Can my agent calculate reachability zones using time limits?

Yes. Use the 'calculate_reachability_polygon' tool. Provide a starting point and a time limit in seconds. The agent will retrieve the isochrone polygon defining exactly what area is reachable within that duration natively.

How do I optimize a multi-stop delivery route via chat?

Use the 'submit_vrp_optimizer' tool. Provide a JSON payload defining your vehicles and service stops. The agent will trigger the VRP solver to calculate the most efficient sequence, accounting for time windows and capacities synchronously.

Can I perform reverse geocoding to find a street name through the agent?

Absolutely. Use the 'reverse_geocode' tool. Provide the latitude and longitude. Your agent will analyze the global OSM bounds to match the coordinates exactly against the nearest physical street address flawlessy.

GraphHopper MCP Server for Cursor 10 tools — connect in under 2 minutes

Name: GraphHopper
Availability: InStock
Author: Vinkius

docs.cursor.com/context/model-context-protocol

Built by Vinkius GDPR 10 Tools IDE

Cursor is an AI-first code editor built on VS Code that integrates LLM-powered coding assistance directly into the development workflow. Its Agent mode enables autonomous multi-step coding tasks, and MCP support lets agents access external data sources and APIs during code generation.

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RecommendedModern Approach — Zero Configuration

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The modern way to manage MCP Servers — no config files, no terminal commands. Install GraphHopper and 2,500+ MCP Servers from a single visual interface.

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Classic Setup·json

{
  "mcpServers": {
    "graphhopper": {
      "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    }
  }
}

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<40msKill switch

Stream every event to Splunk, Datadog, or your own webhook in real-time

* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure

About GraphHopper MCP Server

Connect your GraphHopper account to any AI agent and take full control of your geospatial routing, geocoding, and fleet optimization through natural conversation.

Cursor's Agent mode turns GraphHopper into an in-editor superpower. Ask Cursor to generate code using live data from GraphHopper and it fetches, processes, and writes. all in a single agentic loop. 10 tools appear alongside file editing and terminal access, creating a unified development environment grounded in real-time information.

What you can do

Route Orchestration — Calculate optimal routes between multiple GPS stops, identifying precise asynchronous directions and time calculations bypassing URL length limits natively
Geocoding discovery — Extract explicitly attached REST arrays targeting /geocode to translate human-readable addresses into precise LatLon coordinates for spatial analysis
Reverse Geocoding — Perform structural extraction of properties matching GPS pins exactly against named physical streets to verify localized entity bounds flawlessly
Routing Matrix Calculation — Generate N x M arrays of travel times and distances to analyze complex grid logistics and distance tables between multiple points synchronously
Isochrone Reachability — Identify precisely the boundary reachable in a specific time limit from a starting point, defining reachability polygons for site selection or delivery zones
VRP Optimization — Command explicit JSON targets firing Traveling Salesman configs for multiple vehicles, checking time windows and capacity constraints to solve complex logistics synchronously
Map Matching Auditing — Validate API logic correcting imprecise GPS jumps by snapping raw GPX tracks perfectly onto street vectors limitlessly

The GraphHopper MCP Server exposes 10 tools through the Vinkius. Connect it to Cursor in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

How to Connect GraphHopper to Cursor via MCP

Follow these steps to integrate the GraphHopper MCP Server with Cursor.

Open MCP Settings

Press Cmd+Shift+P (macOS) or Ctrl+Shift+P (Windows/Linux) → search "MCP Settings"

Add the server config

Paste the JSON configuration above into the mcp.json file that opens

Save the file

Cursor will automatically detect the new MCP server

Start using GraphHopper

Open Agent mode in chat and ask: "Using GraphHopper, help me...". 10 tools available

Why Use Cursor with the GraphHopper MCP Server

Cursor AI Code Editor provides unique advantages when paired with GraphHopper through the Model Context Protocol.

Agent mode turns Cursor into an autonomous coding assistant that can read files, run commands, and call MCP tools without switching context

Cursor's Composer feature can generate entire files using real-time data fetched through MCP. no copy-pasting from external dashboards

MCP tools appear alongside built-in tools like file reading and terminal access, creating a unified agentic environment

VS Code extension compatibility means your existing workflow, keybindings, and extensions all work alongside MCP tools

GraphHopper + Cursor Use Cases

Practical scenarios where Cursor combined with the GraphHopper MCP Server delivers measurable value.

Code generation with live data: ask Cursor to generate a security report module using live DNS and subdomain data fetched through MCP

Automated documentation: have Cursor query your API's tool schemas and generate TypeScript interfaces or OpenAPI specs automatically

Infrastructure-as-code: Cursor can fetch domain configurations and generate corresponding Terraform or CloudFormation templates

Test scaffolding: ask Cursor to pull real API responses via MCP and generate unit test fixtures from actual data

GraphHopper MCP Tools for Cursor (10)

These 10 tools become available when you connect GraphHopper to Cursor via MCP:

calculate_distance_isochrone

Provision a highly-available JSON Payload generating physical borders

calculate_heavy_route

Identify precise active arrays spanning native multi-stop geometries

calculate_reachability_polygon

Enumerate explicitly attached structured rules exporting active Reachability

calculate_routing_matrix

Inspect deep internal arrays mitigating specific Math tables

calculate_url_route

Retrieve explicit Cloud logging tracing explicit lightweight Directions

poll_vrp_solution

Retrieve the exact structural matching verifying Delivery alternatives

reverse_geocode

Perform structural extraction of properties driving active OSM bindings

search_geocode

Identify bounded routing spaces inside the Headless GraphHopper Engine

snap_gpx_to_road

Irreversibly vaporize explicit validations extracting GPX logic natively

submit_vrp_optimizer

Dispatch an automated validation check routing explicit jsprit solves

Example Prompts for GraphHopper in Cursor

Ready-to-use prompts you can give your Cursor agent to start working with GraphHopper immediately.

"Calculate a car route between '40.71, -74.00' and '40.75, -73.98'"

"Show me the 10-minute reachability zone from central Berlin"

"Reverse geocode these coordinates: '48.85, 2.35'"

Troubleshooting GraphHopper MCP Server with Cursor

Common issues when connecting GraphHopper to Cursor through the Vinkius, and how to resolve them.

Tools not appearing in Cursor

Ensure you are in Agent mode (not Ask mode). MCP tools only work in Agent mode.

Server shows as disconnected

Check Settings → Features → MCP and verify the server status. Try clicking the refresh button.

GraphHopper + Cursor FAQ

Common questions about integrating GraphHopper MCP Server with Cursor.

What is Agent mode and why does it matter for MCP?

Agent mode is Cursor's autonomous execution mode where the AI can perform multi-step tasks: reading files, editing code, running terminal commands, and calling MCP tools. Without Agent mode, Cursor operates in a simpler ask-and-answer mode that doesn't support tool calling. Always ensure you're in Agent mode when working with MCP servers.

Where does Cursor store MCP configuration?

Cursor looks for MCP server configurations in a mcp.json file. You can configure servers at the project level (.cursor/mcp.json in your project root) or globally (~/.cursor/mcp.json). Project-level configs take precedence.

Can Cursor use MCP tools in inline edits?

No. MCP tools are only available in Agent mode through the chat panel. Inline completions and Tab suggestions do not trigger MCP tool calls. This is by design. tool calls require user visibility and approval.

How do I verify MCP tools are loaded?

Open Settings → Features → MCP and look for your server name. A green indicator means the server is connected. You can also check Agent mode's available tools by clicking the tools dropdown in the chat panel.