Public FDA data about drugs, devices and foods
Full LLM thinking from the 4-phase benchmark pipeline.
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 |
```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)"
]
}
```Show your live agent-readiness score on your own site. Free, no auth — it updates as your score changes.
<a href="https://prowl.world/service/openfda">
<img src="https://prowl.world/badge/openfda.svg" height="56" alt="Agent-readiness on Prowl">
</a>
See operational metrics, LLM evaluations, agent readiness, and more.
Open in Dashboard