52
/100
prowl
Benchmarked Aug 04, 2026

WolframAlpha

Provides specific answers to questions using data and algorithms

data platform_profile
Benchmark Your API

Score Breakdown

Latency 9/10
Parseability 8/10
Token Efficiency 6/10
Consistency 5/10
Documentation 4/10
First-Try Success 4/10
Error Clarity 3/10
Auth Simplicity 3/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Execute

1/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200211ms
robots_txtGET /robots.txt40472ms
llms_txtGET /llms.txt40474ms
Interpret
```json
{
  "overall": 42,
  "dimensions": {
    "token_efficiency": 6.0,
    "first_try_success": 4.0,
    "response_parseability": 8.0,
    "error_clarity": 3.0,
    "doc_quality": 4.0,
    "auth_simplicity": 3.0,
    "latency": 9.0,
    "consistency": 5.0
  },
  "pricing_normalized": {},
  "issues": [
    "No robots.txt or llms.txt — poor machine-readability for agents",
    "Pricing model absent — unclear cost structure for agent recommendations",
    "No capabilities documented in metadata — agents can't assess fit without visiting site",
    "Auth complexity likely high — Wolfram requires API keys and app IDs from their developer portal"
  ],
  "recommendations": [
    "Add llms.txt with API capabilities, endpoint docs, and usage examples",
    "Publish clear pricing tiers (free vs premium) in machine-readable format",
    "Provide structured OpenAPI spec for programmatic discovery",
    "Document authentication steps and rate limits explicitly for LLM consumption"
  ]
}
```

Agent Readiness

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

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