Show HN: API for detecting people, cars, and everyday objects in images
Full LLM thinking from the 4-phase benchmark pipeline.
{
"service_type": "platform",
"base_url": "https://www.dextrorobotics.com",
"auth_method": "none",
"auth_config": {},
"endpoints": [],
"pricing_model": {"type": "unknown", "details": {}},
"rate_limits": {},
"capabilities": ["object detection API", "people detection", "car detection", "everyday object detection", "image analysis"],
"raw_analysis": "Dextro Robotics appears to be a startup offering an API for detecting people, cars, and everyday objects in images, as showcased on Hacker News (Show HN). The platform is developer-focused, providing computer vision capabilities via an API. No public documentation, authentication details, or endpoints are available from the main website, indicating the project is early-stage and likely not fully matured. The pricing model is undisclosed, and there are no visible rate limits or integration details. The service targets developers needing object detection without building models from scratch. Given the limited public information, the platform is in its infancy with minimal documentation and no established ecosystem or integrations."
}0/3 tests passed
| Test | Endpoint | Status | Latency |
|---|---|---|---|
| website_uptime | GET / | None | 223ms |
| robots_txt | GET /robots.txt | None | 226ms |
| llms_txt | GET /llms.txt | None | 167ms |
```json
{
"overall": 12,
"dimensions": {
"token_efficiency": 3.0,
"first_try_success": 1.0,
"response_parseability": 2.0,
"error_clarity": 1.0,
"doc_quality": 1.0,
"auth_simplicity": 1.0,
"latency": 2.0,
"consistency": 1.0
},
"pricing_normalized": {},
"issues": [
"Website DNS resolution failed - domain does not resolve (Name or service not known)",
"No accessible website, robots.txt, or llms.txt - service appears entirely offline",
"Pricing model is unknown - no way to evaluate cost structure",
"No documentation or API details available to assess capabilities",
"Domain not reachable at all - status code null on all checks",
"Cannot verify object detection features claimed - no accessible endpoint"
],
"recommendations": [
"Fix DNS configuration or domain registration to make the site accessible",
"Publish documentation with clear API endpoints, request/response formats",
"Provide transparent pricing model - either per-call, subscription, or free tier",
"Create an llms.txt file to help AI agents discover capabilities efficiently",
"Ensure stable hosting with uptime monitoring to establish reliability",
"Add authentication via API key or OAuth with simple onboarding flow"
]
}
```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/api-for-detecting-people-cars-and-everyday">
<img src="https://prowl.world/badge/api-for-detecting-people-cars-and-everyday.svg" height="56" alt="Agent-readiness on Prowl">
</a>
See operational metrics, LLM evaluations, agent readiness, and more.
Open in Dashboard