Prowl
17/100
prowl
Benchmarked Aug 28, 2026

API for detecting people, cars, and everyday

Show HN: API for detecting people, cars, and everyday objects in images

developerapi platform_profile
Benchmark Your API

Score Breakdown

Token Efficiency3/10
Latency2/10
Parseability2/10
Consistency1/10
Documentation1/10
Error Clarity1/10
Auth Simplicity1/10
First-Try Success1/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
{
  "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."
}
Execute

0/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /None223ms
robots_txtGET /robots.txtNone226ms
llms_txtGET /llms.txtNone167ms
Interpret
```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"
  ]
}
```

Agent Readiness

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

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