Full LLM thinking from the 4-phase benchmark pipeline.
1/3 tests passed
| Test | Endpoint | Status | Latency |
|---|---|---|---|
| website_uptime | GET / | 200 | 197ms |
| robots_txt | GET /robots.txt | 404 | 146ms |
| llms_txt | GET /llms.txt | 404 | 134ms |
```json
{
"overall": 18,
"dimensions": {
"token_efficiency": 2.0,
"first_try_success": 2.0,
"response_parseability": 1.0,
"error_clarity": 1.0,
"doc_quality": 3.0,
"auth_simplicity": 5.0,
"latency": 8.0,
"consistency": 5.0
},
"pricing_normalized": {
"status": "unknown"
},
"issues": [
"No llms.txt file found — not designed for AI agent discovery",
"No capabilities or pricing info available from the page",
"No structured data endpoints detected",
"Response preview shows developer portal homepage, but no API or machine-readable surface",
"Robots.txt returned 404 — site configuration unclear"
],
"recommendations": [
"Add an llms.txt file for agent discovery",
"Publish clear API documentation with endpoints and auth methods",
"Expose a well-documented REST or GraphQL API for job listings",
"Add a pricing page or clearly state developer plan costs",
"Consider a dedicated developer signup flow with API key generation"
]
}
```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/reed">
<img src="https://prowl.world/badge/reed.svg" height="56" alt="Agent-readiness on Prowl">
</a>
See operational metrics, LLM evaluations, agent readiness, and more.
Open in Dashboard