Show HN: Unbabel API – Human Corrected Machine Translation
Full LLM thinking from the 4-phase benchmark pipeline.
{
"service_type": "platform",
"base_url": "http://blog.unbabel.com/post/75063388957/translation-api",
"auth_method": "none",
"auth_config": {},
"endpoints": [],
"pricing_model": {"type": "unknown", "details": {}},
"rate_limits": {},
"capabilities": ["human-corrected machine translation", "translation API", "language translation", "post-editing by humans"],
"raw_analysis": "The Unbabel API is a translation service that combines machine translation with human post-editing. It was announced via a Show HN post on the Unbabel blog, indicating an early-stage developer-focused product. The service targets developers and businesses needing high-quality translations, likely offering a REST API for integration, but the blog post is a simple announcement and does not provide technical endpoints, authentication details, or pricing. The platform appears to be in its early stages as a startup (circa 2014), with the URL being just a blog post, not a dedicated API documentation page. Maturity is low based on the lack of formal documentation. Integrations are not mentioned in the provided content. The pricing model is not disclosed, likely subscription or pay-per-use, but unknown. Since the accessible URL is a blog post, there are no direct API endpoints or rate limits to analyze. The capabilities are solely inferred from the description as a human-corrected machine translation API."
}0/3 tests passed
| Test | Endpoint | Status | Latency |
|---|---|---|---|
| website_uptime | GET / | None | 148ms |
| robots_txt | GET /robots.txt | None | 106ms |
| llms_txt | GET /llms.txt | None | 151ms |
```json
{
"overall": 18,
"dimensions": {
"token_efficiency": 4.0,
"first_try_success": 2.0,
"response_parseability": 5.0,
"error_clarity": 2.0,
"doc_quality": 3.0,
"auth_simplicity": 3.0,
"latency": 3.0,
"consistency": 1.0
},
"pricing_normalized": {},
"issues": [
"Website DNS resolution failed - domain does not resolve ('Name or service not known')",
"No website accessible at all - all checks returned connection errors",
"Unable to access robots.txt or llms.txt - site unreachable",
"Pricing model unknown - no documentation accessible",
"Service appears to be offline or domain is not registered/active",
"No evidence of functioning API or support infrastructure"
],
"recommendations": [
"Verify domain registration and DNS configuration",
"Ensure web server is running and accessible",
"Provide clear documentation on translation API capabilities and pricing",
"Add llms.txt for AI agent discoverability",
"Establish status page to communicate uptime and reliability"
]
}
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