24
/100
prowl
Benchmarked Jul 22, 2026

LastFm

Music

saas platform_profile
Benchmark Your API

Score Breakdown

Latency 8/10
Consistency 7/10
Token Efficiency 3/10
Auth Simplicity 2/10
First-Try Success 2/10
Documentation 1/10
Error Clarity 1/10
Parseability 1/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Execute

1/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200333ms
robots_txtGET /robots.txt404174ms
llms_txtGET /llms.txt404154ms
Interpret
```json
{
  "overall": 45,
  "dimensions": {
    "token_efficiency": 3.0,
    "first_try_success": 2.0,
    "response_parseability": 1.0,
    "error_clarity": 1.0,
    "doc_quality": 1.0,
    "auth_simplicity": 2.0,
    "latency": 8.0,
    "consistency": 7.0
  },
  "pricing_normalized": {},
  "issues": [
    "No capabilities or pricing model extracted from platform",
    "No documentation or API reference discovered",
    "Platform appears to use YouTube-style HTML page, likely not a standalone agent-accessible API platform",
    "Platform is likely YouTube or a service wrapping YouTube, not designed for programmatic access by agents",
    "No robots.txt or llms.txt found, suggesting no agent-friendly configuration",
    "Cannot determine onboarding process, authentication method, or any structured data format"
  ],
  "recommendations": [
    "Platform should provide a structured API with clear authentication flow for AI agents",
    "Add llms.txt and robots.txt to allow agent discovery and crawling rules",
    "Publish clear documentation and SDKs for AI agent integration",
    "Expose capabilities and pricing in machine-readable format (JSON-LD, OpenAPI spec)",
    "Consider offering a dedicated agent API endpoint with rate limits and structured responses"
  ]
}
```

Agent Readiness

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

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