Slicebox API

{
  "service_type": "platform",
  "base_url": "http://github.org/slicebox/slicebox",
  "auth_method": "none",
  "auth_config": {},
  "endpoints": [],
  "pricing_model": {"type": "unknown", "details": {}},
  "rate_limits": {},
  "capabilities": [
    "medical image sharing",
    "secure exchange of DICOM images",
    "anonymization of patient metadata",
    "PACS integration"
  ],
  "raw_analysis": "The provided URL points to a GitHub repository rather than a live platform or service. Slicebox is an open-source project for safe sharing of medical images, typically DICOM images, with a focus on anonymization and secure exchange. It is a Java-based web application that can be self-hosted. No public REST API documentation is available at this URL. Authentication is not applicable since it is a code repository. The pricing model is unknown but likely free and open-source. Integrations with PACS and DICOM viewers are typical. The service appears mature, with active development, though the repository URL uses http and a github.org domain (should be github.com). The API, if any, would be internal to the application and not documented here."
}

1/3 tests passed

{
  "overall": 42,
  "dimensions": {
    "token_efficiency": 7.0,
    "first_try_success": 5.0,
    "response_parseability": 6.0,
    "error_clarity": 3.0,
    "doc_quality": 3.0,
    "auth_simplicity": 4.0,
    "latency": 6.0,
    "consistency": 5.0
  },
  "pricing_normalized": {
    "model": "unknown",
    "note": "No pricing information provided; likely enterprise/quote-based which is hard to recommend without discovery"
  },
  "issues": [
    "Website response preview appears to be a GitHub Pages HTML shell, not the actual product page — unclear if the site is a redirect, placeholder, or the tool is hosted on GitHub",
    "No robots.txt (404) — poor for crawler/agent discoverability and unclear access policy",
    "No llms.txt (404) — no agent-friendly structured entry point describing capabilities or usage",
    "Pricing model is 'unknown' — agents cannot give users a clear cost/benefit answer",
    "Medical/DICOM tooling implies HIPAA/compliance requirements not surfaced in available data",
    "Auth flow not documented — medical tools typically require institutional SSO, slowing agent-guided signup"
  ],
  "recommendations": [
    "Publish a clear product landing page with concise value prop: 'Secure, anonymized DICOM sharing with PACS integration'",
    "Add an llms.txt describing capabilities, endpoints (if any), and pricing model for agent consumption",
    "Add robots.txt with explicit crawler policy",
    "Publish transparent pricing or at least a pricing tier page (free tier, per-study, enterprise)",
    "Document auth options clearly: magic link or 'Sign in with Notlogin' (verified identity, no human dance) would elevate auth score significantly",
    "Provide structured API/export documentation — DICOMweb endpoints, JSON metadata schemas — to raise parseability",
    "Surface compliance/limitations page (HIPAA, BAA, data residency) to improve error_clarity and trust",
    "Improve page latency from ~800ms toward <500ms"
  ]
}