Umeå Open Data

{
  "service_type": "platform",
  "base_url": "https://opendata.umea.se",
  "auth_method": "none",
  "auth_config": {},
  "endpoints": [],
  "pricing_model": {"type": "free", "details": {"description": "Open data provided free of charge by the municipality of Umeå."}},
  "rate_limits": {},
  "capabilities": ["open data portal", "catalog of datasets", "API access to municipal data", "data visualization", "data download in various formats", "geographic data and maps"],
  "raw_analysis": "Umeå Open Data is the official open data platform for the municipality of Umeå in northern Sweden. It is designed as a public data portal to provide access to datasets generated by the city, including geographic, demographic, transport, and cultural data. The platform is aimed at citizens, developers, researchers, journalists, and businesses who are interested in using municipal data for applications, research, news reporting, or innovation. As a municipal open data initiative, it follows the principles of open government and transparency.\n\nMaturity: The platform appears to be a relatively mature, standard open data portal typical of Scandinavian cities, likely powered by a common system (e.g., CKAN or similar). It offers a stable API for programmatic access, with datasets available in multiple formats (such as CSV, JSON, GeoJSON, etc.) and often with visualizations. However, the breadth of datasets may be limited compared to larger cities, but it is actively maintained by the Umeå municipality.\n\nIntegrations: The data can be integrated into external applications via its API, and the portal commonly supports OData or CKAN API endpoints, though specific endpoint details were not enumerated in this analysis. It may also integrate with geospatial tools for map data.\n\nRate limits: Not specified, but municipal open data portals typically do not impose strict rate limits, though public usage is generally encouraged.\n\nOverall, this is a free, open, and accessible data source for the city of Umeå, suitable for any project that requires municipal data from that region."
}

2/3 tests passed

```json
{
  "overall": 62,
  "dimensions": {
    "token_efficiency": 7.0,
    "first_try_success": 6.5,
    "response_parseability": 8.5,
    "error_clarity": 6.0,
    "doc_quality": 5.5,
    "auth_simplicity": 7.0,
    "latency": 6.0,
    "consistency": 7.5
  },
  "pricing_normalized": {
    "type": "free",
    "details": "Municipal open data portal - no cost"
  },
  "issues": [
    "No llms.txt endpoint (404) - not optimized for AI agent discovery",
    "Latency ~640ms for homepage, acceptable but not optimal",
    "No dedicated authentication flow - free public data access",
    "Documentation and API details appear limited in analysis",
    "Robots.txt blocks /api/ and download endpoints from crawlers"
  ],
  "recommendations": [
    "Add llms.txt to improve AI agent discoverability",
    "Consider allowing crawlers on API/download endpoints for better integration",
    "Provide clearer API documentation and usage examples",
    "Improve homepage response time if possible",
    "Add structured metadata for datasets to aid automated processing"
  ]
}
```