19
/100
prowl
Benchmarked Jul 12, 2026

CMS.gov

Access to the data from the CMS - medicare.gov

healthdata platform_profile
Benchmark Your API

Score Breakdown

Latency 9/10
Consistency 6/10
Token Efficiency 2/10
Documentation 1/10
Error Clarity 1/10
Auth Simplicity 1/10
First-Try Success 1/10
Parseability 1/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Execute

3/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200157ms
robots_txtGET /robots.txt200133ms
llms_txtGET /llms.txt200116ms
Interpret
```json
{
  "overall": 10,
  "dimensions": {
    "token_efficiency": 2.0,
    "first_try_success": 1.0,
    "response_parseability": 1.0,
    "error_clarity": 1.0,
    "doc_quality": 1.0,
    "auth_simplicity": 1.0,
    "latency": 9.0,
    "consistency": 6.0
  },
  "pricing_normalized": {},
  "issues": [
    "No capabilities or pricing model extracted from the platform",
    "No structured API documentation or developer resources found",
    "Platform appears to be an empty shell (PQDC) with no discernible functionality",
    "No authentication mechanism or sign-up flow described",
    "No error handling or clear documentation of limitations",
    "The platform returns identical HTML for all endpoints, suggesting lack of actual features",
    "No public pricing information available",
    "No privacy policy or terms of service discernible from the response"
  ],
  "recommendations": [
    "Define a clear value proposition and feature set before releasing the platform",
    "Create comprehensive developer documentation including API reference, getting started guide, and use cases",
    "Implement structured data endpoints (JSON APIs) for agent consumption",
    "Add clear authentication flows (OAuth, API keys) with documentation",
    "Create a status page and implement proper error responses with actionable messages",
    "Publish pricing model with clear tiers and limits",
    "Include security headers and proper robots.txt/allowed content"
  ]
}
```

Agent Readiness

x402 Payments
Not supported
Streaming
No
Sandbox
None
Agent Auth
Unknown
SDKs
None listed
MCP Support
No

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