Umtri API

{
  "service_type": "platform",
  "base_url": "https://umtri.io",
  "auth_method": "none",
  "auth_config": {},
  "endpoints": [],
  "pricing_model": {
    "type": "unknown",
    "details": {}
  },
  "rate_limits": {},
  "capabilities": [],
  "raw_analysis": "UMTRI.io is almost certainly associated with the University of Michigan Transportation Research Institute (UMTRI). However, based on the provided information, the service appears to be nothing more than an auto-registered benchmark URL submission. There is no description of platform functionality, no indication of a public REST API, no documentation of authentication methods, endpoints, or pricing. The domain may host a research institute's web presence or internal tools, but as presented here it is uncategorized and offers no verifiable platform capabilities. Without further details, it cannot be assessed as a platform with a usable API or integration surface. It is not recommended for integration consideration based on this submission alone."
}

3/3 tests passed

```json
{
  "overall": 38,
  "dimensions": {
    "token_efficiency": 6.0,
    "first_try_success": 3.0,
    "response_parseability": 3.0,
    "error_clarity": 2.0,
    "doc_quality": 2.0,
    "auth_simplicity": 2.0,
    "latency": 6.0,
    "consistency": 5.0
  },
  "pricing_normalized": {
    "model": "unknown",
    "notes": "No pricing information surfaced on homepage, robots.txt, or available endpoints. Cannot normalize."
  },
  "issues": [
    "No llms.txt file — /llms.txt returns the HTML homepage (soft 404), signaling no agent-oriented documentation surface.",
    "No API, SDK, or structured data endpoints detected; capabilities list is empty.",
    "Homepage is a vague marketing tagline ('Depict your vibe, know your project') with no concrete value prop an agent could relay to a user.",
    "No security headers present (no HSTS, CSP, etc.), suggesting a young/unhardened deployment.",
    "Pricing model entirely undisclosed — impossible to evaluate cost or recommend on cost grounds.",
    "Auth/onboarding flow not documented anywhere reachable via automated checks.",
    "Mixed English/Korean content in robots.txt indicates a bilingual site, but no language negotiation hints for agents."
  ],
  "recommendations": [
    "Publish /llms.txt with a concise product description, capabilities, pricing tiers, and API/auth notes for agent consumption.",
    "Add structured JSON endpoints (e.g., /api/v1/meta or a well-formed OpenAPI spec) so agents can introspect the platform.",
    "Replace the tagline-only hero with a concrete one-liner: what it does, who it's for, and the primary action.",
    "Publish a public pricing page and link it from the homepage and robots sitemap.",
    "Add standard security headers (HSTS, CSP, X-Content-Type-Options) and a public /status or health endpoint.",
    "Document the signup/auth flow explicitly (magic link or OAuth preferred) so agents can onboard users without human hand-holding.",
    "Under 600ms homepage latency is acceptable but not excellent; investigate the 559ms TTFB — caching or static generation could bring this well under 200ms.",
    "Ensure /llms.txt and other AI-facing paths return proper 404s when absent rather than silently serving the SPA shell."
  ]
}
```