{
  "source": "https://toolradar.com/statistics/software-trends",
  "observedAt": "2026-11-05",
  "windowStart": "2026-10-06",
  "windowEnd": "2026-11-05",
  "publishedTools": 12033,
  "toolsAdded": 1076,
  "newToolsMentioningNamedAiModels": 231,
  "newToolsMentioningMcpServerOrConnector": 188,
  "method": "Published catalog records added to Toolradar during the window; listing text matched against named concept dictionaries. A directory addition is not the vendor launch date. The live report recomputes and may differ.",
  "observationType": "saved point-in-time snapshot"
}