"author:konstantinkobayashi" matching MCP servers:

Turns YouTube videos into a compounding, cross-referenced wiki knowledge base by extracting transcripts and analyzing scene-change frames with a vision model. Enables agents to search and reason over the compiled pages, answering questions with source citations via passthrough mode that needs no API key.