Supabase
Supabase’s official server lets AI create tables, query data and review project settings in your Supabase database.
Description from the maker (original English)
MCP server for Statistics Sweden (SCB) - 1200+ tables with population, economy, environment data
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We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
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Works in Claude on the web, desktop and mobile:
https://scb-mcp.onrender.com/mcpRun this in your terminal
claude mcp add --transport http scb https://scb-mcp.onrender.com/mcpPaste 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.
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:
https://scb-mcp.onrender.com/mcpMenu 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.
We have not read this server’s tool list yet; we check endpoints in rotation.
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
The registry name was verified with the GitHub account isakskogstad, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
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.
The registry does not list a required key, though some servers ask you to sign in on first use.
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.
The GitHub repo last changed –, and the latest version (2.5.3) reached the registry 11 months ago.
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.
In the same category: Supabase, MongoDB MCP Server, Elasticsearch MCP Server
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’s official server lets AI create tables, query data and review project settings in your Supabase database.
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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.
🇬🇧 Overview
The SCB MCP server provides seamless integration with Statistics Sweden's PxWebAPI 2.0, enabling LLM:s to access:
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:
🇬🇧 Key features (English)
| Feature | Description |
|---|---|
| Comprehensive Access | 1,200+ tables, 312+ regions, 75+ years of historical data |
| Smart Querying | Natural language search, region code resolution ("Lerum" → 1441), TOP() & wildcard support |
| Fuzzy Matching | "Goteborg" matches "Göteborg", "Malmo" matches "Malmö" |
| Developer-Friendly | Full documentation, clear errors with suggestions, selection validation, metadata in responses |
| Production-Ready | Rate limiting (30 req/10s), consistent behavior, proper data types, language support (SV/EN) |
| Swedish by Default | All tools use Swedish (sv) as default for best search results |
| Real-Time Data | Monthly/quarterly updates, population data to November 2025 |
| Funktion | Beskrivning |
|---|---|
| Omfattande åtkomst | 1 200+ tabeller, 312+ regioner, 75+ års historiska data |
| Smart sökning | Naturspråkig sökning, regionkodupplösning ("Lerum" → 1441), TOP() & wildcard-stöd |
| Fuzzy matching | "Goteborg" matchar "Göteborg", "Malmo" matchar "Malmö" |
| Utvecklarvänlig | Fullständig dokumentation, tydliga felmeddelanden, valideringsmöjligheter, metadata i svaren |
| Produktionsklar | Rate limiting (30 req/10s), konsekvent beteende, rätt datatyper, språkstöd (SV/EN) |
| Svenska som standard | Alla verktyg använder svenska (sv) som default för bästa sökresultat |
| Aktuell data | Månatliga/kvartalsvisa uppdateringar, befolkningsdata till november 2025 |
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 mcp add scb -- node /absolut/sökväg/till/SCB-MCP/dist/index.js
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 mcp add scb -- node /absolute/path/to/SCB-MCP/dist/index.js
{
"mcpServers": { "scb": { "command": "node", "args": ["/absolute/path/to/SCB-MCP/dist/index.js"] } } }
# Hitta befolkningsrelaterade tabeller
results = scb.search_tables(query="befolkning statistik", limit=10)
results = scb.search_tables(query="miljö", category="environment", limit=5)
🇬🇧 Usage guide (English)
results = scb.search_tables(query="population", limit=10)
results = scb.search_tables(query="environment", category="environment", limit=5)
# Lerum kommun
region = scb.find_region_code(query="Lerum")
region = scb.find_region_code(query="Stockholm")
region = scb.find_region_code(query="Goteborg")
🇬🇧 Resolve region codes (English)
region = scb.find_region_code(query="Lerum")
region = scb.find_region_code(query="Stockholm")
region = scb.find_region_code(query="Goteborg")
# Medelålder i Lerum 2024
data = scb.get_table_data( tableId="TAB637", selection={ "Region": ["1441"], "Kon": ["1+2"], "Tid": ["2024"], "ContentsCode": ["BE0101G9"] } )
🇬🇧 Fetch data (English)
data = scb.get_table_data(
tableId="TAB637", selection={ "Region": ["1441"], "Kon": ["1+2"], "Tid": ["2024"], "ContentsCode": ["BE0101G9"] } )
| Problem | Lösning |
|---|---|
| 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)
| Issue | Solution |
|---|---|
| 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.) |
# 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"] } )
🇬🇧 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"] } )
Av: Isak Skogstad