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Glama
Hug0x0
by Hug0x0

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
ONEMAP_TOKENNoJeton OneMap, pour chercher une adresse et le géocodage inverse.
LTA_ACCOUNT_KEYNoClé DataMall, pour les arrivées de bus et singapore_query_lta.
DATA_GOV_SG_API_KEYNoClé data.gov.sg, envoyée dans l'en-tête x-api-key. Facultative, recommandée en production.

Instructions

Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.

This server publishes no instructions, or was last inspected before Glama recorded them.

Capabilities

Features and capabilities supported by this server

Protocol revision2025-11-25

CapabilityDetails
tools
{
  "listChanged": true
}
prompts
{
  "listChanged": true
}
resources
{
  "listChanged": true
}

Tools

Functions exposed to the LLM to take actions

NameDescription
singapore_lookup_datasetA

Resolve an exact dataset ID in the bundled snapshot. No network; a missing entry may exist in the live catalog.

singapore_list_collectionsB

List a live page of data.gov.sg collections and their child dataset IDs. Page size is controlled by the provider.

singapore_search_catalogA

Search the bundled full data.gov.sg catalog by English keywords, agency and format. No network needed. Results include snapshot date. Use inspect_dataset then query_dataset; non-tabular datasets may require download. Use list_catalog_page for updates since the snapshot.

singapore_list_catalog_pageA

List a current live page of data.gov.sg catalog (upstream page size). Use search_catalog for fast search of the bundled snapshot.

singapore_inspect_datasetB

Get live dataset metadata, schema, format, coverage and last update. Field IDs may be internal: use columnMetadata.map/metaMapping names for datastore filters.

singapore_query_datasetA

Query any tabular data.gov.sg dataset. Exact filters, column text search, projection, sorting and pagination. Preserve upstream values/units; no SQL. Non-tabular or unsupported datasets can be downloaded instead.

singapore_get_collectionB

Get a collection and its child dataset metadata to discover related historical series or ACRA partitions.

singapore_download_datasetA

Start or poll a dataset export. Call initiate once, then poll on later calls. Returns provider download URL (may expire), never downloads large files into the conversation. Suitable for CSV/GeoJSON/KML and datasets without datastore support.

singapore_catalog_summaryA

List dataset counts by publishing agency and file format, with catalog snapshot date.

singapore_list_curated_datasetsB

Browse curated datasets and tool names by topic. Includes coverage dates: some series are historical. The full catalog is searchable separately.

singapore_query_hdb_resaleA

Query Resale flat prices based on registration date from Jan-2017 onwards (Housing & Development Board). Topic: housing. Inspect dataset d_8b84c4ee58e3cfc0ece0d773c8ca6abc first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_query_hdb_rentalsA

Query Renting Out of Flats from Jan 2021 (Housing & Development Board). Topic: housing. Inspect dataset d_c9f57187485a850908655db0e8cfe651 first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_query_hdb_median_rentA

Query Median Rent By Town And Flat Type (Housing & Development Board). Topic: housing. Inspect dataset d_23000a00c52996c55106084ed0339566 first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_query_carpark_directoryA

Query HDB Carpark Information (Housing & Development Board). Topic: transport. Inspect dataset d_23f946fa557947f93a8043bbef41dd09 first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_query_schoolsA

Query General information of schools (Ministry of Education). Topic: education. Inspect dataset d_688b934f82c1059ed0a6993d2a829089 first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_query_hawker_centresB

Query List of Government Markets Hawker Centres (National Environment Agency). Topic: food. Inspect dataset d_68a42f09f350881996d83f9cd73ab02f first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_query_hawker_closuresB

Query Dates of Hawker Centres Closure (National Environment Agency). Topic: food. Inspect dataset d_bda4baa634dd1cc7a6c7cad5f19e2d68 first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_query_businessesA

Query Entities Registered with ACRA (Accounting and Corporate Regulatory Authority). Topic: economy. Inspect dataset d_3f960c10fed6145404ca7b821f263b87 first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_query_infectious_diseasesA

Query Weekly Infectious Disease Bulletin Cases (Ministry of Health). Topic: health. Inspect dataset d_ca168b2cb763640d72c4600a68f9909e first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_query_sport_facilitiesA

Query Sport Facilities (Sport Singapore). Topic: culture. Inspect dataset d_2cfb0867cdeb2b7303068995699dc33b first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_query_museum_visitorsA

Query Visitorship to National Museums and Heritage Institutions (Ministry of Culture, Community and Youth). Topic: culture. Inspect dataset d_618a1224b896b436ce650be1f77c804e first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_query_hotel_statisticsA

Query Monthly Gazetted Hotels Statistics (Singapore Tourism Board). Topic: tourism. Inspect dataset d_1db0bd2ffd95ac09c66db600e60d3400 first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_query_visitor_arrivalsA

Query International Visitor Arrivals By Place Of Residence, Monthly (Singapore Department of Statistics). Topic: tourism. Inspect dataset d_7e7b2ee60c6ffc962f80fef129cf306e first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_query_recycling_ratesA

Query Recycling Rate By Waste Type (National Environment Agency). Topic: environment. Inspect dataset d_9740df787da2b59a0b5bd76a6c33453d first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_query_air_quality_annualA

Query Air Quality, Annual (Singapore Department of Statistics). Topic: environment. Inspect dataset d_b733fb074ed97f4d322525467b0fa457 first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_query_greenhouse_emissionsA

Query Greenhouse Gas Emissions By Sector, Annual (Singapore Department of Statistics). Topic: environment. Inspect dataset d_1b8dcef6bf32ece26deca60e59d99f71 first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_query_government_expenditureA

Query Government Total Expenditure (Ministry of Finance). Topic: finance. Inspect dataset d_00f95040967791729d51bd7cd6af2355 first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_query_land_areaA

Query Land Area (As At December), Annual (Singapore Department of Statistics). Topic: geography. Inspect dataset d_0b2c034da121ef8efc71949af1694b4d first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_query_private_property_pricesA

Query Price Indices Of Non-Landed Private Residential Properties By Locality (1st Quarter 2009 = 100), Quarterly (Singapore Department of Statistics). Topic: housing. Inspect dataset d_65f5bf43d377db3939d93eb6f744d950 first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_query_healthcare_schemesA

Query Healthcare Schemes and Subsidies (Ministry of Health). Topic: health. Inspect dataset d_586ee0cbc5c79ff8167a46132a405239 first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_query_unemploymentA

Query Average Resident Unemployment Rate By Sex, Age And Highest Qualification Attained (HQA), Annual (Singapore Department of Statistics). Topic: employment. Inspect dataset d_11a640f1e61c1a680efeac8c775cdcb5 first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_query_hdb_populationA

Query HDB Resident Population by Geographical Distribution (Housing & Development Board). Topic: population. Inspect dataset d_0a6c6d71f6fa14e2d27e406f1d018439 first for filter fields. Supports exact filters, column text search, fields, sort and pagination. Returns source coverage from the bundled catalog; fetch metadata for current coverage.

singapore_get_air_temperatureB

NEA temperature (degrees Celsius). Singapore local dates; latest if omitted. Local limits apply to timestamp groups. Consume local offsets before continuing the preserved upstream pagination token.

singapore_get_rainfallC

NEA rainfall (mm). Singapore local dates; latest if omitted. Local limits apply to timestamp groups. Consume local offsets before continuing the preserved upstream pagination token.

singapore_get_relative_humidityC

NEA humidity (%). Singapore local dates; latest if omitted. Local limits apply to timestamp groups. Consume local offsets before continuing the preserved upstream pagination token.

singapore_get_wind_speedB

NEA wind speed (knots). Singapore local dates; latest if omitted. Local limits apply to timestamp groups. Consume local offsets before continuing the preserved upstream pagination token.

singapore_get_wind_directionB

NEA wind direction (degrees). Singapore local dates; latest if omitted. Local limits apply to timestamp groups. Consume local offsets before continuing the preserved upstream pagination token.

singapore_get_forecast_2hB

NEA 2-hour area forecasts. Singapore local dates; latest if omitted. Local limits apply to timestamp groups. Consume local offsets before continuing the preserved upstream pagination token.

singapore_get_forecast_24hC

NEA 24-hour weather forecast. Singapore local dates; latest if omitted. Local limits apply to timestamp groups. Consume local offsets before continuing the preserved upstream pagination token.

singapore_get_forecast_4dayC

NEA four-day outlook. Singapore local dates; latest if omitted. Local limits apply to timestamp groups. Consume local offsets before continuing the preserved upstream pagination token.

singapore_get_psiB

NEA PSI and pollutants by region. Singapore local dates; latest if omitted. Local limits apply to timestamp groups. Consume local offsets before continuing the preserved upstream pagination token.

singapore_get_pm25B

NEA PM2.5 (micrograms per cubic metre). Singapore local dates; latest if omitted. Local limits apply to timestamp groups. Consume local offsets before continuing the preserved upstream pagination token.

singapore_get_uv_indexC

NEA UV index. Singapore local dates; latest if omitted. Local limits apply to timestamp groups. Consume local offsets before continuing the preserved upstream pagination token.

singapore_list_weather_stationsB

Discover weather stations, IDs and WGS84 coordinates by observed measure; search by ID/name. No observations omitted from a claimed national inventory.

singapore_get_taxi_availabilityA

Available taxi coordinates from data.gov.sg, optionally within a radius sorted by distance. Latest unless date_time supplied. Coordinates use WGS84; returns a bounded sample and total match count.

singapore_get_carpark_availabilityA

HDB/URA carpark live available lots by carpark number. Does not include coordinates: join with carpark directory to locate carparks.

singapore_get_traffic_imagesB

Traffic camera image URLs, coordinates and timestamps. Optional radius filter. Image URLs are returned, never fetched by this server.

singapore_get_bus_arrivalsA

Live next buses at a bus stop, estimated arrival, load and accessibility. Requires LTA_ACCOUNT_KEY. Bus stop codes retain leading zeros.

singapore_query_ltaB

LTA lists and alerts. Requires LTA_ACCOUNT_KEY. Stop/service filters are allowed only on provider endpoints supporting them. Offsets apply only to paginated datasets.

singapore_find_nearby_bus_stopsB

Search a bounded set of LTA bus-stop pages near WGS84 coordinates. Requires LTA_ACCOUNT_KEY. Complete is true only after an upstream short page; continuation identifies the next unscanned page.

singapore_search_statisticsA

Search SingStat Table Builder across all official economic, population, labour, trade, health and social tables. Returns resource IDs to use with inspect_statistics/get_statistics. Use English terms.

singapore_inspect_statisticsB

Get SingStat table metadata, frequency, units, definitions, notes, series and coverage before reading observations.

singapore_get_statisticsA

Read SingStat time series, retaining unit and footnotes. Fetches table (or one exact upstream period), then filters series locally and keeps the last N upstream periods per series. Values remain strings to preserve missing-value markers. Use series_offset to paginate series.

singapore_convert_coordinatesA

Convert SVY21 easting/northing metres to WGS84 longitude/latitude or the reverse within Singapore. Uses SLA projection parameters; no API key.

singapore_search_addressA

OneMap official address/building/postal-code geocoding (WGS84 plus SVY21). Requires ONEMAP_TOKEN. Search pages are provider pages, usually 10 results.

singapore_reverse_geocodeB

OneMap reverse geocoding of Singapore WGS84 coordinates to nearby addresses. Requires ONEMAP_TOKEN.

singapore_list_indicatorsA

Curated World Bank indicators for Singapore. Other valid indicator codes work with get_indicator.

singapore_get_indicatorA

World Bank historical indicator for Singapore, optionally comparing up to five ISO3 countries. Latest years first; null values are preserved. Definitions and publication lag can differ from SingStat. No key required.

singapore_get_capabilitiesC

Local configuration and source availability. Reports only whether credentials are configured, never their values. No network requests.

singapore_get_sourcesB

List connected official data sources, documentation and API key requirements. This server reads public information; no account mutation tools.

singapore_find_relevant_toolsA

Route an English question to tools and datasets. Deterministic keyword matching; suggestions are not evidence or computed facts. Search catalog with English keywords.

singapore_search_acraB

Search one detailed ACRA partition by entity name or UEN. Select A-Z or Others explicitly; no automatic scan of all partitions. Inspect returned schema for provider field names.

singapore_find_nearby_facilitiesA

Find nearby HDB carparks with live availability, hawker centres, preschools, park facilities or sport facilities. Reads a bounded full official export (64 MiB max). Only Point geometries with validated WGS84 coordinates are considered; omitted geometries are counted. No arbitrary download URL input.

singapore_compare_hdb_pricesA

Compare HDB resale prices across towns and a bounded month interval using the entire official CSV export (64 MiB maximum). Does not extrapolate from a Datastore page. Exports may still be processing: retry on EXPORT_PENDING.

Prompts

Interactive templates invoked by user choice

NameDescription
research-singaporeEvidence-based research across Singapore public data

Resources

Contextual data attached and managed by the client

NameDescription
sourcesConnected data sources and authentication
coverageCatalog coverage and curated datasets
usageData access conventions and limitations
topicsAvailable data.gov.sg publishing agencies and formats

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