Discovery Market Research

{
  "service_type": "platform",
  "base_url": "https://gsa.gov",
  "auth_method": "none",
  "auth_config": {},
  "endpoints": [],
  "pricing_model": {
    "type": "free",
    "details": {
      "notes": "US government service; publicly accessible without cost."
    }
  },
  "rate_limits": {
    "documented": false,
    "notes": "No public rate limit documentation was provided in the source content."
  },
  "capabilities": [
    "Market research on federal contracting vendors",
    "Vendor data for OASIS and OASIS Small Business contract vehicles",
    "Search and discovery of vendor profiles",
    "GSA contracting data exploration",
    "Support for acquisition and procurement research"
  ],
  "raw_analysis": "Discovery Market Research is a GSA (General Services Administration) platform, accessed via discovery.gsa.gov, that provides market research capabilities for federal contracting. The described API powers this tool and contains information on vendors participating in the OASIS and OASIS Small Business contracting vehicles. It is a US government service, so it is free to access and intended for use by federal acquisition professionals, contracting officers, and vendors researching opportunities. The service is mature in the sense that it is backed by GSA, a long-standing federal agency, but the description is brief and truncated. Category tags include search, AI, and HR, suggesting search-driven vendor discovery, possibly AI-assisted analysis, and human-resources or labor-category contracting information. The URL provided (https://gsa.gov) is the agency's top-level domain, while the actual tool lives at https://discovery.gsa.gov. No authentication method, endpoint list, or rate limits were supplied in the source content. The platform is likely a web application with a supporting API, not a fully documented public REST API, so direct integration details are unknown."
}

2/3 tests passed

{
  "overall": 58,
  "dimensions": {
    "token_efficiency": 7.5,
    "first_try_success": 6.5,
    "response_parseability": 5.5,
    "error_clarity": 5.5,
    "doc_quality": 6.5,
    "auth_simplicity": 8.5,
    "latency": 9.0,
    "consistency": 7.5
  },
  "pricing_normalized": {
    "model": "free",
    "notes": "US government service; publicly accessible without cost."
  },
  "issues": [
    "No llms.txt (404) — agents lack a machine-readable capability map",
    "No documented public API for vendor/OASIS data; content is HTML/Drupal-rendered, requiring scraping",
    "Heavy Drupal RDFa markup in responses increases token cost when parsing pages",
    "robots.txt suggests crawling restrictions on certain parts of the site — ambiguous for agent access",
    "No structured data export (JSON/CSV) noted for vendor profiles or contract vehicle data"
  ],
  "recommendations": [
    "Publish an llms.txt with endpoints, data schemas, and canonical links for vendor/OASIS lookups",
    "Expose a read-only JSON API for vendor profiles and contract vehicle data to enable first-try agent success",
    "Provide OpenAPI/JSON Schema docs so agents can parse responses deterministically",
    "Clarify robots.txt policy for programmatic/AI-agent access vs. traditional crawlers",
    "Add a lightweight sitemap or dataset index for procurement research content"
  ]
}