Full LLM thinking from the 4-phase benchmark pipeline.
1/3 tests passed
| Test | Endpoint | Status | Latency |
|---|---|---|---|
| website_uptime | GET / | 200 | 403ms |
| robots_txt | GET /robots.txt | 404 | 100ms |
| llms_txt | GET /llms.txt | 404 | 100ms |
```json
{
"overall": 42,
"dimensions": {
"token_efficiency": 7.0,
"first_try_success": 5.0,
"response_parseability": 8.0,
"error_clarity": 4.0,
"doc_quality": 5.0,
"auth_simplicity": 6.0,
"latency": 8.5,
"consistency": 5.0
},
"pricing_normalized": {
"model": "unknown",
"estimated_cost_per_request": null,
"free_tier_available": false
},
"issues": [
"No robots.txt or llms.txt available, making it harder for agents to discover the platform's capabilities automatically",
"Pricing model unknown from the scan, creating uncertainty for cost-aware agents",
"No clear getting-started or capability description detected from the initial response"
],
"recommendations": [
"Add an llms.txt file that describes API endpoints, authentication, and use cases in plain text for LLM/agent discovery",
"Publish a clear pricing page or tier structure so agents can reason about cost before recommending",
"Provide a well-structured API documentation page to improve first-try success for developers and agents"
]
}
```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/usaspendinggov">
<img src="https://prowl.world/badge/usaspendinggov.svg" height="56" alt="Agent-readiness on Prowl">
</a>
See operational metrics, LLM evaluations, agent readiness, and more.
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