ai.latlong/map-mcp (MCP) Server

ai.latlong/map-mcp is an MCP server that converts CSV or Excel data into styled choropleth and categorical maps of India using plain language inputs. The server exposes multiple tools (6 total) for working with this mapping workflow. Its focus is on transforming tabular data into map visualizations of India.

🛠️ Key Features

Converts CSV or Excel data
Generates styled choropleth maps
Generates categorical maps
Map scope: India
Plain-language driven operation
Tool set size: 6

🚀 Use Cases

Turning spreadsheet-based datasets into choropleth maps for India
Visualizing categories from CSV/Excel as categorical maps
Building map outputs from plain-language requests

⚡ Developer Benefits

Structured tool access (6 tools) for the mapping workflow
Workflow supports tabular inputs (CSV/Excel)
Targets consistent map outputs for India

⚠️ Limitations

Description only confirms India map generation; broader geographies are not stated

{ "type": "object", "properties": { "mode": { "type": "string" }, "index_name": { "type": "string" }, "geo_level": { "type": "string" }, "state_filter": { "type": "string" }, "regions": { "type": [ "null", "array" ], "items": { "type": "string" } }, "top_n": { "type": "integer" }, "year": { "type": "integer" }, "month": { "type": "integer" }, "render": { "type": "boolean" } }, "required": [ "index_name" ], "additionalProperties": false }

{ "type": "object", "properties": { "data": { "type": [ "null", "array" ], "items": { "type": "object", "additionalProperties": true } }, "map_type": { "type": "string" }, "geo_type": { "type": "string" }, "geo_column": { "type": "string" }, "value_column": { "type": "string" }, "label_column": { "type": "string" }, "title": { "type": "string" }, "legend": { "type": "object", "additionalProperties": true }, "tooltip": { "type": "boolean" }, "viewport_mode": { "type": "string" }, "style": { "type": "object", "additionalProperties": true }, "filters": { "type": "object", "additionalProperties": true }, "state_hint": { "type": [ "null", "array" ], "items": { "type": "string" } }, "query": { "type": "string" }, "mid_aa_order": { "type": "integer" }, "output_format": { "type": "string" }, "no_cache": { "type": "boolean" } }, "required": [ "data", "map_type", "geo_type", "geo_column", "value_column" ], "additionalProperties": false }

{ "type": "object", "properties": { "data": { "type": [ "null", "array" ], "items": { "type": "object", "additionalProperties": true } }, "map_type": { "type": "string" }, "geo_type": { "type": "string" }, "geo_column": { "type": "string" }, "value_column": { "type": "string" }, "label_column": { "type": "string" }, "filters": { "type": "object", "additionalProperties": true }, "style": { "type": "object", "additionalProperties": true }, "state_hint": { "type": [ "null", "array" ], "items": { "type": "string" } }, "query": { "type": "string" }, "mid_aa_order": { "type": "integer" } }, "required": [ "data", "map_type", "geo_type", "geo_column", "value_column" ], "additionalProperties": false }

Install

Tools (6)

get_capabilitiesget_indexlist_geographieslist_indicesrender_mapvalidate_map

Remote endpoint

Streamable HTTP

Hosted server - connect over the network, no local install.

url

https://geocp.latlong.ai/mcp/

Add to VS Code Add to Cursor

claude_desktop_config.json

json

{
  "mcpServers": {
    "map-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://geocp.latlong.ai/mcp/"
      ]
    }
  }
}

Desktop config is stdio-only; this bridges via mcp-remote. Native remote: Settings > Connectors.

LatLong Maps

ai.latlong/map-mcp (MCP) Server

🛠️ Key Features

🚀 Use Cases

⚡ Developer Benefits

⚠️ Limitations

get_capabilities

get_index

list_geographies

list_indices

render_map

validate_map

Install

Remote endpoint

Related servers

mode	string	optional
index_name	string	required
geo_level	string	optional
state_filter	string	optional
regions	null \| array	optional
top_n	integer	optional
year	integer	optional
month	integer	optional
render	boolean	optional

data	null \| array	required
map_type	string	required
geo_type	string	required
geo_column	string	required
value_column	string	required
label_column	string	optional
title	string	optional
legend	object	optional
tooltip	boolean	optional
viewport_mode	string	optional
style	object	optional
filters	object	optional
state_hint	null \| array	optional
query	string	optional
mid_aa_order	integer	optional
output_format	string	optional
no_cache	boolean	optional