Sgdata MCP

Rank all crime types by case count for a given year. Returns every crime type sorted descending by number of cases.

Annual crime case count time series for a specific crime type (e.g. 'Total Crimes', 'Cheating'). Returns oldest-to-newest.

Get the most recent year's crime case counts by type. Optionally filter by crime type (substring match, e.g. 'Robbery', 'Cheating', 'Scam').

Compare two Singapore datasets side-by-side over time. Joins both datasets on their time dimension (year/quarter/month) and returns aligned rows for correlation analysis. Examples: compare GDP vs unemployment, CPI vs retail sales, births vs population. Use dataset short IDs like 'gdp_yoy', 'unemployment', 'cpi_monthly', 'crime', etc.

Query any data.gov.sg dataset by ID with simple exact-match and substring (LIKE) filters, paginated. Automatically downloads and caches the dataset locally on first use, refreshing if the cache is older than 30 days. Filter keys must be the human column labels from sg_dataset_schema.

Fetch the column schema and metadata for any data.gov.sg dataset by ID. Returns the human column labels (use these as filter keys for sg_dataset_query), agency, format, size, and last updated timestamp. Cheap call — does not download the dataset itself.

Singapore mortality indicators: crude death rate and infant mortality rate. Annual, from DOS via SingStat (M810481). Use `indicator` to choose ('Crude Death Rate' or 'Infant Mortality Rate'); defaults to crude death rate.

Active NEA dengue clusters in Singapore (live). The legacy realtime endpoint is decommissioned (HTTP 403), so this pulls NEA's official 'Dengue Clusters (GEOJSON)' dataset and returns each cluster's locality, case count and centroid, sorted by case size, plus totals. Optional `min_cases` filters to larger clusters.

Get the most recent week's infectious disease case counts. Optionally filter by disease name (substring match, e.g. 'Dengue', 'HFMD', 'Tuberculosis'). KNOWN ISSUE: upstream MOH feed on data.gov.sg appears frozen since 2022-W52 — check the returned `data_freshness.level` field; `frozen` means cross-check moh.gov.sg.

List all diseases tracked in the Weekly Infectious Disease Bulletin with their total case counts across all weeks.

Weekly case count trend for a specific disease (e.g. 'Dengue Fever', 'HFMD'). Returns oldest-to-newest, optionally trimmed to last N weeks.

Invoke any sgdata tool by name with a JSON args object. Get the exact arg names and shapes from sg_tool_catalog first. Args are validated against the tool's real schema — a validation error tells you the expected shape.

Singapore divorce statistics. Defaults to total divorces & annulments; use `indicator` for other series (e.g. 'Civil Divorces', 'Muslim Divorces', 'Median Duration Of Marriage For Divorces'). Annual, from DOS via SingStat (M830201).

Find childcare centres whose postal_code shares a prefix with the supplied postal_code (default prefix length 2 — postal sector).

Search ECDA childcare & kindergarten centres. Filters: name substring, postal_code prefix, service_model ('Childcare', 'Kindergarten', etc.), has_infant_vacancy (true = at least one infant slot), spark_certified.

Aggregate vacancy count for a given level (infant/pg/n1/n2/k1/k2), optionally restricted to a postal_code prefix. Returns total vacancies, centres with vacancy, and centres reviewed.

Monthly electricity generation time series for a given source (e.g. 'Total', 'Gas Turbine / Combined Cycle'). Returns oldest-to-newest, optionally trimmed to last N months.

Get the most recent month's electricity generation figures by source. Optionally filter by source (e.g. 'Total', 'Gas').

Employment counts by sector for a given year. If year is omitted, uses the most recent year. If sector is supplied, filters to rows whose DataSeries contains that substring.

Percent change in employment for a sector between two years (substring match on DataSeries).

Employment time series for a single sector (substring match on DataSeries), oldest-to-newest. Optionally trimmed to last N years.

Compare business formation counts across multiple industries for a given year. Great for spotting which sectors are growing fastest. Optionally filter by SSIC codes.

Get the historical time series of business formations for a specific industry/SSIC code. Returns annual counts from 1990 to present. Use SSIC code (e.g. '62' for IT) or 'Total' for all industries.

Get the latest year's business formation counts by industry in Singapore. Shows how many new companies were registered in each SSIC sector. Data from ACRA via SingStat.

Get monthly business formation counts for a specific industry or all industries (Total). Returns monthly time series from Jan 1990 to present. Data from ACRA via SingStat Table Builder.

All major SGD currency pairs for a single month. If month is omitted, uses the most recent month.

Monthly SGD rate time series for a single currency. Returns oldest-to-newest, trimmed to last N months.

Monthly SGD exchange rate for a given currency. Currency is matched as a substring against DataSeries (e.g. 'U S Dollar', 'Euro', 'Japanese Yen'). If month is omitted, returns the most recent month. Note the 'Per 100' note in the DataSeries label when present.

Time series of YoY GDP growth for a single industry (substring match on DataSeries). Returns oldest-to-newest, trimmed to the last N quarters if quarters_back is given.

Rank all industries by YoY growth for a given quarter (e.g. '2025Q4', '20254Q'). Returns every industry row with its growth value, sorted descending.

Get the most recent YoY GDP growth rate for a matching industry (substring match on DataSeries, e.g. 'Manufacturing'). Omit industry to get the headline 'GDP At Constant 2015 Market Prices'.

Search for hawker centres by name or location (substring match). Returns name, location, type, stall counts.

Summary statistics of all hawker centres — total count, breakdown by type, total stalls nationwide.

Exact-match lookup for a single HDB carpark by car_park_no (e.g. 'BJ55', 'ACB'). Returns all reference columns for that carpark.

Substring search over HDB carpark addresses. Useful for 'find all carparks in Tampines' or 'carparks on Ang Mo Kio Ave 3'.

Filter HDB carparks by type (e.g. 'MULTI-STOREY CAR PARK', 'SURFACE CAR PARK'), night_parking availability, or free_parking text (e.g. 'SUN & PH FR 7AM-10.30PM').

Search HDB resale flat transactions (Jan 2017+). Filters: town, flat_type (e.g. '4 ROOM'), month range (YYYY-MM), price range. Returns paginated transaction rows.

Aggregate HDB resale statistics (count, median, mean, min, max resale price) for a filtered slice. Filters: town, flat_type, month range.

Singapore resident household income from work. Returns the median monthly household income (or, with `indicator`, a chosen series such as average income, a specific decile, or the Gini coefficient). Annual, from DOS via SingStat (M810871).

Look up IRAS tax collection by tax_type (substring match) and/or financial_year. If both omitted, returns the most recent year's full breakdown.

Annual tax collection time series for a single tax_type (substring match). Oldest-to-newest, trimmed to last N years.

Percentage breakdown of IRAS total collection by tax type for a given financial_year.

Singapore resident labour force participation rate (LFPR), aged 15+. Defaults to the overall total rate; use `indicator` for an age band (e.g. '25 - 29 Years'). Annual (end-June), from MOM/DOS via SingStat (M182201).

List all available curated Singapore datasets with their IDs, names, and agencies. Use this to discover dataset IDs for sg_cross_dataset or other tools.

Singapore marriage statistics. Defaults to total marriages; use `indicator` for other series (e.g. 'First Marriages', 'Resident Marriages', 'Proportion Of Inter-Ethnic Marriages'). Annual, from DOS via SingStat (M830101).

Annual median income time series for a given sex ('Males', 'Females', or 'Total'). Returns oldest-to-newest, trimmed to last N years if years_back is given.

Look up median monthly income by year and/or sex. If year is omitted, returns the most recent year. sex values: 'Males', 'Females', 'Total'.

Exact-match lookup for a single MOE school by full school_name. Falls back to the closest substring match if no exact hit.

Find schools whose postal_code shares a prefix with the supplied postal_code. Default prefix length is 2 (Singapore postal sector). Not a true geographic radius — use this as a cheap proximity proxy.

Search MOE-registered schools by name substring, mainlevel (PRIMARY/SECONDARY/MIXED LEVELS/JUNIOR COLLEGE/CENTRALISED INSTITUTE), zone (NORTH/SOUTH/EAST/WEST), SAP status, and Gifted Education Programme status.

Get net business growth (formations minus cessations) by month for a specific industry or all industries. Positive = more companies created than closed. Data from ACRA via SingStat.

Annual time series for a single population indicator (e.g. 'Total Population'). Returns oldest-to-newest, optionally trimmed to last N years.

Get the most recent annual population figure for a matching indicator (substring match, e.g. 'Total Population', 'Median Age', 'Dependency Ratio'). Omit indicator to get all.

Live NEA Pollutant Standards Index (PSI) for Singapore. Returns the national headline 24-hour PSI (the highest regional reading, per NEA convention) plus a per-region breakdown (north/south/east/west/central) of 24-hour PSI and 24-hour PM2.5 concentration. Updated hourly.

Live 5-minute rainfall readings (mm) from NEA stations across Singapore. Returns every station's current reading plus the subset of stations that are actually reporting rain (value > 0). Updated every ~5 minutes.

Monthly retail sales index time series for a sub-industry. Defaults to 'Total'. Returns oldest-to-newest, trimmed to last N months if given.

Most recent retail sales index value for a matching sub-industry (substring match on DataSeries). Defaults to 'Total'.

Year-on-year percent change in retail sales index for a sub-industry in a given month (defaults to most recent month).

Search data.gov.sg for datasets matching a free-text keyword query. Returns dataset IDs and high-level metadata (name, agency, format, row count, last updated). Use this to discover datasets when no curated sg_* tool exists, then pass the datasetId into sg_dataset_schema or sg_dataset_query. Supports optional agency and format filters.

List all sgdata tools with descriptions and full JSON input schemas, on demand. Optional case-insensitive substring filter on tool name or description (e.g. 'acra', 'hdb', 'carpark'). Call this FIRST when you need Singapore government data — then invoke the tool you found via sg_dispatch.

Tourism receipts time series for a specific component (e.g. 'Shopping', 'Accommodation', 'Food & Beverage'). Returns annual data oldest-to-newest.

Get the most recent year's tourism receipts breakdown by component (shopping, accommodation, F&B, transport, etc.).

Singapore total merchandise trade (imports + exports) by commodity section, monthly, in thousand dollars. Defaults to total trade; use `segment` to pick a sub-series: 'total' | 'oil' | 'non-oil' | 'petroleum' | 'oil-bunkers'. From EnterpriseSG/DOS via SingStat (M451001). Monthly series are fetched per-segment to avoid the API's cell limit.

Unemployment rate time series for a given residential status (e.g. 'Overall', 'Residents', 'Citizens'). Returns quarterly data oldest-to-newest, optionally trimmed to last N quarters.

Get the most recent quarterly unemployment rates for Singapore. Returns seasonally adjusted and unadjusted rates by residential status (overall, residents, citizens).

New sale volume only, quarter-by-quarter, for pipeline analysis. Returns summed units per quarter across all sale_status values.

URA private residential transaction volumes over time, optionally filtered to a single type_of_sale ('New Sale', 'Sub-Sale', 'Resale'). Oldest-to-newest, optionally trimmed.

Latest quarter of URA private residential transactions, broken down by type_of_sale and sale_status.

Monthly visitor arrivals time series for a source country. Defaults to 'Total International' if no country given. Returns oldest-to-newest, trimmed to last N months.

Most recent monthly visitor arrivals for a matching source country (substring match). Defaults to 'Total International Visitor Arrivals'.

Top N source countries by visitor arrivals for a given month. If month is omitted, uses the most recent month. Excludes the 'Total' row.

Generate an ASCII sparkline chart and summary statistics from a numeric time series. Pass labels (e.g. dates) and corresponding values. Returns sparkline, min/max/mean/latest, period-over-period change, and chart-ready JSON for frontend rendering.

Average monthly nominal earnings per employee in Singapore (overall economy). Annual time series, from MOM/DOS via SingStat (M182941).

NEA weather forecast for Singapore. By default returns the 2-hour nowcast per area (47 named areas, e.g. 'Ang Mo Kio', 'Bedok'). Pass horizon='24h' for the 24-hour outlook (general day/night summary, temperature & humidity ranges, wind, and per-region time-block forecasts). Optional `area` substring filter applies to the 2-hour forecast.