"author:judyfujita" matching MCP servers:

Enables ingesting YouTube videos into a persistent, searchable knowledge base by combining transcripts with scene-change vision analysis, then answering natural-language queries with citations. It supports MCP clients such as Claude and Copilot by exposing compiled cross-video knowledge for agentic reasoning.