World Bank

{
  "service_type": "platform",
  "base_url": "https://datahelpdesk.worldbank.org",
  "auth_method": "none",
  "auth_config": {},
  "endpoints": [],
  "pricing_model": {"type": "free", "details": {"description": "World Bank data and APIs are freely accessible for public use."}},
  "rate_limits": {},
  "capabilities": ["global development data", "economic indicators", "social indicators", "environmental indicators", "API for data access", "data visualization", "data download", "documentation and knowledge base"],
  "raw_analysis": "The World Bank provides a vast dataset of global development indicators. The knowledge base at datahelpdesk.worldbank.org/knowledgebase/topics/125589 serves as a support and documentation hub for accessing World Bank data, likely focusing on the APIs and tools. The platform is mature, widely used in research and policy, with an extensive set of indicators (e.g., GDP, poverty, health, education, environment). It offers no authentication for public data; however, API access may have rate limits or require an API key for higher usage. While the specific URL does not expose endpoints, the World Bank has known REST APIs like /api/v2/countries, /api/v2/indicators. The knowledge base is part of a broader helpdesk that provides documentation, FAQs, and articles on how to use the data. Integrations: The APIs can be integrated into applications and analytics tools, with community packages for Python, R, and other languages. Overall, it's a high-quality, free, and reliable data platform."
}

2/3 tests passed

{
  "overall": 72,
  "dimensions": {
    "token_efficiency": 8.5,
    "first_try_success": 7.0,
    "response_parseability": 9.0,
    "error_clarity": 6.0,
    "doc_quality": 8.0,
    "auth_simplicity": 9.0,
    "latency": 6.5,
    "consistency": 7.5
  },
  "pricing_normalized": {
    "type": "free",
    "description": "World Bank data and APIs are freely accessible for public use."
  },
  "issues": [
    "No llms.txt endpoint found (404), limiting AI discoverability.",
    "Latency inconsistent: 678ms for main page but 100-131ms for other endpoints.",
    "Documentation not explicitly structured for LLM consumption (no llms.txt).",
    "No explicit error handling documentation for API rate limits or query issues.",
    "Data portal may have complex query syntax for large datasets, potentially causing first-try difficulties."
  ],
  "recommendations": [
    "Implement /llms.txt to provide AI agents with a clear entry point for API and data documentation.",
    "Publish explicit API error codes and handling guidelines in a machine-readable format.",
    "Provide standardized query examples for common use cases (GDP, population trends) to reduce first-try errors.",
    "Ensure consistent response times by optimizing heavy data endpoints.",
    "Add structured metadata to data endpoints (e.g., JSON-LD) for easier parseability."
  ]
}