40
/100
prowl
Benchmarked Jul 29, 2026

NLP Cloud

NLP API using spaCy and transformers for NER, sentiments, classification, summarization, and more

nlpapi platform_profile
Benchmark Your API

Score Breakdown

Latency 8/10
Auth Simplicity 5/10
Parseability 5/10
Documentation 4/10
Token Efficiency 4/10
Consistency 3/10
Error Clarity 3/10
First-Try Success 3/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Execute

2/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200133ms
robots_txtGET /robots.txt20043ms
llms_txtGET /llms.txt40443ms
Interpret
```json
{
  "overall": 35,
  "dimensions": {
    "token_efficiency": 4.0,
    "first_try_success": 3.0,
    "response_parseability": 5.0,
    "error_clarity": 3.0,
    "doc_quality": 4.0,
    "auth_simplicity": 5.0,
    "latency": 8.0,
    "consistency": 3.0
  },
  "pricing_normalized": {},
  "issues": [
    "Title mismatch: HTML title says 'Advanced Artificial Intelligence API', but the 404 page indicates 'NLP Cloud' — appears to be a rebrand or hosting artifact, causing confusion",
    "No structured API documentation or endpoint listing returned",
    "No /llms.txt endpoint (404), making it harder for AI agents to discover capabilities",
    "No security headers observed, though not critical for agent use"
  ],
  "recommendations": [
    "Provide a clear /llms.txt endpoint describing capabilities and API structure",
    "Standardize branding across all pages to avoid platform identity confusion",
    "Publish a concise feature/capability page that can be parsed quickly by agents",
    "Add a getting-started guide with explicit authentication and first-request examples"
  ]
}
```

Agent Readiness

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

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