Show HN: AskData – API to Translate Natural Language-2-Sql
Full LLM thinking from the 4-phase benchmark pipeline.
{
"service_type": "platform",
"base_url": "https://www.askdata.com",
"auth_method": "api_key",
"auth_config": {},
"endpoints": [],
"pricing_model": {
"type": "unknown",
"details": {
"note": "Pricing not specified on the product page; likely freemium or trial-based."
}
},
"rate_limits": {},
"capabilities": [
"Natural language to SQL translation via API",
"Query generation for databases",
"Integration with various database systems",
"Developer-focused API service"
],
"raw_analysis": "AskData is a developer-focused API service that translates natural language queries into SQL statements. The product page (https://www.askdata.com/product) presents it as an API tool, announced on Hacker News ('Show HN'). The primary audience is developers and data teams who need to enable natural language querying on their databases without building in-house NLP-to-SQL engines. The platform is relatively young, as indicated by the Show HN launch, and may be in an early stage or beta. It offers a core capability: converting natural language input to SQL, which can be integrated into applications, dashboards, or data analytics tools. The service likely provides an API endpoint for sending natural language queries and receiving SQL or query results, though specific endpoints are not documented on the page. Authentication appears to be API-key based, common for such services, but no explicit details are provided. Pricing models are unclear; likely freemium or trial-based, with potential usage-based pricing. No official integrations are listed, but as an API, it can be integrated with any system that supports HTTP requests. The platform's maturity is uncertain; it may have limited documentation and community support, being a newer entrant. Overall, AskData serves as a bridge between human language and structured database queries, simplifying data access for non-technical users."
}0/3 tests passed
| Test | Endpoint | Status | Latency |
|---|---|---|---|
| website_uptime | GET / | None | 30252ms |
| robots_txt | GET /robots.txt | None | 30361ms |
| llms_txt | GET /llms.txt | None | 30302ms |
{
"overall": 16,
"dimensions": {
"token_efficiency": 5.0,
"first_try_success": 2.0,
"response_parseability": 4.0,
"error_clarity": 2.0,
"doc_quality": 2.0,
"auth_simplicity": 3.0,
"latency": 0.0,
"consistency": 1.0
},
"pricing_normalized": {
"pricing_model": "unknown",
"note": "Pricing not specified; likely freemium or trial-based"
},
"issues": [
"Website unreachable - all checks timed out at ~30 seconds",
"No response from any endpoint (website_uptime, robots.txt, llms.txt)",
"Pricing information not available on product page",
"No security headers observed (though site appears down)",
"Service reliability questionable given consistent timeouts"
],
"recommendations": [
"Ensure the website is consistently available and responds within 2 seconds",
"Publish clear pricing information (including free tier or trial details) on the landing page",
"Add an llms.txt file to make the platform easily discoverable and documented for AI agents",
"Provide structured API documentation and quick-start examples to reduce first-try friction",
"Implement proper uptime monitoring and status page to demonstrate reliability"
]
}Show your live agent-readiness score on your own site. Free, no auth — it updates as your score changes.
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