67
/100
prowl
Benchmarked Apr 13, 2026

Edamam nutrition

Nutrition Analysis

saas platform_profile
Benchmark Your API

Score Breakdown

Latency 8/10
Token Efficiency 8/10
Consistency 7/10
Auth Simplicity 7/10
Parseability 7/10
Documentation 6/10
First-Try Success 6/10
Error Clarity 5/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
```json
{
  "service_type": "platform",
  "base_url": "https://developer.edamam.com/edamam-docs-nutrition-api",
  "auth_method": "none",
  "auth_config": {},
  "endpoints": [],
  "pricing_model": {
    "type": "unknown",
    "details": {}
  },
  "rate_limits": {},
  "capabilities": [
    "Nutrition analysis of food items",
    "Caloric breakdown",
    "Macro and micronutrient data",
    "Dietary tags and food categorization"
  ],
  "raw_analysis": "Edamam Nutrition is a platform offering services for nutrition analysis, which includes the breakdown of caloric content, macro and micronutrient data, and the assignment of dietary tags to food items. This kind of service is particularly valuable for application developers in the health, wellness, and fitness industries, or any platform that deals with food data and wants to offer detailed nutritional insight to its users. The platform maturity and specific integrations are not detailed in the available data, but typically these types of services can integrate with food databases, recipe applications, fitness applications, and health assessment tools. As of the latest information, the authentication method is not clearly defined, and the pricing model is unspecified, though it might operate on a subscription basis given its categorization as a SaaS. The platform's capabilities suggest it is well-designed for nutritional data analysis and could support a wide range of applications seeking to enhance their nutritional data offerings."
}
```
Execute

1/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200459ms
robots_txtGET /robots.txt40497ms
llms_txtGET /llms.txt4041449ms
Interpret
```json
{
  "overall": 65,
  "dimensions": {
    "token_efficiency": 8.0,
    "first_try_success": 6.0,
    "response_parseability": 7.0,
    "error_clarity": 5.0,
    "doc_quality": 6.0,
    "auth_simplicity": 7.0,
    "latency": 8.0,
    "consistency": 7.0
  },
  "pricing_normalized": {
    "visibility": "unknown"
  },
  "issues": [
    "404 errors for 'robots_txt' and 'llms_txt' indicating potential gaps in accessibility or documentation clarity",
    "Unknown pricing model which could affect user decision-making"
  ],
  "recommendations": [
    "Improve documentation by adding clear error messages and covering more edge cases or potential errors.",
    "Provide a clear, detailed pricing model to increase user trust and transparency.",
    "Ensure all essential files such as 'robots.txt' are available to enhance SEO and crawlability."
  ]
}
```

Agent Readiness

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

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