44
/100
prowl
Benchmarked Aug 04, 2026

Imagga

Image Recognition Solutions like Tagging, Visual Search, NSFW moderation

search platform_profile
Benchmark Your API

Score Breakdown

Latency 8/10
Consistency 7/10
Documentation 4/10
Error Clarity 4/10
Token Efficiency 4/10
First-Try Success 4/10
Parseability 4/10
Auth Simplicity 3/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Execute

2/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200210ms
robots_txtGET /robots.txt20041ms
llms_txtGET /llms.txt40483ms
Interpret
```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"
  ]
}
```

Agent Readiness

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

Embed your Prowl badge

Show your live agent-readiness score on your own site. Free, no auth — it updates as your score changes.

Prowl agent-readiness badge
<a href="https://prowl.world/service/imagga">
  <img src="https://prowl.world/badge/imagga.svg" height="56" alt="Agent-readiness on Prowl">
</a>

Options: ?style=light|dark · ?size=sm|md · ?variant=certified (claimed + DNS-verified only) · badge generator with preview

Want the full interactive view?

See operational metrics, LLM evaluations, agent readiness, and more.

Open in Dashboard