Access to Open Data from Governments, Non-profits and NGOs around the world
Full LLM thinking from the 4-phase benchmark pipeline.
{
"service_type": "platform",
"base_url": "https://dev.socrata.com",
"auth_method": "none",
"auth_config": {},
"endpoints": [],
"pricing_model": {"type": "unknown", "details": {}},
"rate_limits": {},
"capabilities": ["open data access", "data discovery", "data API for government datasets"],
"raw_analysis": "Socrata is a data platform that provides access to open data from governments, non-profits, and NGOs worldwide. The dev.socrata.com site is the developer portal, offering documentation and APIs for consuming public datasets. It is categorized under 'data' services. The platform is mature, with extensive use by many city, state, and federal agencies. It offers a rich API for querying, filtering, and aggregating data, often via SODA (Socrata Open Data API). Pricing is typically for data publishers (government agencies) rather than consumers; consumers usually access data for free. The developer portal indicates no authentication is required for public data access, but some datasets may require an app token. No specific endpoints, rate limits, or pricing details are provided on the main page, but the platform supports RESTful endpoints with various query parameters. Integrations exist with tools like Tableau, Excel, and ArcGIS, and the API is widely used in civic tech and data journalism."
}1/3 tests passed
| Test | Endpoint | Status | Latency |
|---|---|---|---|
| website_uptime | GET / | 200 | 125ms |
| robots_txt | GET /robots.txt | 404 | 46ms |
| llms_txt | GET /llms.txt | 404 | 46ms |
```json
{
"overall": 52,
"dimensions": {
"token_efficiency": 4.0,
"first_try_success": 5.0,
"response_parseability": 8.0,
"error_clarity": 5.0,
"doc_quality": 4.0,
"auth_simplicity": 3.0,
"latency": 9.0,
"consistency": 5.0
},
"pricing_normalized": {
"type": "unknown"
},
"issues": [
"No robots.txt or llms.txt found, limiting automated discovery and LLM-friendly endpoints.",
"Pricing model is unknown, making cost estimation difficult for users.",
"The platform appears to be Socrata (government data platform), but the overview lacks explicit guidance on getting started or API authentication.",
"Documentation structure seems legacy (Bootstrap-era) with minimal metadata, reducing clarity for modern AI agents."
],
"recommendations": [
"Add an llms.txt file to describe API endpoints, datasets, and authentication methods for AI agents.",
"Publish clear pricing tiers or a 'contact sales' flow with expected costs to help agents evaluate feasibility.",
"Provide a quick-start guide specifically for programmatic access (API key generation, first query) to improve first-try success.",
"Modernize documentation with structured examples and response schemas to enhance parseability."
]
}
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