eggs with Operator (and watch it buy them)
A columnist asked OpenAI's Operator to find cheap delivered eggs; it placed a $31.43 Instacart order on his saved card without the confirmation OpenAI says it requires. The eggs arrived.
- Order the team pizza on DoorDash with Claude computer use
During an internal bug bash for computer use, hungry Anthropic engineers asked Claude to go to DoorDash and order food for the group. About a minute later it had chosen pizzas.
Stars and push dates from GitHub, November 1 to 2, 2026. Auth and price come from each README or docs page; “Not verified” means we could not confirm it. Get listed
Questions people ask
How many vehicles & maps MCP servers are there?
This directory lists 30 vehicles & maps entries: 20 MCP servers and 10 APIs. We counted them on November 1 and 2, 2026.
What is the most popular vehicles & maps MCP server?
By GitHub stars, Mapbox MCP server leads with 363 stars as of November 1, 2026. Stars show interest, not quality, so check when it was last updated.
Which vehicles & maps servers are official?
12 come from the vendor or project they control: Mapbox MCP server, variflight-mcp, AIS Stream, FlightAware AeroAPI, Google Maps grounding tools for agents and Google Maps Platform.
Which ones work without an API key?
4 need no key, based on their docs: infobus-mcp, norikae-mcp, shadetree-ai and commutescout.
Is it safe to let an agent control real devices?
Only give an agent the access you would give a person. Start with read-only tools, keep a person in the loop for anything that moves, prints, sends or spends, and read each project's README first.