Gahmen MCP
An MCP server for accessing Singapore's government datasets on data.gov.sg, providing dataset browsing, search, and download functions, with built - in API rate limiting.
rating : 2.5 points
downloads : 3.6K
What is the Gahmen MCP Server?
The Gahmen MCP Server is an MCP server specifically designed for Singapore's government open data platform (data.gov.sg). It allows users to access various public datasets published by the Singapore government through a standardized interface, including demographic, economic, traffic, environmental data, etc. The server encapsulates complex API calls into simple tools, enabling non - technical users to easily obtain and analyze government open data.How to use the Gahmen MCP Server?
Using the Gahmen MCP Server is very simple: First, ensure that your MCP client is configured with this server. Then you can directly use the provided tools to browse datasets, search for specific information, or download the complete data. The server will automatically handle API calls, data format conversion, and rate limiting. You only need to focus on the data content you want to obtain.Use cases
The Gahmen MCP Server is suitable for various scenarios: Researchers need government statistical data for analysis, developers build applications based on public data, enterprises conduct market research and trend analysis, students complete academic projects, journalists obtain data support for news reports, etc. Any individual or organization that needs Singapore government open data can use this service.Main features
Collection access
Browse all data collections on data.gov.sg. Each collection contains related datasets, such as thematic collections like 'Demographics', 'Traffic', 'Environment', etc.
Dataset browsing
View all available datasets on the platform and obtain detailed metadata information for each dataset, including description, update frequency, data format, etc.
Data search
Search for data records that meet the criteria in a specific dataset, supporting exact queries and filtering based on field values.
Dataset download
Download the complete dataset or a filtered data subset, supporting multiple data formats for subsequent analysis and processing.
Intelligent rate limiting
Automatically manage the API call frequency to ensure that the rate limit of data.gov.sg (5 requests per minute) is not exceeded, avoiding service interruption.
No authentication required
Directly access public government data without registering an account or obtaining an API key. It's ready to use out of the box.
Advantages
One - stop access to all Singapore government open data
User - friendly interface design, lowering the technical threshold
Automatically handle API complexity and data format conversion
Built - in rate limiting to avoid service bans
Completely free, no authentication or paid subscription required
Support data filtering and search, improving data acquisition efficiency
Limitations
Only supports data from the Singapore data.gov.sg platform
Subject to the original API rate limit (5 requests per minute)
Data update frequency depends on the government department's publication plan
Some datasets may have access restrictions or special licensing requirements
Does not support real - time data streams, only static datasets
How to use
Configure the MCP client
Add the Gahmen MCP Server configuration to your MCP - compatible client (such as Claude Desktop). Usually, you need to add the server address and parameters to the client configuration file.
Browse available data
Use the list_collections or list_datasets tools to view available data collections and datasets and understand what data resources are available on the platform.
Search for specific data
Use the search_dataset tool to find data records that meet the criteria in a specific dataset and can be filtered by field values.
Download data
Use the initiate_download and poll_download tools to download the complete dataset or a filtered data subset.
Usage examples
Demographic analysis
Researchers need to analyze the population change trends in Singapore in recent years, especially the population distribution by age group and gender.
Traffic flow research
Urban planning students need to study the traffic flow patterns in a specific area on weekdays and weekends for a course project.
Environmental monitoring report
Environmental protection organizations need to regularly obtain air quality data to produce monthly environmental quality reports.
Real estate market research
Real estate companies need to analyze real estate transaction data in different regions to identify market trends and investment opportunities.
Frequently Asked Questions
Is there a fee for using the Gahmen MCP Server?
Do I need to register an account or obtain an API key?
What is the data update frequency?
Why is my search or download request slow?
Can I obtain real - time data?
What format is the downloaded data in?
What if I can't find the data I need?
Does it support batch downloading of multiple datasets?
Related resources
data.gov.sg official website
Singapore government's open data platform, view the complete data catalog, documentation, and dataset details
GitHub repository
Source code and latest version of the Gahmen MCP Server
MCP protocol documentation
Official specification documentation for the Model Context Protocol
Singapore government data usage guide
Terms and conditions for using data on data.gov.sg, understand data usage restrictions and licensing requirements
Claude Desktop
Desktop application supporting the MCP protocol, can be configured to use the Gahmen MCP Server

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