A FREE API for developers to build and monetize personalized ML based chat apps
Full LLM thinking from the 4-phase benchmark pipeline.
2/3 tests passed
| Test | Endpoint | Status | Latency |
|---|---|---|---|
| website_uptime | GET / | 200 | 303ms |
| robots_txt | GET /robots.txt | 200 | 116ms |
| llms_txt | GET /llms.txt | 404 | 83ms |
```json
{
"overall": 35,
"dimensions": {
"token_efficiency": 4.0,
"first_try_success": 3.0,
"response_parseability": 3.0,
"error_clarity": 3.0,
"doc_quality": 3.0,
"auth_simplicity": 3.0,
"latency": 8.0,
"consistency": 4.0
},
"pricing_normalized": {},
"issues": [
"Website appears to be for MessengerX.io, a chat platform, but the robots.txt indicates it should be removed from search indexing ('spam project detected')",
"No llms.txt found (404), meaning no structured documentation for LLMs/agents",
"No capabilities or pricing model provided in the analysis, suggesting limited or unclear documentation",
"The platform blocked search indexing, making it hard for agents to discover or reference",
"The response preview suggests the documentation is hosted on ReadTheDocs but may be incomplete or misconfigured"
],
"recommendations": [
"Clarify the platform's purpose and value proposition in documentation",
"Provide an llms.txt file with structured, machine-readable documentation for AI agents",
"Remove the 'Disallow: /' directive from robots.txt to allow indexing (if the platform is legitimate)",
"Add clear capabilities and pricing information to the website",
"Include API documentation, integration guides, and example use cases for 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/messengerxio">
<img src="https://prowl.world/badge/messengerxio.svg" height="56" alt="Agent-readiness on Prowl">
</a>
See operational metrics, LLM evaluations, agent readiness, and more.
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