Kolada MCP Server
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@Kolada MCP Servercompare unemployment rates between Stockholm and Gothenburg"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Kolada MCP Server
A clean, standalone MCP (Model Context Protocol) server for Sweden's Kolada municipal statistics API.
Overview
This server provides AI applications with access to Sweden's comprehensive municipal and regional statistics database. It enables natural language queries against thousands of Key Performance Indicators (KPIs) covering various aspects of Swedish public sector data.
Related MCP server: SCB MCP Server
Features
9 MCP Tools for comprehensive data access
Semantic Search using Swedish BERT embeddings
No External Dependencies - fully standalone (no Mima or Redis)
Containerized with Docker support
Modern Python 3.11+ with type hints and async/await
Available Tools
Tool | Description |
| List all KPI categories with counts |
| Get KPIs within a specific category |
| Semantic search for KPIs using natural language |
| Get detailed metadata for a specific KPI |
| Fetch raw KPI data for municipalities |
| Comparative analysis with rankings |
| Compare two KPIs (difference or correlation) |
| List municipalities/regions |
| Filter by KPI threshold |
Installation
Using pip
pip install -e .Using Docker
docker-compose up -d kolada-mcpUsage
Stdio Mode (Default)
kolada-mcp
# or
python -m kolada_mcpHTTP Mode
MCP_TRANSPORT=http PORT=8001 kolada-mcpClaude Desktop Integration
Add to your Claude Desktop configuration:
{
"mcpServers": {
"kolada": {
"command": "kolada-mcp"
}
}
}Configuration
Environment variables:
Variable | Default | Description |
|
| Transport mode ( |
|
| HTTP server port |
|
| Logging level |
Development
Setup
# Create virtual environment
python -m venv .venv
source .venv/bin/activate
# Install with dev dependencies
pip install -e ".[dev]"Running Tests
pytestCode Quality
# Linting
ruff check src tests
# Type checking
mypy srcArchitecture
src/kolada_mcp/
├── __init__.py # Package init
├── __main__.py # Entry point
├── config.py # Settings (Pydantic)
├── server.py # FastMCP server
├── models/
│ └── types.py # Data models
├── services/
│ ├── kolada_client.py # API client
│ ├── embeddings.py # Semantic search
│ └── data_processing.py
└── tools/
├── metadata.py # KPI metadata tools
├── data.py # Data fetching tools
├── municipality.py # Municipality tools
└── comparison.py # Comparison toolsLicense
Apache-2.0
This server cannot be installed
Maintenance
Resources
Unclaimed servers have limited discoverability.
Looking for Admin?
If you are the server author, to access and configure the admin panel.
Related MCP Servers
- AlicenseAqualityDmaintenanceProvides access to 5,000+ Key Performance Indicators across 264 operating areas for all Swedish municipalities and regions, enabling statistical analysis, comparisons, and trend tracking of Swedish public sector data.Last updated213712MIT
- Flicense-qualityCmaintenanceEnables LLMs to search, access, and retrieve official Swedish statistics from Statistics Sweden (SCB), providing access to 1,200+ tables covering demographics, economy, environment, labor market, and education with 75+ years of historical data.Last updated8
- AlicenseAqualityCmaintenanceQuery Swedish public data from AI tools. Includes company data, SCB statistics, weather, transport, public agencies, and more through the Apiverket API.Last updated2482MIT
- Alicense-qualityCmaintenanceEnables easy access to open data from the Swedish National Agency for Education, allowing querying and integration of educational statistics and facts through large language models.Last updated1MIT
Related MCP Connectors
MCP server for Statistics Sweden (SCB) - 1200+ tables with population, economy, environment data
Kolada (RKA) MCP — Sweden's municipal & regional key-performance-indicator (KPI) database.
Statistics Sweden (SCB) — PxWeb JSON-stat statistical database
Latest Blog Posts
- Who's Calling? MCP Hosts Are an Identity Blind Spot (And the Spec Knows It)By Om-Shree-0709 on .mcpAgent IdentityOAuth 2.1
- Your AI Chatbot Just Exposed Your CEO's Salary to an InternBy Om-Shree-0709 on .Agent IdentityMCP SecurityOAuth Delegation
- Why MCP Servers Need Execution Sandboxing (And Why Your Current Stack Isn't Enough)By Om-Shree-0709 on .Agentic AiPrompt InjectionWebAssembly
MCP directory API
We provide all the information about MCP servers via our MCP API.
curl -X GET 'https://glama.ai/api/mcp/v1/servers/aerugo/kolada-mcp'
If you have feedback or need assistance with the MCP directory API, please join our Discord server