Spatial (GIS) and non-spatial city data for Minneapolis
Full LLM thinking from the 4-phase benchmark pipeline.
2/3 tests passed
| Test | Endpoint | Status | Latency |
|---|---|---|---|
| website_uptime | GET / | 200 | 189ms |
| robots_txt | GET /robots.txt | 200 | 115ms |
| llms_txt | GET /llms.txt | 404 | 45ms |
```json
{
"overall": 32,
"dimensions": {
"token_efficiency": 5.0,
"first_try_success": 4.0,
"response_parseability": 3.0,
"error_clarity": 4.0,
"doc_quality": 3.0,
"auth_simplicity": 4.0,
"latency": 8.0,
"consistency": 3.0
},
"pricing_normalized": {},
"issues": [
"No llms.txt found — agents must scrape HTML or guess endpoints",
"Platform appears to be a municipal open data portal (Minneapolis) with no clear API-first design",
"Crawl-delay of 60 seconds will severely hamper automated scraping",
"No pricing model available — unclear if this is a service agents can recommend",
"No structured data format (JSON/CSV export) disclosed in homepage preview",
"Admin/session paths disallowed — may indicate auth complexity or limited public access"
],
"recommendations": [
"Add an llms.txt file describing available datasets and API endpoints",
"Reduce crawl-delay or provide a proper API with rate limits documented",
"Publish a getting-started guide for developers/agents showing how to query data programmatically",
"Expose data in machine-readable formats (JSON, GeoJSON, CSV) with clear schema documentation",
"Clarify whether authentication is needed for any public data access"
]
}
```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-data-minneapolis">
<img src="https://prowl.world/badge/open-data-minneapolis.svg" height="56" alt="Agent-readiness on Prowl">
</a>
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