Provides specific answers to questions using data and algorithms
Full LLM thinking from the 4-phase benchmark pipeline.
1/3 tests passed
| Test | Endpoint | Status | Latency |
|---|---|---|---|
| website_uptime | GET / | 200 | 211ms |
| robots_txt | GET /robots.txt | 404 | 72ms |
| llms_txt | GET /llms.txt | 404 | 74ms |
```json
{
"overall": 42,
"dimensions": {
"token_efficiency": 6.0,
"first_try_success": 4.0,
"response_parseability": 8.0,
"error_clarity": 3.0,
"doc_quality": 4.0,
"auth_simplicity": 3.0,
"latency": 9.0,
"consistency": 5.0
},
"pricing_normalized": {},
"issues": [
"No robots.txt or llms.txt — poor machine-readability for agents",
"Pricing model absent — unclear cost structure for agent recommendations",
"No capabilities documented in metadata — agents can't assess fit without visiting site",
"Auth complexity likely high — Wolfram requires API keys and app IDs from their developer portal"
],
"recommendations": [
"Add llms.txt with API capabilities, endpoint docs, and usage examples",
"Publish clear pricing tiers (free vs premium) in machine-readable format",
"Provide structured OpenAPI spec for programmatic discovery",
"Document authentication steps and rate limits explicitly for LLM consumption"
]
}
```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/wolframalpha">
<img src="https://prowl.world/badge/wolframalpha.svg" height="56" alt="Agent-readiness on Prowl">
</a>
See operational metrics, LLM evaluations, agent readiness, and more.
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