Server for Singapore Government Open Data
Unverified verified 13 jun 2026TL;DR
An open-source Model Context Protocol (MCP) server that provides AI agents with seamless access to Singapore's official open data portal, data.gov.sg. It is designed for developers and AI users who need to ground their LLMs in real-time Singaporean datasets such as weather, transport, and property prices. The key differentiator is its implementation of the MCP standard, which allows instant 'plug-and-play' integration with AI tools like Claude Desktop and Cursor.
What Users Actually Pay
No user-reported pricing yet.
Our Take
Gahmen-mcp occupies a vital niche in the burgeoning MCP ecosystem as the primary bridge to Singapore's public data infrastructure. By abstracting the complexities of the data.gov.sg CKAN-based APIs into LLM-readable tools, it significantly lowers the barrier for building context-aware AI applications in the Singaporean market. Its strengths lie in its zero-config authentication and high utility for research and data analysis tasks that require factual local grounding. However, the project is inherently tied to the availability and schema of its upstream government sources. Users may encounter occasional latency or downtime if the data.gov.sg portal undergoes maintenance, and the tool enforces a strict rate limit (5 requests per minute) to ensure compliance with government API guidelines. This makes it better suited for research and development rather than high-throughput production environments. Overall, it is a must-have tool for any developer working within the Singaporean AI space. It successfully transforms static government spreadsheets and live JSON feeds into dynamic, queryable resources for autonomous agents, effectively serving as a 'digital librarian' for Singapore public data.
Similar Products
Pros
- + No authentication or API keys required for public government data access.
- + Instant integration with popular MCP hosts like Claude Desktop, Cursor, and Windsurf.
- + Comprehensive toolset covering searching, metadata retrieval, and filtered dataset downloads.
- + Built-in rate limiting to prevent API abuse and ensure stable connections.
- + Includes support for SingStat resources alongside data.gov.sg datasets.
Cons
- - Limited to 5 requests per minute, which may be restrictive for complex automated workflows.
- - Dependency on the uptime and performance of government-hosted servers (data.gov.sg).
- - Requires technical familiarity with Node.js and the MCP protocol for initial setup.
- - Current functionality is focused on retrieval rather than advanced data visualization or processing.
Sentiment Analysis
Sentiment has improved since last capture. The sentiment has improved dramatically from its previous 0.00 baseline as the tool has gained traction within the developer community. It is now widely recognized as a top-tier MCP server for local context, with high usage metrics on directories like Smithery and positive mentions in AI research and developer forums.
Sentiment Over Time
By Source
27310 mentions
Sample quotes (1)
- "Provide seamless access to open datasets and collections from data.gov.sg. Quality Score: 79/100."
12 mentions
Sample quotes (1)
- "Postgres/SQLite MCP for structured data recall, super handy when you want persistent memory... along with others like Singapore Open Data."
45 mentions
Sample quotes (1)
- "MCP server for AI agents to access Singapore government open data from data.gov.sg."
Agent Readiness
45/100Gahmen-mcp is highly ready for autonomous agent usage as it is built specifically on the Model Context Protocol (MCP). This allows AI agents to 'self-discover' available tools and their required parameters without manual configuration. While it lacks traditional SaaS integrations like Zapier, its native compatibility with modern AI IDEs and clients makes it a premier example of the 'Agent-First' software architecture. Documentation is clear, though primarily focused on local installation via npm or npx.
Last checked May 14, 2026
MCP Integrations
1 server10 tools13,979 total usesProvide seamless access to open datasets and collections from data.gov.sg. Enable searching, metadata retrieval, and filtered dataset downloads for analysis.
10 tools
datagovsg_list_collectionsList all collections on data.gov.sgdatagovsg_get_collectionGet metadata for a specific data.gov.sg collectiondatagovsg_list_datasetsList all datasets on data.gov.sgdatagovsg_get_dataset_metadataGet metadata for a specific data.gov.sg datasetdatagovsg_search_datasetSearch for data within a data.gov.sg datasetdatagovsg_initiate_downloadInitiate download of a data.gov.sg dataset with optional filteringdatagovsg_poll_downloadCheck data.gov.sg download status and get download URLsingstat_search_resourcesSearch for SingStat tables by keyword (works best with single words)singstat_get_metadataGet metadata for a specific SingStat tablesingstat_get_table_dataGet data from a specific SingStat table with optional filtering
Last checked May 28, 2026
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