Telematics data, remotely access vehicle functions, car configurator, locate service dealers
Full LLM thinking from the 4-phase benchmark pipeline.
{
"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"3/3 tests passed
| Test | Endpoint | Status | Latency |
|---|---|---|---|
| website_uptime | GET / | 200 | 394ms |
| robots_txt | GET /robots.txt | 200 | 138ms |
| llms_txt | GET /llms.txt | 200 | 137ms |
```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"
]
}
```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/mercedes-benz">
<img src="https://prowl.world/badge/mercedes-benz.svg" height="56" alt="Agent-readiness on Prowl">
</a>
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