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Scb MCP

by isakskogstadversion 2.5.3i★ –iRuns in the cloud
Registry nameio.github.isakskogstad/scb-mcp

Install

Overview

Description from the maker (original English)

MCP server for Statistics Sweden (SCB) - 1200+ tables with population, economy, environment data

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

  • Connection: Runs in the cloud
  • Transport: Streamable HTTP
  • Category: Databases & datasets

Install

Pick the AI app you use, then copy the settings.

Before you install

  • Basic checks: 1 of 1 passed
  • Runs on the maker’s server: what you ask it goes through their server.
  • The registry lists no key to fill in.

You need

Which app do you use?

Pick your app above. We remember it, so next time the button says “Install in …”.

Works in Claude on the web, desktop and mobile:

  1. Open Settings → Connectors
  2. Press Add custom connector
  3. Paste the address below and press Add
  4. If it asks you to sign in, sign in with the maker
SettingsConnectors1+ Add2https://…3
https://scb-mcp.onrender.com/mcp

Run this in your terminal

claude mcp add --transport http scb https://scb-mcp.onrender.com/mcp

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "scb": {
      "url": "https://scb-mcp.onrender.com/mcp"
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "scb": {
      "type": "http",
      "url": "https://scb-mcp.onrender.com/mcp"
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

ChatGPT connects only to servers on the internet:

  1. Open ChatGPT on the web → Settings → Connectors (Apps)
  2. Press Create or Add (some plans need Developer mode under Advanced first)
  3. Paste the address below, give it a name and save
  4. If it asks you to sign in, sign in with the maker
SettingsConnectors1+ Create2https://…3
https://scb-mcp.onrender.com/mcp

Menu names can differ slightly by plan and over time.

Your choice stays on this device in a cookie; no account needed.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

We have not read this server’s tool list yet; we check endpoints in rotation.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 9, 2026

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account isakskogstad, which owns the repo

  • … Not checked yet

    Still maintained

    We have not read this repo from GitHub yet

  • … Not checked yet

    Has a licence

    We have not read this repo from GitHub yet

  • … Not checked yet

    Endpoint responds

    Not checked yet; we check endpoints in rotation

  • … Not checked yet

    Sign-in with OAuth

    Not checked yet; we check endpoints in rotation

  • … Not checked yet

    No hidden instructions in tool descriptions

    Not checked yet; we read the tool list when we check the endpoint

Compared with others in Databases & datasetsi

  • More stars than 0% of the other 1151 servers in this category
  • Published to the registry more recently than 1% of the other 1151 servers in this category
  • Basic checks equal to or better than 100% of the other 1151 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is Scb MCP safe?

It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.

Is it still maintained?

The GitHub repo last changed –, and the latest version (2.5.3) reached the registry 11 months ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.

What can I use instead?

In the same category: Supabase, MongoDB MCP Server, Elasticsearch MCP Server

Alternatives

Servers in the same category from other makers, sorted by stars.

Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

Supabase

Supabase’s official server lets AI create tables, query data and review project settings in your Supabase database.

by supabaseWidely used↓ 235.4K/wk★ 3KUpdated 2 days ago

Computer or cloud✓ supabase.com

MongoDB MCP Server

MongoDB Model Context Protocol Server

by mongodb-jsWidely used↓ 157.1K/wk★ 1.2KUpdated 4 days ago

Runs on your computer

Elasticsearch MCP Server

MCP server for interacting with Elasticsearch

by cr7258Growing↓ 2.7K/wk★ 315Updated 14 months ago

Runs on your computer

README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

📊 SCB MCP Server

SCB MCP är server som LLM:s och AI-chatbotar kan använda för att söka, hitta och hämta officiell data och statistik från Statistikbyrån (SCB). Det omfattar 1 200+ statistiktabeller med data om befolkning & demografi, ekonomi & finans, miljö, arbetsmarknad, utbildning och transport. Perfekt för att bygga interaktiva instrumentpaneler, forskningsverktyg och utbildningsapplikationer.


Översikt

🇬🇧 Overview

The SCB MCP server provides seamless integration with Statistics Sweden's PxWebAPI 2.0, enabling LLM:s to access:

  • Population & Demographics: Regional data, migrations, births, deaths (312+ regions)
  • Economy & Finance: GDP, taxes, business statistics, national accounts
  • Environment: Greenhouse gas emissions, water/waste management, sustainability metrics
  • Labor Market: Employment, unemployment, occupational data, skills matching
  • Education: Student statistics, course enrollments, skills development

Data ranges from 1950s to present (monthly/quarterly updates). Real-time population statistics updated to November 2025.

SCB MCP-servern ger sömlös integrering med Statistikbyråns (SCB) PxWebAPI 2.0, vilket gör det möjligt för LLM:s att tillgå:

  • Befolkning & demografi: Regionaldata, migrationer, födslar, dödsfall (312+ regioner)
  • Ekonomi & finans: BNP, skatter, företagsstatistik, nationalräkenskaper
  • Miljö: Växthusgaser, vatten/avfallshantering, hållbarhetsvärdena
  • Arbetsmarknad: Sysselsättning, arbetslöshet, yrkesdata, kompetensmatchning
  • Utbildning: Studentstatistik, kursanmälningar, kompetensutveckling

🇬🇧 Key features (English)

FeatureDescription
Comprehensive Access1,200+ tables, 312+ regions, 75+ years of historical data
Smart QueryingNatural language search, region code resolution ("Lerum" → 1441), TOP() & wildcard support
Fuzzy Matching"Goteborg" matches "Göteborg", "Malmo" matches "Malmö"
Developer-FriendlyFull documentation, clear errors with suggestions, selection validation, metadata in responses
Production-ReadyRate limiting (30 req/10s), consistent behavior, proper data types, language support (SV/EN)
Swedish by DefaultAll tools use Swedish (sv) as default for best search results
Real-Time DataMonthly/quarterly updates, population data to November 2025

Huvudfunktioner

FunktionBeskrivning
Omfattande åtkomst1 200+ tabeller, 312+ regioner, 75+ års historiska data
Smart sökningNaturspråkig sökning, regionkodupplösning ("Lerum" → 1441), TOP() & wildcard-stöd
Fuzzy matching"Goteborg" matchar "Göteborg", "Malmo" matchar "Malmö"
UtvecklarvänligFullständig dokumentation, tydliga felmeddelanden, valideringsmöjligheter, metadata i svaren
ProduktionsklarRate limiting (30 req/10s), konsekvent beteende, rätt datatyper, språkstöd (SV/EN)
Svenska som standardAlla verktyg använder svenska (sv) som default för bästa sökresultat
Aktuell dataMånatliga/kvartalsvisa uppdateringar, befolkningsdata till november 2025

🚀 Installation

Servern körs lokalt via stdio. Klona, bygg och peka din MCP-klient mot dist/index.js.

git clone https://github.com/isakskogstad/SCB-MCP.git

cd SCB-MCP npm install npm run build

Claude Code (CLI)
claude mcp add scb -- node /absolut/sökväg/till/SCB-MCP/dist/index.js
Claude Desktop / Codex / Gemini / Cursor (stdio)

Lägg till i klientens MCP-konfiguration (t.ex. ~/Library/Application Support/Claude/claude_desktop_config.json för Claude Desktop):

{

"mcpServers": { "scb": { "command": "node", "args": ["/absolut/sökväg/till/SCB-MCP/dist/index.js"] } } }

🇬🇧 Installation (English)

The server runs locally over stdio. Clone, build, and point your MCP client to dist/index.js.

git clone https://github.com/isakskogstad/SCB-MCP.git

cd SCB-MCP npm install npm run build

Claude Code (CLI)
claude mcp add scb -- node /absolute/path/to/SCB-MCP/dist/index.js
Claude Desktop / Codex / Gemini / Cursor (stdio)
{

"mcpServers": { "scb": { "command": "node", "args": ["/absolute/path/to/SCB-MCP/dist/index.js"] } } }


Användarguide

1. Sök efter statistiktabeller
# Hitta befolkningsrelaterade tabeller

results = scb.search_tables(query="befolkning statistik", limit=10)

Filtrera efter kategori

results = scb.search_tables(query="miljö", category="environment", limit=5)

🇬🇧 Usage guide (English)

1. Search for statistical tables
results = scb.search_tables(query="population", limit=10)

results = scb.search_tables(query="environment", category="environment", limit=5)


2. Hitta regionkoder
# Lerum kommun

region = scb.find_region_code(query="Lerum")

Returnerar: code="1441", name="Lerum"

Större regioner

region = scb.find_region_code(query="Stockholm")

Returnerar: code="01" (län), code="0180" (kommun)

Fuzzy matching - fungerar utan svenska tecken

region = scb.find_region_code(query="Goteborg")

Returnerar: code="1480", name="Göteborg"

🇬🇧 Resolve region codes (English)

region = scb.find_region_code(query="Lerum")

region = scb.find_region_code(query="Stockholm")

Fuzzy matching - works without Swedish characters

region = scb.find_region_code(query="Goteborg")

Returns: code="1480", name="Göteborg"


3. Hämta data
# Medelålder i Lerum 2024

data = scb.get_table_data( tableId="TAB637", selection={ "Region": ["1441"], "Kon": ["1+2"], "Tid": ["2024"], "ContentsCode": ["BE0101G9"] } )

Resultat: Medelålder i Lerum 2024: 40.1 år

🇬🇧 Fetch data (English)

data = scb.get_table_data(

tableId="TAB637", selection={ "Region": ["1441"], "Kon": ["1+2"], "Tid": ["2024"], "ContentsCode": ["BE0101G9"] } )


Best practices

ProblemLösning
Stor datamängd?Använd alltid preview_data() först för att testa
För mycket data?Använd "TOP(5)" istället för "*" för tidsperioder
Felaktiga koder?Anropa get_table_variables() först — koder varierar mellan tabeller
Osäker på enheter?Kontrollera variabeletikett för enheter (kt, ton, procent osv.)

🇬🇧 Best practices (English)

IssueSolution
Large dataset?Always use preview_data() first to test
Too much data?Use "TOP(5)" instead of "*" for time periods
Wrong codes?Call get_table_variables() first — codes vary between tables
Unsure about units?Check variable label for units (kt, tonnes, percent, etc.)

Praktiska exempel

Ex: Befolkningstrend Lerum vs Stockholm
# Jämför två regioner över tid

data = scb.get_table_data( tableId="TAB637", selection={ "Region": ["1441", "0180"], # Lerum och Stockholm "Kon": ["1+2"], "Tid": ["TOP(5)"], "ContentsCode": ["BE0101G9"] } )

Stockholm: 41.0 år (2024), Lerum: 40.1 år (2024)

Trend: Stockholm åldras snabbare

🇬🇧 Example 1: Population trends (English)

data = scb.get_table_data(

tableId="TAB637", selection={ "Region": ["1441", "0180"], # Lerum and Stockholm "Kon": ["1+2"], "Tid": ["TOP(5)"], "ContentsCode": ["BE0101G9"] } )

Stockholm: 41.0 years (2024), Lerum: 40.1 years (2024)


Resurser

  • SCB-databas: https://www.scb.se/
  • API-dokumentation: https://www.scb.se/en/services/open-data-api/pxwebapi/
  • Dataexplorer: https://pxweb.scb.se/pxweb/en/

Av: Isak Skogstad

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