Mmcp.market

ILO Labour Statistics (ILOSTAT): unemployment, wages, informality MCP server

by SidneyBissoli·io.github.SidneyBissoli/ilo-mcp-server·v0.6.1

Labour market data from the ILO (ILOSTAT) by country, year, sex and age, with provenance.

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ILO Labour Statistics (ILOSTAT): unemployment, wages, informality tools (6)

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  • fetchFree

    Returns the full document for an id obtained from `search`, as { id, title, text, url, metadata }: `text` is the readable content (Markdown) and `url` the canonical public page to cite. Companion of `search` in the OpenAI Deep Research contract, over the ILOSTAT labour statistics (≈1,200 SDMX dataflows: employment, unemployment, wages, working time, informality, SDG labour indicators) catalog. Only ids returned by `search` are valid; an unknown id returns an error. The `ilo_*` tools remain the tools for data queries. Behavior: read-only and idempotent — a live GET against the public source when the document needs it.

  • ilo_get_dataFree

    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).

  • ilo_get_indicator_metadataFree

    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_valuesFree

    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_search_indicatorsFree

    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. Everyday and US wording is resolved to the ILO's own (labor→labour, wages/salary→earnings, informality→informal, gender→sex, productivity→output per worker); when that happens the response says so in vocabulary_notes. 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.

  • searchFree

    Searches the ILOSTAT labour statistics (≈1,200 SDMX dataflows: employment, unemployment, wages, working time, informality, SDG labour indicators) catalog and returns up to 10 matching documents as { id, title, url }, ordered by relevance (an empty list means nothing matched). This tool exists for the OpenAI Deep Research contract: ChatGPT deep research, company knowledge and research workflows over the Responses API require exactly the tools `search` and `fetch`. Pass one of the returned ids to `fetch` to read the document. For direct questions and for data (values, series, rankings) prefer the `ilo_*` tools, which return the actual data with provenance — this is a catalog index, not a data query. Query: natural language or keywords, Portuguese or English; accents and case are ignored. Behavior: read-only and idempotent — the catalog comes from the public source and is cached in memory.

Public scan report

scanner v0.1.5 · 2026-09-19 · same rubric, same numbers if you re-run it

no findings
  • Code scan27 source files scanned25/25
  • Live reliabilityremote reachable in 784ms20/20
  • Tool poisoning6 tool descriptions checked15/15
  • Auth qualityopen endpoint, read-only tools10/15
  • Maintenancelast push 3 days ago15/15
  • Maintainer identityregistry namespace matches repository owner; GitHub account older than a year8/10
Overall 93/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

Install directly

claude mcp add --transport http ilo-mcp-server https://ilo.sidneybissoli.com/mcp
Add to Cursor

ILO Labour Statistics (ILOSTAT): unemployment, wages, informality: common questions

Is ILO Labour Statistics (ILOSTAT): unemployment, wages, informality MCP server safe?
Yes, by our scan: it is graded A (93/100). Read the ILO Labour Statistics (ILOSTAT): unemployment, wages, informality safety report
How do I install ILO Labour Statistics (ILOSTAT): unemployment, wages, informality?
It runs remotely at ilo.sidneybissoli.com. Add it to Claude Code, Claude Desktop or Cursor with the snippets above, or call it through the mcp.market gateway without installing anything.
Does ILO Labour Statistics (ILOSTAT): unemployment, wages, informality need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is ILO Labour Statistics (ILOSTAT): unemployment, wages, informality maintained?
The last commit was 3 days ago (2026-09-16). The latest release is v0.6.1.
Is ILO Labour Statistics (ILOSTAT): unemployment, wages, informality up?
100% of our last 1 checks got an answer. We check remote servers about four times a day.
What can I use instead of ILO Labour Statistics (ILOSTAT): unemployment, wages, informality?
Servers from other publishers that do the same job: World Monitor MCP server.

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