Transport for United States

{
  "service_type": "platform",
  "base_url": "https://retro.umoiq.com",
  "auth_method": "none",
  "auth_config": {},
  "endpoints": [],
  "pricing_model": {
    "type": "unknown",
    "details": {}
  },
  "rate_limits": {},
  "capabilities": [
    "real-time transit predictions",
    "API documentation (likely XML-based)",
    "transit agency management interface",
    "ADA-compliant interface",
    "simple web interface",
    "automatic alerts"
  ],
  "raw_analysis": "The provided URL points to a PDF documentation file (NextBusXMLFeed.pdf) on the Umo IQ (formerly NextBus) retro domain. However, the actual content retrieved is an HTML 404 error page, indicating that the PDF file or the URL itself is no longer available. The service is run by Cubic Transportation Systems, Inc., under the Umo IQ brand. The platform appears to be a real-time transit prediction system that provides API access for transit agencies to integrate predictions into their applications. The documentation likely covers XML feeds for accessing predictions, vehicle locations, and route/stop info. It is intended for transit agencies, developers, and integrators. The platform is mature, as evidenced by patents and years of operation. No direct API endpoints, authentication methods, or rate limits could be extracted from the 404 page; the actual API would need to be accessed via the main Umo IQ site or through the documentation PDF directly if it were accessible. The capabilities listed are inferred from the around-page menus and the service description: real-time predictions, agency management, ADA compliance, and alerting. The pricing model is unknown, though it is likely a subscription service for transit agencies. Integration with GTFS (General Transit Feed Specification) is hinted by agency names like 'dumbarton-gtfs' in the page's JavaScript redirect list."
}

3/3 tests passed

```json
{
  "overall": 62,
  "dimensions": {
    "token_efficiency": 7.0,
    "first_try_success": 6.0,
    "response_parseability": 8.0,
    "error_clarity": 5.0,
    "doc_quality": 6.0,
    "auth_simplicity": 6.0,
    "latency": 8.5,
    "consistency": 7.0
  },
  "pricing_normalized": {},
  "issues": [
    "No public pricing information found",
    "Unclear API authentication method",
    "Limited documentation on real-time feed format",
    "llms.txt serves HTML rather than plain text/markdown",
    "No clear error handling documentation"
  ],
  "recommendations": [
    "Publish clear API documentation with authentication details",
    "Provide structured llms.txt in markdown/plain text format",
    "Add explicit pricing page or API usage tiers",
    "Document error codes and rate limits clearly",
    "Offer a quick-start onboarding guide for developers"
  ]
}
```