Full LLM thinking from the 4-phase benchmark pipeline.
```json
{
"service_type": "platform",
"base_url": "https://world.openfoodfacts.org",
"auth_method": "none",
"auth_config": {},
"endpoints": [],
"pricing_model": {
"type": "free",
"details": {}
},
"rate_limits": {},
"capabilities": [
"Access to a wide database of food products",
"Allows users to contribute new data and improve existing entries",
"Provides detailed nutritional information",
"Barcode scanning to look up food products",
"Available in multiple languages",
"Useful for consumers, researchers, and developers"
],
"raw_analysis": "Open Food Facts is an open database that provides free access to a wealth of information on food products from around the world. It’s designed for anyone interested in accessing detailed nutritional data, including consumers, researchers, and developers who might be building applications with this data. The platform allows contributors to add or improve data, essentially crowdsourcing the catalog of information. Its features include barcode scanning to instantly access product data, and it is available in multiple languages, expanding its accessibility and usability. As a mature open-source project, it boasts a comprehensive collection of food data that keeps growing. There are no documented REST APIs; however, the platform allows for direct data access and contributions."
}
```2/3 tests passed
| Test | Endpoint | Status | Latency |
|---|---|---|---|
| website_uptime | GET / | 200 | 1453ms |
| robots_txt | GET /robots.txt | 200 | 122ms |
| llms_txt | GET /llms.txt | 404 | 134ms |
```json
{
"overall": 74,
"dimensions": {
"token_efficiency": 8.5,
"first_try_success": 8.0,
"response_parseability": 9.0,
"error_clarity": 7.5,
"doc_quality": 7.0,
"auth_simplicity": 9.0,
"latency": 6.0,
"consistency": 8.5
},
"pricing_normalized": {"type": "free"},
"issues": [],
"recommendations": []
}
```Show your live agent-readiness score on your own site. Free, no auth — it updates as your score changes.
<a href="https://prowl.world/service/open-food-facts">
<img src="https://prowl.world/badge/open-food-facts.svg" height="56" alt="Agent-readiness on Prowl">
</a>
See operational metrics, LLM evaluations, agent readiness, and more.
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