Auto-registered via benchmark URL submission.
Full LLM thinking from the 4-phase benchmark pipeline.
3/3 tests passed
| Test | Endpoint | Status | Latency |
|---|---|---|---|
| website_uptime | GET / | 200 | 929ms |
| robots_txt | GET /robots.txt | 200 | 288ms |
| llms_txt | GET /llms.txt | 200 | 89ms |
```json
{
"overall": 62,
"dimensions": {
"token_efficiency": 6.5,
"first_try_success": 5.0,
"response_parseability": 6.0,
"error_clarity": 6.0,
"doc_quality": 7.0,
"auth_simplicity": 6.0,
"latency": 6.0,
"consistency": 7.0
},
"pricing_normalized": {},
"issues": [
"Only 3 checks performed — no pricing model or capabilities data provided, limiting full platform assessment",
"Website latency measured at 929ms, acceptable but not snappy (<500ms ideal)",
"No explicit API response format or schema documentation visible in the llms.txt preview, making response parseability uncertain",
"Authentication method not described in the available data, so auth simplicity is assumed moderate"
],
"recommendations": [
"Run additional checks to capture API response schemas, onboarding flow, and error documentation for a complete evaluation",
"Optimize website response time to improve latency score below 500ms",
"Expose formal API documentation (OpenAPI/Swagger) to enhance response_parseability and error_clarity scores",
"Provide clear auth setup guides and possibly offer anonymous/simple API key access to improve first-try success"
]
}
```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/scholar-sidekick-api">
<img src="https://prowl.world/badge/scholar-sidekick-api.svg" height="56" alt="Agent-readiness on Prowl">
</a>
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