{
  "tool_id": "03-read-ai",
  "name": "Read AI",
  "research_date": "2026-09-12",
  "catalog_date": "2026-10-17",
  "documentation_url": null,
  "sources": [
    "https://www.read.ai",
    "https://www.read.ai/llms.txt",
    "https://ecosystem.hubspot.com/marketplace/explore/products?eco_PRODUCT_TYPE=APP&eco_page=2"
  ],
  "pages": [
    {
      "source_url": "https://www.read.ai/llms.txt",
      "final_url": "https://www.read.ai/llms.txt",
      "title": "",
      "status": "fetched",
      "retrieved_at": "2026-10-17T21:55:55.199413+00:00",
      "content_sha256": "8e59fa1668a645dc9e8986849d75aba4705bfacda4029b20d2695fd1bbf4e0ae"
    }
  ],
  "coverage": "partial",
  "limitation": "Reference index, not a mirror of complete vendor documentation. Retrieved pages do not prove the MCP works."
}