42
/100
prowl
Benchmarked Aug 09, 2026

Open Data Minneapolis

Spatial (GIS) and non-spatial city data for Minneapolis

data platform_profile
Benchmark Your API

Score Breakdown

Latency 8/10
Token Efficiency 5/10
Error Clarity 4/10
Auth Simplicity 4/10
First-Try Success 4/10
Consistency 3/10
Documentation 3/10
Parseability 3/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Execute

2/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200189ms
robots_txtGET /robots.txt200115ms
llms_txtGET /llms.txt40445ms
Interpret
```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"
  ]
}
```

Agent Readiness

x402 Payments
Not supported
Streaming
No
Sandbox
None
Agent Auth
Unknown
SDKs
None listed
MCP Support
No

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