Image Recognition Solutions like Tagging, Visual Search, NSFW moderation
Full LLM thinking from the 4-phase benchmark pipeline.
2/3 tests passed
| Test | Endpoint | Status | Latency |
|---|---|---|---|
| website_uptime | GET / | 200 | 210ms |
| robots_txt | GET /robots.txt | 200 | 41ms |
| llms_txt | GET /llms.txt | 404 | 83ms |
```json
{
"overall": 55,
"dimensions": {
"token_efficiency": 4.5,
"first_try_success": 4.0,
"response_parseability": 3.5,
"error_clarity": 4.0,
"doc_quality": 4.0,
"auth_simplicity": 3.0,
"latency": 8.5,
"consistency": 7.0
},
"pricing_normalized": {},
"issues": [
"No llms.txt endpoint (404) — agents lack machine-readable guidance",
"Capabilities and pricing metadata empty — no clear API or feature descriptions",
"No obvious API documentation or structured data endpoints in response",
"SEO-focused homepage with Google Tag Manager — not agent-friendly",
"Auth mechanism unclear — likely requires manual API key registration"
],
"recommendations": [
"Add llms.txt with API reference, usage examples, and authentication flow",
"Provide structured OpenAPI/schema documentation for programmatic parsing",
"Expose clear capability and pricing JSON for agents",
"Simplify auth to API key via one-click signup with minimal onboarding friction",
"Add explicit rate limits, error codes, and response schemas in docs"
]
}
```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/imagga">
<img src="https://prowl.world/badge/imagga.svg" height="56" alt="Agent-readiness on Prowl">
</a>
See operational metrics, LLM evaluations, agent readiness, and more.
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