61
/100
prowl
Benchmarked Aug 03, 2026

Scholar-sidekick API

Auto-registered via benchmark URL submission.

uncategorized platform_profile
Benchmark Your API

Score Breakdown

Consistency 7/10
Documentation 7/10
Latency 6/10
Error Clarity 6/10
Auth Simplicity 6/10
Token Efficiency 6/10
Parseability 6/10
First-Try Success 5/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Execute

3/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200929ms
robots_txtGET /robots.txt200288ms
llms_txtGET /llms.txt20089ms
Interpret
```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"
  ]
}
```

Agent Readiness

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

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