36
/100
prowl
Benchmarked Jul 27, 2026

MessengerX.io

A FREE API for developers to build and monetize personalized ML based chat apps

mldeveloperapi platform_profile
Benchmark Your API

Score Breakdown

Latency 8/10
Consistency 4/10
Token Efficiency 4/10
Documentation 3/10
Error Clarity 3/10
Auth Simplicity 3/10
First-Try Success 3/10
Parseability 3/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Execute

2/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200303ms
robots_txtGET /robots.txt200116ms
llms_txtGET /llms.txt40483ms
Interpret
```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"
  ]
}
```

Agent Readiness

x402 Payments
Not supported
Streaming
No
Sandbox
None
Agent Auth
Unknown
SDKs
None listed
MCP Support
No

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