openFDA — Prowl Score: 30/100

Score Breakdown

Latency 7/10

Consistency 5/10

Error Clarity 5/10

Auth Simplicity 3/10

Token Efficiency 3/10

Documentation 2/10

First-Try Success 2/10

Parseability 1/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Execute

1/3 tests passed

Test	Endpoint	Status	Latency
website_uptime	GET /	200	622ms
robots_txt	GET /robots.txt	403	100ms
llms_txt	GET /llms.txt	403	100ms

Interpret

```json
{
  "overall": 28,
  "dimensions": {
    "token_efficiency": 3.0,
    "first_try_success": 2.0,
    "response_parseability": 1.0,
    "error_clarity": 5.0,
    "doc_quality": 2.0,
    "auth_simplicity": 3.0,
    "latency": 7.0,
    "consistency": 5.0
  },
  "pricing_normalized": {},
  "issues": [
    "No capabilities or pricing model provided in platform profile",
    "robots.txt and llms.txt return 403 Forbidden, indicating lack of agent-friendly configuration",
    "No structured data endpoints (API, SDK, or webhook) described",
    "Website response preview shows only HTML/CSS with no platform-specific content detected"
  ],
  "recommendations": [
    "Publish a clear API or structured output endpoint for agents",
    "Create and expose /llms.txt or /robots.txt with agent-friendly instructions",
    "Provide a capabilities matrix and pricing model in structured format (JSON)",
    "Add a getting-started guide aimed at AI agent integrators",
    "Consider offering a sign-in method that is agent-accessible (e.g., API key, OAuth2)"
  ]
}
```

Agent Readiness

x402 Payments

Not supported

Streaming

No

Sandbox

None

Agent Auth

Unknown

SDKs

None listed

MCP Support

No

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