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For users

You don't need to write Go to get value from kartoza-mcp. If you can ask Claude a question and paste in some GeoJSON, you're already most of the way there.

  • Tool reference

    Every tool the server exposes, what it accepts, and what it returns.

    Tool reference

  • Example prompts

    Battle-tested prompts that get the model to use cluster_points well — and ones to avoid.

    Prompts

  • Visualising results

    Drop the resulting GeoJSON into QGIS, geojson.io, Felt, Mapbox or Leaflet.

    Visualisation

  • Troubleshooting

    What to do when the model can't find the tool, or the output looks off.

    Troubleshooting

The 30-second pitch

You hand the model a pile of points. The model hands them to cluster_points. The tool returns one polygon per density hotspot. You see a map.

flowchart LR
    A[GeoJSON points] --> B(cluster_points)
    B --> C[Polygon circles]
    C --> D[Map overlay]

That's the whole loop. No notebooks. No clouds. No DBSCAN library to import.