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Independent project, not affiliated with Anthropic
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Statfin Fi

pipeworx-io/mcp-statfin-fi
HTTPregistry active
Summary

Connects Claude to Statistics Finland's PxWeb API, the official source for Finnish demographic, economic, and social statistics. You get two tools: table_meta to inspect table schemas and valid dimension values, and query_table to pull actual data using PxWeb query objects. Runs through the Pipeworx gateway, which means you can either hit the StatFin endpoint directly or use the unified gateway that wraps 673+ data sources. The ask_pipeworx tool lets you skip writing query objects and just ask questions in plain English. Useful when you need authoritative Finnish government data for analysis, visualization, or research without leaving your AI workflow.

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statfin-fi

Statistics Finland (StatFin) — the full catalogue of Finnish official statistics published by Tilastokeskus, served over its PxWeb API: population, education, employment, consumer prices, housing, health and national accounts.

Part of Pipeworx — an MCP gateway connecting AI agents to 1683+ live data sources.

Tools

ToolWhat it returns
subjectsThe StatFin subject tree. path empty lists ~135 subject folders; path: "vkour" lists that folder's tables. Entries with type: "l" are folders, type: "t" are tables.
table_metaOne table's dimensions and every valid value, when you want to see what a table breaks down by.
query_tableActual figures. Give it select in plain English and it resolves the codes itself; give it body and it passes your PxWeb query straight through.

Table paths

A table path is <folder>/<id>.px where the id is the bare 4-character table code:

vkour/15ig.px      Population aged 15 or over by level of education, gender, age and origin
khi/11xs.px        Consumer price index

The longer statfin_<folder>_pxt_<id>.px form appears throughout older StatFin documentation. It was retired upstream and now returns 400 on every table; this pack rewrites it to the current form, so a caller arriving with the documented-but-dead path still gets data (fleet #497).

Asking in plain English

select maps a dimension to a value using either the English label or the native code, and query_table resolves both against the table's own metadata:

{ "path": "vkour/15ig.px", "select": { "Information": "tertiary level qualification" } }

→ 1672232 Finns aged 15+ hold a tertiary qualification (2025), alongside the matching share, 34.5%.

Dimensions you don't name are filled in for you: the year defaults to the latest published, dimensions StatFin can eliminate are aggregated to their total, and a dimension with an explicit total value (SSS, Total, or an open-ended range starting at the table's own floor such as age 15-) uses it. Every one of those choices comes back in selection_resolved, and a dimension with no defensible total is returned in full rather than silently collapsed — a defaulted dimension nobody can see is how a wrong number gets read as a right one.

A value that matches several rows returns all of them rather than picking one, so {"Information": "tertiary level qualification"} yields both the count and the percentage. If it matches more than 20, that is reported as too broad.

Results also carry figures: the json-stat2 value[] array paired with its dimension labels, for results up to 60 cells. That is the readable form — json-stat2's flat array over an implicit cartesian product is not.

Dimension codes are native Finnish

Even on the /en/ endpoint the dimension codes are Finnish, and some labels are untranslated. There is no way to guess them, which is what select exists to spare you; pass body yourself and you need table_meta first. For vkour/15ig.px:

CodeMeaningTotal value
ikaryhma_10_20180101Age15- (not SSS)
sukupuoli_9_20180101GenderSSS
syntypera_101_20180101Origin (label renders as Syntyperä)SSS
timeperiod_yYear—
contentscodeMeasure, e.g. kaste5T8 = population with a tertiary level qualification—

Worked call — population aged 15+ with a tertiary qualification, 2024:

{
  "path": "vkour/15ig.px",
  "body": {
    "query": [
      { "code": "ikaryhma_10_20180101", "selection": { "filter": "item", "values": ["15-"] } },
      { "code": "sukupuoli_9_20180101", "selection": { "filter": "item", "values": ["SSS"] } },
      { "code": "syntypera_101_20180101", "selection": { "filter": "item", "values": ["SSS"] } },
      { "code": "timeperiod_y", "selection": { "filter": "item", "values": ["2024"] } },
      { "code": "contentscode", "selection": { "filter": "item", "values": ["kaste5T8"] } }
    ],
    "response": { "format": "json-stat2" }
  }
}

→ value: [1641336], table updated 2026-06-18.

Auth

None. Keyless, no registration, no rate-limit key. Reachable from Cloudflare egress.

Data sources

  • API root: https://pxdata.stat.fi/PXWeb/api/v1/en/StatFin
  • Portal: https://pxdata.stat.fi/PxWeb/pxweb/en/StatFin/
  • Publisher: Statistics Finland / Tilastokeskus — https://stat.fi/en
  • Licence: Creative Commons Attribution 4.0 International (CC BY 4.0)

Quick Start

Add to your MCP client (Claude Desktop, Cursor, Windsurf, etc.):

{
  "mcpServers": {
    "statfin-fi": {
      "url": "https://gateway.pipeworx.io/statfin-fi/mcp"
    }
  }
}

What this endpoint actually serves

tools/list at https://gateway.pipeworx.io/statfin-fi/mcp returns the tools in the table above plus the shared Pipeworx meta-tools — ask_pipeworx, discover_tools, search_within, remember/recall and the rest of the gateway-wide set. So the tool count you see is larger than this table: a single-pack endpoint currently lists roughly 30 shared tools alongside the pack's own. The connection's initialize response states its exact scope, and is the authoritative answer for a given day.

This is deliberate, not multiplexing by accident. The meta-tools are what let a scoped connection answer a question this pack does not cover — via ask_pipeworx, which routes across the whole catalog — without you adding a second MCP server. There is currently no way to mount a pack endpoint without them; if the extra schemas cost you more context than the routing is worth, connect to the full gateway once rather than to several pack endpoints.

Or connect to the full Pipeworx gateway to get every pack's tools listed directly, instead of just this one's:

{
  "mcpServers": {
    "pipeworx": {
      "url": "https://gateway.pipeworx.io/mcp"
    }
  }
}

Both URLs reach the same gateway and the same 1683+ data sources. The only difference is which pack's tools are listed directly; ask_pipeworx reaches all of them from either one.

No MCP client? Call it over HTTP

curl -X POST https://gateway.pipeworx.io/v1/tools/statfin_fi_subjects \
  -H 'Content-Type: application/json' \
  -d '{"path":""}'

No account needed for the first calls. Inspect any tool: GET https://gateway.pipeworx.io/v1/tools/statfin_fi_subjects. Find one: POST https://gateway.pipeworx.io/v1/tools/search_packs with {"query":"..."}.

Standalone (no gateway account)

This package also runs as a local stdio MCP server — no Pipeworx account, no gateway round-trip:

{
  "mcpServers": {
    "statfin-fi": {
      "command": "npx",
      "args": ["-y", "@pipeworx/mcp-statfin-fi"]
    }
  }
}

Or run it directly to confirm it starts:

npx -y @pipeworx/mcp-statfin-fi

It speaks MCP over stdin/stdout and answers initialize/tools/list/tools/call for only this pack's tools — none of the shared meta-tools the gateway connection above adds. Same source, same tools, no ask_pipeworx routing.

Using with ask_pipeworx

Instead of calling tools directly, you can ask questions in plain English — this works on the pack endpoint above as well as on the full gateway:

ask_pipeworx({ question: "your question about Statfin Fi data" })

The gateway picks the right tool and fills the arguments automatically.

More

  • Docs and guides
  • pipeworx.io

License

MIT

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Registryactive
TransportHTTP
UpdatedMay 29, 2026
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