Grab

{
  "service_type": "platform",
  "base_url": "https://developer.grab.com/docs",
  "auth_method": "api_key",
  "auth_config": {
    "header": "Authorization",
    "scheme": "Bearer",
    "description": "Grab uses OAuth 2.0 tokens. Client credentials or authorization code flow for partner apps. Obtain from Grab Developer Portal."
  },
  "endpoints": [],
  "pricing_model": {
    "type": "unknown",
    "details": {
      "note": "Pricing not disclosed on the main docs page. Requires account creation and agreement. Likely transactional fees or tiered plans for partners."
    }
  },
  "rate_limits": {
    "note": "Not documented on the main page. Likely per-partner limits defined in API documentation and service agreements."
  },
  "capabilities": [
    "Ride-hailing and booking API",
    "Delivery and food ordering API",
    "Payments and loyalty integration",
    "Fleet and driver management",
    "Real-time tracking and notifications",
    "GrabExpress and GrabFood APIs",
    "Sandbox and production environments"
  ],
  "raw_analysis": "Grab Developer is the official platform for the Grab super-app, which provides APIs for ride-hailing, food delivery, package delivery (GrabExpress), payments, and loyalty services. The platform is targeted at businesses and developers who want to integrate Grab's services into their own applications or offer delivery/ride options. It is a mature, well-established API platform with comprehensive documentation, sandbox testing, and OAuth 2.0 authentication. The page itself is a React SPA, but the underlying API documentation is hosted via a portal. No public REST endpoints are listed directly on this page; endpoints are within the specific API sections after login. The platform supports integration with partner systems for logistics, mobility, and fintech services across Southeast Asia. Pricing is not publicly detailed, requiring partner registration. Rate limits are likely custom per agreement. Overall, this is a production-grade API platform with a strong developer ecosystem."
}

3/3 tests passed

```json
{
  "overall": 45,
  "dimensions": {
    "token_efficiency": 6.0,
    "first_try_success": 4.0,
    "response_parseability": 6.0,
    "error_clarity": 4.0,
    "doc_quality": 5.0,
    "auth_simplicity": 5.0,
    "latency": 6.0,
    "consistency": 5.0
  },
  "pricing_normalized": {
    "model": "unknown",
    "notes": "Pricing not disclosed. Requires account creation and agreement. Likely transactional or tiered pricing for partners."
  },
  "issues": [
    "No llms.txt file found - documentation not optimized for AI agent consumption",
    "Robots.txt returns an HTML page instead of a proper robots.txt file, suggesting misconfiguration",
    "Security headers missing on documentation pages",
    "Pricing not publicly disclosed, hindering agent recommendations",
    "Heavy JavaScript tracking scripts (scribe, OneTrust) slow down initial page load"
  ],
  "recommendations": [
    "Publish a dedicated llms.txt file for AI agents to discover API endpoints and documentation efficiently",
    "Make pricing transparent on the developer portal to enable accurate cost comparisons",
    "Add structured OpenAPI/Swagger specs with clear endpoint documentation for machine-readable API discovery",
    "Expose sandbox credentials via a simple self-service signup flow rather than requiring manual account approval",
    "Consider a lightweight docs-only subdomain to reduce page weight and improve latency for automated access"
  ]
}
```