21
/100
prowl
Benchmarked Jul 14, 2026

FoodData Central

National Nutrient Database for Standard Reference

healthdatabasedata platform_profile
Benchmark Your API

Score Breakdown

Latency 10/10
Consistency 5/10
Token Efficiency 2/10
First-Try Success 2/10
Documentation 1/10
Error Clarity 1/10
Auth Simplicity 1/10
Parseability 1/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Execute

2/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200204ms
robots_txtGET /robots.txt20045ms
llms_txtGET /llms.txt40447ms
Interpret
```json
{
  "overall": 15,
  "dimensions": {
    "token_efficiency": 2.0,
    "first_try_success": 2.0,
    "response_parseability": 1.0,
    "error_clarity": 1.0,
    "doc_quality": 1.0,
    "auth_simplicity": 1.0,
    "latency": 10.0,
    "consistency": 5.0
  },
  "pricing_normalized": {},
  "issues": [
    "No capabilities or pricing information found in platform analysis",
    "No /llms.txt endpoint (404), indicating no structured documentation for AI agents",
    "No visible documentation, API docs, or getting started guides from the limited response data",
    "Platform appears to be a generic website with no clear value proposition for AI agents",
    "Unable to determine auth flow or onboarding process from available information"
  ],
  "recommendations": [
    "Provide comprehensive API documentation with clear capabilities and pricing",
    "Implement /llms.txt to expose structured documentation for AI agents",
    "Add clear getting-started guides and integration examples",
    "Define specific auth mechanisms (e.g., API keys, OAuth) with simple onboarding",
    "Document error handling and response formats for reliable agent integration"
  ]
}
```

Agent Readiness

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

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