# Mapbox MCP for AI Agents AI Agent Connect > Mapbox (Maps & Geospatial) MCP gives your AI agent the ability to handle complex location data like geocoding, route optimization, and isochrone analysis. It turns vague addresses into precise coordinates and figures out the fastest way to hit multiple stops. Use it to build delivery logic, clean up messy GPS traces, or generate map images on the fly. ## Overview - **Category:** industry-titans - **Price:** Free - **Endpoint:** https://edge.vinkius.com/vk_preview_fTy0n36D4L7Wh6xNifvBicHEiOQXR2KxRxltgy1H/ai-agent-connect - **Tags:** geospatial-intelligence, routing, reverse-geocoding, location-data, mapping, gps-coordinates ## Description Imagine you're building a delivery app and need to know which neighborhoods are reachable within 15 minutes of a hub. Instead of digging through documentation or manually calculating distances, you just tell your AI agent to do it. This Mapbox MCP handles the heavy lifting by connecting your account to your AI client. It lets the agent turn a list of addresses into a clean route, snap messy GPS pings to actual roads, or solve the headache of figuring out the best order to visit twenty different stops. Whether you're a developer trying to validate geocoding results in real-time or a logistics lead trying to map out a fleet's daily path, this tool puts high-end geospatial intelligence into your conversation. It's one of the many ways Vinkius makes it easier to plug professional-grade services into your workflow without the usual friction of manual API management. You get the results you need, like a list of coordinates or a travel time matrix, directly in your chat. ## Tools ### get_directions Calculate driving, walking, or cycling directions between points. It includes turn-by-turn data and traffic info. ### get_elevation Query elevation data for a specific coordinate point. Useful for construction or outdoor activity apps. ### search_places Search for places, addresses, or POIs using Mapbox Geocoding. Find the nearest coffee shop or gas station easily. ### get_isochrones Calculate reachable areas within a specific travel time. This helps you see exactly where a customer can go in 10 minutes. ### snap_to_road Snap noisy GPS traces sequentially to a road network. Use this to fix wobbly GPS pings from phones or trackers. ### get_distance_matrix Calculate a distance and travel time matrix between many points. It's perfect for seeing all travel times at once. ### solve_optimization Solve trip optimization for the Traveling Salesperson Problem. It finds the best order to hit multiple stops. ### reverse_geocode Perform reverse geocoding to find places or addresses at a specific coordinate. Turn a GPS point into a street name. ### geocoding_session Perform autocomplete geocoding operations attached to a session. This helps with real-time search as users type. ### generate_static_map Generate a static map image URL centered on coordinates. Use this to quickly get a visual of a specific location. ## Prompt Examples **Prompt:** ``` Find the coordinates for the Eiffel Tower. ``` **Response:** ``` I've located the Eiffel Tower at 48.8584° N, 2.2945° E. It's a major point of interest. Would you like me to find the best driving route to get there from your current location? ``` **Prompt:** ``` How long does it take to drive from LA to Vegas with traffic? ``` **Response:** ``` The drive from Los Angeles to Vegas is approximately 270 miles. With current traffic conditions, you're looking at about 4 hours and 15 minutes via I-15 N. I can give you a turn-by-turn breakdown if you need it. ``` **Prompt:** ``` What's within a 5-minute walk of this point? -73.9857,40.7484 ``` **Response:** ``` I've calculated the 5-minute walking area. It covers about 0.8 square kilometers around the Empire State Building. I can provide the exact GeoJSON coordinates if you need to drop this into a map. ``` ## Capabilities ### Turn addresses into coordinates Convert plain text addresses into precise GeoJSON coordinates or perform reverse lookups. ### Calculate multi-stop routes Get driving, walking, or cycling directions between up to 25 points with traffic data. ### Solve the Traveling Salesperson Problem Find the most efficient order to visit multiple coordinates to minimize travel time. ### Map reachable areas by travel time Generate polygons showing areas reachable within specific walking or driving limits. ### Snap messy GPS data to roads Align noisy GPS traces perfectly onto the road network for accurate tracking. ### Get elevation for any point Query high-resolution elevation data for any specific coordinate point. ### Create static map image URLs Generate map image URLs centered on coordinates for rapid visual verification. ## Use Cases ### Optimizing a multi-stop delivery route A logistics manager asks the agent to find the best order for 20 deliveries. The agent uses solve_optimization to provide the most efficient path. ### Visualizing a 10-minute walking radius A city planner wants to know the 10-minute walking area of a new transit hub. The agent uses get_isochrones to generate the polygon. ### Cleaning up bike tracking data A data analyst has a list of noisy pings from a bike. The agent uses snap_to_road to align them to the bike path for a clean report. ### Finding nearby points of interest A user asks for nearby cafes. The agent uses search_places to find points of interest and generate_static_map to show them. ## Benefits - Stop manually calculating travel times. Use get_distance_matrix to see the time and distance between dozens of locations at once. - Get accurate turn-by-turn data. Use get_directions to pull real-time traffic-aware routes for driving, walking, or cycling. - Clean up messy GPS logs instantly. Use snap_to_road to align distorted traces onto the actual road network for better tracking. - Solve complex delivery routes easily. Use solve_optimization to find the most efficient order for visiting multiple stops. - Map out service areas quickly. Use get_isochrones to see exactly what areas are reachable within a 10 or 15-minute walk. - Validate location data on the fly. Use search_places and reverse_geocode to turn text or coordinates into verified locations. ## How It Works The bottom line is you get professional-grade Mapbox data without having to write custom routing logic or handle complex GeoJSON manually. 1. Subscribe to the Mapbox MCP on Vinkius 2. Provide your Mapbox Access Token 3. Ask your AI agent to perform geospatial tasks like finding routes or geocoding ## Frequently Asked Questions **Can the Mapbox MCP find coordinates for addresses?** Yes, it turns plain text addresses into precise coordinates for use in your apps or data exports. **How does the Mapbox MCP handle traffic?** It pulls real-time traffic data to give you accurate ETAs and routing for driving journeys. **Can I use the Mapbox MCP to optimize my delivery routes?** Yes, it solves the Traveling Salesperson Problem to find the most efficient order for visiting multiple stops. **Does the Mapbox MCP work for walking and cycling?** It calculates directions for all three modes, including specific paths for walking and cycling. **Can the Mapbox MCP clean up messy GPS data?** Yes, it snaps noisy GPS traces to the actual road network, which is perfect for cleaning up tracker logs. **Can I get elevation data with the Mapbox MCP?** You can query the height of any specific coordinate point instantly to get high-resolution elevation data. **How do I get a map image from this Connector?** It can generate a static map image URL centered on any set of coordinates you provide for quick visual checks. **Can I calculate which areas are reachable within a 10-minute drive through my agent?** Yes. Use the `get_isochrones` tool by providing the center coordinates and '10' as the minutes parameter. Your agent will return GeoJSON polygons representing the reachable areas for the specified profile (driving, walking, or cycling). **How do I optimize a delivery route with multiple stops through a conversation?** The `solve_optimization` tool determines the most efficient order to visit a list of coordinates. Your agent will process the request and return the optimized sequence, minimizing either travel time or distance for your logistics workflow. **Can my agent generate a map image for a specific location?** Absolutely. Use the `generate_static_map` tool by specifying the center, zoom, and resolution. Your agent will provide a usable Mapbox static image URL, perfect for visual verification without needing a mapping library.