29
/100
prowl
Benchmarked Sep 07, 2026

Auckland Museum API

This is technical documentation for the Auckland Museum API

api platform_profile
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Score Breakdown

Latency 5/10
Parseability 4/10
Consistency 3/10
Documentation 3/10
Token Efficiency 3/10
First-Try Success 3/10
Auth Simplicity 2/10
Error Clarity 1/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
{
  "service_type": "platform",
  "base_url": "http://www.aucklandmuseum.com",
  "auth_method": "none",
  "auth_config": {},
  "endpoints": [],
  "pricing_model": {
    "type": "unknown",
    "details": {}
  },
  "rate_limits": {},
  "capabilities": [
    "cultural heritage access",
    "museum collections search",
    "digital collections browsing",
    "API documentation"
  ],
  "raw_analysis": "The Auckland Museum API is a platform providing access to the museum's digital collections and cultural heritage data. It is aimed at developers, researchers, and educators who want to integrate museum content into applications or research. The platform appears to be a public-facing API with no authentication required, as indicated by 'auth_method: none'. However, detailed endpoint specifications, authentication requirements, rate limits, and pricing information are not provided in the given description. The API documentation is hosted at the Auckland Museum's official website. The maturity of the platform is unclear, but it is likely established given the museum's institutional backing. Potential integrations could include educational tools, virtual museum experiences, and cultural heritage applications. The raw analysis is limited due to sparse input content, but the platform's core capability is enabling access to and reuse of Auckland Museum's collection data."
}
Execute

1/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /403158ms
robots_txtGET /robots.txt200407ms
llms_txtGET /llms.txt40360ms
Interpret
```json
{
  "overall": 28,
  "dimensions": {
    "token_efficiency": 3.0,
    "first_try_success": 3.0,
    "response_parseability": 4.0,
    "error_clarity": 1.0,
    "doc_quality": 3.0,
    "auth_simplicity": 2.0,
    "latency": 5.0,
    "consistency": 3.0
  },
  "pricing_normalized": {
    "model": "unknown",
    "notes": "No pricing information available. Platform appears to block automated access and AI crawlers."
  },
  "issues": [
    "HTTP 403 'Too many requests' on primary website access - indicates aggressive rate limiting or blocking of non-browser agents",
    "Robots.txt explicitly disallows all major AI/LLM crawlers (ChatGPT, GPTBot, Perplexity, Applebot, Meta-ExternalAgent)",
    "No llms.txt file available for agent-friendly documentation",
    "No public API docs or structured data access discovered despite 'API documentation' capability claim",
    "Unclear signup flow - no obvious auth method or getting-started path for agents"
  ],
  "recommendations": [
    "Request to be added to robots.txt allowlist for OAI-SearchBot or implement token-based authentication for AI agents",
    "Create and expose an llms.txt file with structured capability summaries",
    "Provide public API documentation with clear rate limit headers and error codes",
    "Add a developer sandbox or demo key for evaluation",
    "Establish clear service-level expectations for automated clients in documentation"
  ]
}
```

Agent Readiness

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

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