OneMap MCP Server

Comprehensive access to Singapore's OneMap APIs for AI assistants

README.md

OneMap MCP Server v2

A Python-based MCP (Model Context Protocol) server that provides comprehensive access to Singapore's OneMap APIs. Built with FastMCP for easy integration with AI assistants and Microsoft AI Foundry.

Features

This server exposes 35+ tools across 10 API categories:

  • Search - Address and location search
  • Reverse Geocode - Convert coordinates to addresses (WGS84 and SVY21)
  • Routing - Public transport, driving, walking, cycling, barrier-free routes
  • Coordinate Converters - EPSG 4326 (WGS84), EPSG 3414 (SVY21), EPSG 3857
  • Themes - Access 100+ thematic layers for locations, amenities, boundaries
  • Planning Area - Singapore's 55 planning area information
  • Population Query - Demographics and statistics by planning area
  • Nearby Transport - Find nearby MRT/LRT stations and bus stops
  • Static Map - Generate static map images with optional overlays

Prerequisites

  • Python 3.11+
  • OneMap Account (register at OneMap API)

Installation

Local Development

  1. Clone the repository:
cd onemap-mcp
  1. Create a virtual environment:
python -m venv .venv
source .venv/bin/activate  # On Windows: .venv\Scripts\activate
  1. Install dependencies:
pip install -r requirements.txt
  1. Create .env file with your credentials:
cp .env.example .env
# Edit .env with your OneMap credentials
  1. Run the server:
python server.py

Environment Variables

Create a .env file with:

ONEMAP_EMAIL=your_email@example.com
ONEMAP_EMAIL_PASSWORD=your_password

Docker Deployment

  1. Build the Docker image:
docker build -t onemap-mcp .
  1. Run the container:
docker run -d \
  -e ONEMAP_EMAIL="your_email@example.com" \
  -e ONEMAP_EMAIL_PASSWORD="your_password" \
  --name onemap-mcp \
  onemap-mcp

Available Tools

Search & Geocoding

Tool Description
search Search for addresses, buildings, postal codes
reverse_geocode_wgs84 Get address from WGS84 coordinates
reverse_geocode_svy21 Get address from SVY21 coordinates

Routing

Tool Description
route_walk_drive_cycle Walking, driving, cycling, barrier-free routes
route_public_transport Bus and MRT routes with fare info

Coordinate Conversion

Tool Description
convert_4326_to_3857 WGS84 → Web Mercator
convert_4326_to_3414 WGS84 → SVY21
convert_3414_to_4326 SVY21 → WGS84
convert_3414_to_3857 SVY21 → Web Mercator
convert_3857_to_4326 Web Mercator → WGS84
convert_3857_to_3414 Web Mercator → SVY21

Themes

Tool Description
get_all_themes_info List all 100+ thematic layers
get_theme_info Get info about a specific theme
check_theme_status Check if theme was updated
retrieve_theme Retrieve theme data

Planning Areas

Tool Description
get_all_planning_areas Get all 55 planning area polygons
get_planning_area_names List planning area names
get_planning_area_by_location Get planning area for a location

Population Data

Tool Description
get_population_age_group Population by age
get_ethnic_distribution Ethnic group distribution
get_economic_status Employment statistics
get_household_monthly_income Income distribution
get_education_status Education levels
... and more

Transport

Tool Description
get_nearby_mrt_stations Find nearby MRT/LRT stations
get_nearby_bus_stops Find nearby bus stops

Static Maps

Tool Description
get_static_map Generate map images with overlays

Usage Examples

Search for a location

# Search for Marina Bay Sands
result = await search(search_value="Marina Bay Sands")

Get route directions

# Driving route from Changi to Orchard
result = await route_walk_drive_cycle(
    start_lat=1.3644,
    start_lon=103.9915,
    end_lat=1.3048,
    end_lon=103.8318,
    route_type="drive"
)

Find nearby MRT stations

result = await get_nearby_mrt_stations(
    latitude=1.3521,
    longitude=103.8198,
    radius_in_meters=1000
)

Project Structure

onemap-mcp/
├── server.py          # FastMCP server with all tools
├── mcp.json           # MCP manifest
├── tools.json         # Tool definitions for AI Foundry
├── onemap/
│   ├── __init__.py
│   └── utils.py       # HTTP client and utility functions
├── .env               # Your credentials (not in git)
├── .env.example       # Template for credentials
├── Dockerfile
├── requirements.txt
└── README.md

Deployment to Azure

Azure Container Apps

# Build and push to Azure Container Registry
az acr b

Tools 5

searchSearch for addresses, buildings, and postal codes.
reverse_geocode_wgs84Get address from WGS84 coordinates.
route_walk_drive_cycleCalculate walking, driving, cycling, or barrier-free routes.
get_nearby_mrt_stationsFind nearby MRT/LRT stations.
get_static_mapGenerate map images with optional overlays.

Environment Variables

ONEMAP_EMAILrequiredEmail address registered with OneMap API
ONEMAP_EMAIL_PASSWORDrequiredPassword for OneMap API account

Try it

Search for the address of Marina Bay Sands in Singapore.
Calculate a driving route from Changi Airport to Orchard Road.
Find all MRT stations within 1000 meters of my current location at 1.3521, 103.8198.
What is the demographic age distribution in the Tampines planning area?

Frequently Asked Questions

What are the key features of OneMap?

Search for Singapore addresses, buildings, and postal codes. Calculate multi-modal routes including public transport, driving, and cycling. Convert coordinates between WGS84, SVY21, and Web Mercator systems. Access 100+ thematic layers and Singapore planning area data. Retrieve population statistics including age, income, and education levels.

What can I use OneMap for?

Building location-aware AI agents for Singapore-based logistics. Automating urban planning research using demographic and thematic data. Integrating real-time public transport routing into AI-powered travel assistants. Performing geospatial data analysis and coordinate conversions for mapping projects.

How do I install OneMap?

Install OneMap by running: pip install -r requirements.txt && python server.py

What MCP clients work with OneMap?

OneMap works with any MCP-compatible client including Claude Desktop, Claude Code, Cursor, and other editors with MCP support.

Turn this server into reusable context

Keep OneMap docs, env vars, and workflow notes in Conare so your agent carries them across sessions.

Open Conare