Official statistics · MCP server

Kolada (Swedish municipal indicators)

6,000 key indicators for every Swedish municipality and region: schools, care, finances, environment.

SwedenHosted by Kahubi

Free plan included. No API key needed.

About this source

Search indicators by title, find municipality ids, and pull values by year and gender. The standard source for comparing Swedish kommuner and regioner.

Questions you can ask Kolada

Type them into Kahubi’s chat once the source is connected.

Compare an indicator across three countries over ten years, naming the dataset and unit.

What comes back: Values with dataset codes, units and time coverage.

What the assistant can do with it

The 3 tools this server offers to Kahubi. The assistant picks the right one for each question.

  • kolada_search_kpi

    Search indicators by title words (Swedish).

  • kolada_find_municipality

    Find municipality/region ids by name (type K = kommun, L = region).

  • kolada_get_data

    Values for one KPI in one or more municipalities (comma-separated ids) for given years (comma-separated).

Good to know

  • Hosted by Kahubi. Kahubi runs this server itself so it stays reliable enough for research use.
  • Cited, checkable answers. Results are treated as retrieved material and cited with the source’s own identifiers, so you can open every record the answer relied on.
  • Your files stay private. Only the search the assistant writes for your question is sent to Kolada.

More official statistics sources

All data sources

Ask Kolada your next research question

Connect Kolada in one click and get answers that cite their records, next to your own library and drafts. Free to start.