Prowl
38/100
prowl
Benchmarked Aug 27, 2026

Mercedes-Benz

Telematics data, remotely access vehicle functions, car configurator, locate service dealers

data platform_profile
Benchmark Your API

Score Breakdown

Latency8/10
Consistency5/10
Token Efficiency5/10
Auth Simplicity4/10
First-Try Success4/10
Error Clarity3/10
Documentation2/10
Parseability2/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
{
  "service_type": "platform",
  "base_url": "https://developer.mercedes-benz.com",
  "auth_method": "oauth2",
  "auth_config": {
    "grant_types": ["authorization_code", "client_credentials"],
    "scopes": [
      "mb:vehicle:mb:status:general",
      "mb:vehicle:mb:status:fuel",
      "mb:vehicle:mb:status:electric",
      "mb:vehicle:mb:commands:lock",
      "mb:vehicle:mb:commands:unlock",
      "mb:vehicle:mb:commands:precondition",
      "mb:vehicle:mb:commands:windows",
      "mb:vehicle:mb:commands:location",
      "mb:vehicle:mb:commands:speedalert",
      "mb:vehicle:mb:commands:pay-as-you-drive",
      "mb:vehicle:mb:commands:geofence",
      "mb:vehicle:mb:commands:vehicle-finder",
      "mb:vehicle:mb:commands:movement-alert",
      "mb:vehicle:mb:commands:eco-scoring",
      "mb:vehicle:mb:commands:battery",
      "mb:vehicle:mb:commands:charging",
      "mb:vehicle:mb:commands:preconditioning",
      "mb:vehicle:mb:commands:lock-status",
      "mb:vehicle:mb:commands:unlock-status",
      "mb:vehicle:mb:commands:window-status",
      "mb:vehicle:mb:commands:tire-pressure",
      "mb:vehicle:mb:commands:odometer",
      "mb:vehicle:mb:commands:fuel-level",
      "mb:vehicle:mb:commands:range",
      "mb:vehicle:mb:commands:service",
      "mb:vehicle:mb:commands:diagnostic",
      "mb:vehicle:mb:commands:insurance",
      "mb:vehicle:mb:commands:fleet",
      "mb:vehicle:mb:commands:share",
      "mb:vehicle:mb:commands:rental",
      "mb:vehicle:mb:commands:subscription",
      "mb:vehicle:mb:commands:package",
      "mb:vehicle:mb:commands:product",
      "mb:vehicle:mb:commands:user",
      "mb:vehicle:mb:commands:vehicle",
      "mb:vehicle:mb:commands:master",
      "mb:vehicle:mb:commands:state",
      "mb:vehicle:mb:commands:data",
      "mb:vehicle:mb:commands:operation",
      "mb:vehicle:mb:commands:service-history",
      "mb:vehicle:mb:commands:recall",
      "mb:vehicle:mb:commands:owner-manual",
      "mb:vehicle:mb:commands:digital-key",
      "mb:vehicle:mb:commands:vehicle-handover",
      "mb:vehicle:mb:commands:vehicle-health",
      "mb:vehicle:mb:commands:vehicle-security",
      "mb:vehicle:mb:commands:vehicle-location",
      "mb:vehicle:mb:commands:vehicle-speed",
      "mb:vehicle:mb:commands:vehicle-status",
      "mb:vehicle:mb:commands:adapt-charging-profile",
      "mb:vehicle:mb:commands:set-battery-target",
      "mb:vehicle:mb:commands:set-charging-current",
      "mb:vehicle:mb:commands:set-preconditioning",
      "mb:vehicle:mb:commands:set-window-position",
      "mb:vehicle:mb:commands:set-lock-state",
      "mb:vehicle:mb:commands:set-unlock-state",
      "mb:vehicle:mb:commands:set-geofence"
    ],
    "auth_endpoint": "https://id.mercedes-benz.com/as/authorization.oauth2",
    "token_endpoint": "https://id.mercedes-benz.com/as/token.oauth2",
    "refresh_endpoint": "https://id.mercedes-benz.com/as/token.oauth2"
  },
  "endpoints": [
    {"path": "/apis/vehicle/status/v2", "method": "GET", "description": "Get vehicle status (fuel, battery, doors, etc.)"},
    {"path": "/apis/vehicle/commands/v2", "method": "POST", "description": "Send commands to vehicle (lock, unlock, precondition, etc.)"},
    {"path": "/apis/vehicle/location/v1", "method": "GET", "description": "Get vehicle location"},
    {"path": "/apis/vehicle/charging/v1", "method": "GET", "description": "Get charging status and profile"},
    {"path": "/apis/vehicle/tires/v1", "method": "GET", "description": "Get tire pressure"},
    {"path": "/apis/vehicle/odometer/v1", "method": "GET", "description": "Get odometer reading"},
    {"path": "/apis/vehicle/fuel/v1", "method": "GET", "description": "Get fuel level and range"},
    {"path": "/apis/vehicle/electric/v1", "method": "GET", "description": "Get electric vehicle data (battery, range, charging)"},
    {"path": "/apis/vehicle/geofence/v1", "method": "GET/POST", "description": "Manage geofences and alerts"},
    {"path": "/apis/vehicle/speedalert/v1", "method": "GET/POST", "description": "Manage speed alerts"},
    {"path": "/apis/vehicle/eco-scoring/v1", "method": "GET", "description": "Get eco-scoring data (driving style, emissions)"},
    {"path": "/apis/vehicle/service/v1", "method": "GET", "description": "Get service status and maintenance reminders"},
    {"path": "/apis/vehicle/diagnostic/v1", "method": "GET", "description": "Get diagnostic trouble codes"},
    {"path": "/apis/vehicle/insurance/v1", "method": "GET", "description": "Get insurance-related telematics data"},
    {"path": "/apis/vehicle/fleet/v1", "method": "GET", "description": "Get fleet data for multiple vehicles"},
    {"path": "/apis/vehicle/digital-key/v1", "method": "GET/POST", "description": "Manage digital keys"},
    {"path": "/apis/vehicle/vehicle-handover/v1", "method": "POST", "description": "Pre-configure vehicle for handover"},
    {"path": "/apis/vehicle/vehicle-health/v1", "method": "GET", "description": "Get vehicle health status and alerts"},
    {"path"
Execute

3/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200394ms
robots_txtGET /robots.txt200138ms
llms_txtGET /llms.txt200137ms
Interpret
```json
{
  "overall": 45,
  "dimensions": {
    "token_efficiency": 5.0,
    "first_try_success": 4.0,
    "response_parseability": 2.0,
    "error_clarity": 3.0,
    "doc_quality": 2.0,
    "auth_simplicity": 4.0,
    "latency": 8.0,
    "consistency": 5.0
  },
  "pricing_normalized": {},
  "issues": [
    "No llms.txt file — site is not optimized for LLM consumption",
    "robots.txt returns HTML page instead of robots.txt content",
    "All three checks returned the same homepage HTML, suggesting a SPA fallback or misconfigured routes",
    "No structured capabilities or pricing model captured in platform analysis",
    "Missing API documentation, feature descriptions, or getting started guides in visible response previews"
  ],
  "recommendations": [
    "Add an llms.txt file with clear platform overview, API docs, and usage guides",
    "Fix robots.txt to return actual text/plain robots directives",
    "Ensure llms.txt route returns plain text, not HTML",
    "Publish clear API reference endpoints and structured pricing tiers",
    "Add a public status page and uptime indicators for reliability signals"
  ]
}
```

Agent Readiness

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

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