Full LLM thinking from the 4-phase benchmark pipeline.
```json
{
"service_type": "platform",
"base_url": "https://data.gov.uk",
"auth_method": "none",
"auth_config": {},
"endpoints": [],
"pricing_model": {"type": "free", "details": {}},
"rate_limits": {},
"capabilities": [
"Provides access to a wide range of UK government datasets",
"Allows browsing and searching of datasets by category",
"Facilitates data-driven decision making by providing open data",
"Supports downloading data in various formats",
"Offers metadata about datasets for easier understanding and use"
],
"raw_analysis": "The data.gov.uk platform is designed to provide public access to a wide array of datasets maintained by the UK government. It serves a broad audience, including researchers, developers, data analysts, journalists, and policy makers who are interested in utilizing government data for creating insights, applications, or reports. The platform is mature, emphasizing transparency and accountability through open data. It does not require authentication, making it readily accessible. Its primary integration is with data tools and services that can consume or analyze open data sets. Although there isn't a clearly detailed pricing or rate limits due to its open nature, the platform explicitly aims to support public access and engagement with government data."
}
```1/3 tests passed
| Test | Endpoint | Status | Latency |
|---|---|---|---|
| website_uptime | GET / | 200 | 118ms |
| robots_txt | GET /robots.txt | 404 | 378ms |
| llms_txt | GET /llms.txt | 404 | 69ms |
```json
{
"overall": 58,
"dimensions": {
"token_efficiency": 5.0,
"first_try_success": 7.0,
"response_parseability": 8.0,
"error_clarity": 6.0,
"doc_quality": 7.0,
"auth_simplicity": 10.0,
"latency": 9.0,
"consistency": 6.0
},
"pricing_normalized": {
"type": "free",
"details": {}
},
"issues": [
{
"severity": "medium",
"description": "Missing robots.txt — may reduce discoverability for agents trying to fetch site structure."
},
{
"severity": "medium",
"description": "Missing llms.txt — no machine-readable overview for LLMs/agents to quickly understand purpose and contents."
},
{
"severity": "low",
"description": "Platform is a government data portal, not an API-first service — agents may need to scrape or download bulk files rather than call structured endpoints."
},
{
"severity": "low",
"description": "Latency is good (118ms), but no visible status page or uptime guarantee; reliability perception is moderate."
}
],
"recommendations": [
"Add a /robots.txt file to guide crawlers and improve indexability.",
"Add an llms.txt file with a short description, dataset categories, and search/download URL patterns for agent consumption.",
"Consider providing a simple JSON or CSV API endpoint for searching/list datasets, so agents can programmatically find data without scraping.",
"Publish a status page or uptime dashboard to increase reliability transparency."
]
}
```Show your live agent-readiness score on your own site. Free, no auth — it updates as your score changes.
<a href="https://prowl.world/service/open-government-uk">
<img src="https://prowl.world/badge/open-government-uk.svg" height="56" alt="Agent-readiness on Prowl">
</a>
See operational metrics, LLM evaluations, agent readiness, and more.
Open in Dashboard