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LatLong Maps

ai.latlong/map-mcp · v1.0

Turn CSV or Excel data into styled choropleth and categorical maps of India from plain language.

Connect Remote server

Terminal
claude mcp add --transport http map-mcp https://geocp.latlong.ai/mcp/ --header "X-Authorization-Token: <X_AUTHORIZATION_TOKEN>"
~/.cursor/mcp.json
{
  "mcpServers": {
    "map-mcp": {
      "url": "https://geocp.latlong.ai/mcp/",
      "headers": {
        "X-Authorization-Token": "<X_AUTHORIZATION_TOKEN>"
      }
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "map-mcp": {
      "type": "http",
      "url": "https://geocp.latlong.ai/mcp/",
      "headers": {
        "X-Authorization-Token": "<X_AUTHORIZATION_TOKEN>"
      }
    }
  }
}
Claude Desktop
Settings > Connectors > Add custom connector
URL: https://geocp.latlong.ai/mcp/

Replace the values in angle brackets with your own. Keys stay on your machine; we never see them.

Tools 8 found in our last check

  • compute_column

    Add a column computed from arithmetic over an uploaded file's numeric columns, then map it. Pass file_key, expression and result_column, e.g. {"file_key": "...", "expression": "(revenue - cost) / population", "result_column": "profit_per_capita"}. Operators: + - * / % and parent…

  • geocode

    Geocode addresses from an uploaded CSV or XLSX file into latitude/longitude. Pass a file_key from upload_file. Single place, no file: pass only address (e.g. {"address": "India Gate, New Delhi"}). The reply carries latitude, longitude, address, pincode, city, district, state and…

  • get_capabilities

    Return the server's capability matrix: supported map types, geo types, output formats, classification methods, and the list of tools available in this process (which varies by configuration). Call this first to discover what the server can do.

  • pincode_lookup

    Look up Indian pincodes: city, district and state. One pincode, no file: {"pincode": "560019"} also returns the post offices it covers with their coordinates. status=not_found means the pincode does not exist; tell the user rather than answering yourself. A file (including a loc…

  • question_to_map

    Render a geographic map from your data. Call upload_file first to ingest a CSV/XLSX file, then pass the returned file_key: {"question": "show total by pincode", "file_key": "mcp-uploads/<user-id>/2026/01/15/<uuid>.csv"}. The file_key is reusable — for additional questions on the…

  • reverse_geocode

    Turn latitude/longitude coordinates in an uploaded CSV or XLSX into addresses. Pass a file_key from upload_file. Single point, no file: pass only latitude and longitude in decimal degrees (e.g. {"latitude": 28.6129, "longitude": 77.2295}). The reply carries address, pincode, cit…

  • territory_mapping

    Run the territory-management pipeline on a branch file uploaded via upload_file. Hybrid async with three modes: pass file_key to START a job (returns a job_id immediately); pass only job_id on subsequent calls to POLL progress; pass job_id AND catchment_type together to RESUME a…

  • upload_file

    Upload a CSV or XLSX file for server-side ingestion under policy (auth, size cap, malware scan, injected-intent scan) and receive a file_key. This is the first step for ANY tool that works on the user's file: question_to_map, geocode, reverse_geocode, pincode_lookup and compute_…

Headers

NameDescription
X-Authorization-Token
Required, secret
Your LatLong access token (JWT). Issued by the LatLong auth service; the server verifies it on every call.

Details

Endpointhttps://geocp.latlong.ai/mcp/ (Streamable HTTP)
First published2 Sep 2026
Last updated2 Sep 2026
Registry nameai.latlong/map-mcp

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