LAPIS

3/3 tests passed

```json
{
  "overall": 12,
  "dimensions": {
    "token_efficiency": 2.0,
    "first_try_success": 1.5,
    "response_parseability": 1.0,
    "error_clarity": 1.0,
    "doc_quality": 1.0,
    "auth_simplicity": 0.5,
    "latency": 6.0,
    "consistency": 1.0
  },
  "pricing_normalized": {},
  "issues": [
    "No API or structured data interface offered — only a web UI with no endpoints",
    "Platform appears to be a niche app (covSPECTRUM for COVID scenario modeling) with no clear LLM-friendly integration or documentation",
    "No pricing model provided in capabilities — unclear if it's even a commercial platform",
    "No robots.txt or llms.txt exposed as real text files — returns HTML response",
    "Security headers missing, may have reliability or compliance risks"
  ],
  "recommendations": [
    "Add a public API with structured JSON endpoints for all platform data/actions",
    "Publish an llms.txt file with concise platform description, endpoints, and usage guidance for AI agents",
    "Provide clear documentation, pricing, and onboarding steps on the homepage",
    "Implement standard security headers and status page for transparency",
    "Consider OAuth or magic-link auth for agent-friendly onboarding"
  ]
}
```