UK Companies House Data from the UK government
Full LLM thinking from the 4-phase benchmark pipeline.
1/3 tests passed
| Test | Endpoint | Status | Latency |
|---|---|---|---|
| website_uptime | GET / | 200 | 406ms |
| robots_txt | GET /robots.txt | 404 | 120ms |
| llms_txt | GET /llms.txt | 404 | 118ms |
```json
{
"overall": 40,
"dimensions": {
"token_efficiency": 5.0,
"first_try_success": 3.0,
"response_parseability": 2.0,
"error_clarity": 4.0,
"doc_quality": 4.0,
"auth_simplicity": 6.0,
"latency": 8.0,
"consistency": 4.0
},
"pricing_normalized": {},
"issues": [
"No structured pricing or capabilities data available in analysis",
"No /llms.txt file (required for AI agent discoverability)",
"No /robots.txt file returning 404 (minor but indicates missing SEO/AI guidance)",
"Platform appears to be a government developer hub, not a specific service — unclear value proposition for agents",
"Lack of API-first documentation or machine-readable endpoints"
],
"recommendations": [
"Add an llms.txt file to help AI agents understand what the platform offers",
"Publish structured capabilities and pricing data (JSON or YAML)",
"Provide a dedicated developer API or webhook for agency workflows",
"Include authentication methods like API keys or OAuth 2.0 with clear docs for agent integration"
]
}
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