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SidneyBissoli

ILO Statistics (ILOSTAT) MCP Server

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault

No arguments

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
ilo_search_indicatorsA

Search the ILOSTAT catalogue of ~1,200 indicator dataflows by keywords in the name or id (e.g. "unemployment rate sex age"). All terms must match (AND, case-insensitive), so start with 2–3 English words and drop terms if you get 0 results; results are ranked by ILO relevance weight, not by match count. Reading the id tells you the shape: suffix _RT = rate/ratio, NB = number (usually thousands); dataflows whose second token starts with 2 (e.g. DF_UNE_2EAP…) are ILO modelled estimates with full country/year coverage, the others are reported national data. Returns dataflow ids to use with ilo_get_data / ilo_get_indicator_metadata. Searches the local catalogue only — it does not return statistical values (use ilo_get_data), does not search dimension codes such as countries (use ilo_list_dimension_values) and does not cover non-ILO sources.

ilo_get_indicator_metadataA

Structure of one ILOSTAT dataflow: dimensions (in SDMX key order), their codelists, the time dimension, the source's default selection and the data vintage (last update at the ILO). Use before ilo_get_data to know which filters exist. Does not return statistical values and does not list the codes themselves (use ilo_list_dimension_values).

ilo_list_dimension_valuesA

Valid codes (id + label) of one dimension of an ILOSTAT dataflow — e.g. the country/area codes of REF_AREA (ISO 3166-1 alpha-3 such as BRA, plus X-codes for aggregates such as X01 World) or the categories of SEX (SEX_T/SEX_M/SEX_F) and AGE. Use search to resolve a name to a code (e.g. search "Brazil") instead of paging through hundreds of codes; codelists are shared across dataflows, so a code found here is valid wherever the same codelist is used. Use to build correct ilo_get_data filters. Does not return statistical values, does not say which codes actually have data for a given dataflow, and is not applicable to the time dimension (filter it via start_period/end_period in ilo_get_data).

ilo_get_dataA

Statistical observations from one ILOSTAT dataflow, filtered by dimension codes (filters, e.g. {"REF_AREA": ["BRA","ARG"], "SEX": "SEX_T"}) and period (start_period/end_period, e.g. "2015"/"2024"). REF_AREA is required, maximum 30 areas per call — for broad panels, split areas into batches and/or paginate by period. Unfiltered dimensions return all their categories. Does not aggregate, convert or otherwise transform values (raw ILOSTAT data only), and does not search indicators (use ilo_search_indicators).

Prompts

Interactive templates invoked by user choice

NameDescription
ilo_country_labour_profileStep-by-step workflow that assembles a labour-market profile of one country from ILOSTAT (unemployment, participation, employment ratio, informality, NEET, earnings, hours) with ILO citations.
ilo_compare_countriesWorkflow that compares several countries (or regional aggregates) on one ILOSTAT indicator in a single data call, flagging modelled estimates versus reported data.
ilo_indicator_trendWorkflow that retrieves the time series of one ILOSTAT indicator for one country and describes the trend (first/last, peak/trough, breaks in series) with citations.

Resources

Contextual data attached and managed by the client

NameDescription
ilostat-guideHow to query ILOSTAT with this server: tool workflow, stable code conventions (REF_AREA ISO3 and X-aggregates, SEX, AGE, FREQ, dataflow id suffixes), limits and reporting rules. Read once per session to save discovery calls.
ilostat-key-dataflowsVerified dataflow ids for the most common indicators (unemployment, employment, participation, wages, working time, informality, NEET, SDG 8, productivity) — usable directly in ilo_get_data without searching.
ilostat-provenanceMeaning of every provenance field returned with the data (source_url, data_vintage, retrieved_at, notices, license, citation) and how to cite the ILO correctly.

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