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Hug0x0
by Hug0x0

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Alternatives to mcp-singapore

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    Related Servers

    • F
      license
      Not graded
      quality
      D
      maintenance
      Provides AI agents with live, structured access to Singapore government open data including weather, transport, property, and company registry via 35 well-described tools.
      1
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    • A
      license
      Not graded
      quality
      B
      maintenance
      Enables access to Singapore government open data and real-time environment/transport feeds including weather, air quality, taxi availability, and traffic incidents.
      27 npm
      MIT
    • F
      license
      Not graded
      quality
      D
      maintenance
      Provides comprehensive access to Singapore's OneMap APIs, enabling AI assistants to perform location searches, routing, and coordinate conversions. It features over 35 tools for accessing thematic layers, population statistics, and public transport data.
      1
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    • A
      license
      Not graded
      quality
      C
      maintenance
      Enables querying, sampling, and exporting datasets from over twenty keyless free public data sources spanning the EU, Switzerland, Germany, the US, and global providers through one uniform set of tools. A single consistent interface lets users list databases and tables, inspect schemas and query guides, run queries, and export results as CSV or JSON without per-API clients.
      Apache 2.0

    TDQS

    B3.3/5.0

    Scored across 64 tools

    Disambiguation3/5

    The core pattern is clear: generic catalog tools (search_catalog, inspect_dataset, query_dataset, download_dataset) plus per-dataset convenience wrappers. However, ~20 singapore_query_<topic> tools overlap heavily with singapore_query_dataset, and discovery is split across search_catalog, list_catalog_page, list_curated_datasets, catalog_summary, and find_relevant_tools, so an agent can hesitate between near-equivalent entry points. Descriptions do a good job steering (e.g. compare_hdb_prices vs query_hdb_resale, find_nearby_bus_stops vs get_bus_arrivals), which keeps it from being worse.

    Naming Consistency5/5

    Every tool uses the singapore_ prefix plus a consistent snake_case verb_noun form (query_*, get_*, list_*, search_*, inspect_*, find_nearby_*, convert_*). Verb choice maps predictably to intent: query for tabular data, get for live readings, list/search for discovery.

    Tool Count2/5

    64 tools is far beyond a comfortable surface for a single server, even a broad national data portal. Much of the bulk comes from per-dataset query wrappers that duplicate query_dataset's capability and could be replaced by a curated dataset list.

    Completeness4/5

    Coverage is broad and coherent: catalog discovery, metadata inspection, tabular querying, export/download, live weather, transport, SingStat, geocoding, World Bank, and capability/source introspection, with a consistent read-only posture. Gaps are minor — e.g. some discovery paths (curated topics) versus the live catalog could be unified, and a few domain areas rely on single datasets.

    Maintenance

    ActivityMaintained
    ResponsivenessResponsive