"author:dunfred" matching MCP servers:

Enables any agent or LLM to read and query a video cheaply from a locally built context index, exposing text-layer overviews, per-shot thumbnails, on-demand frame retrieval, transcript search, and indexing tools. The server makes no model calls and needs no API key, letting the calling agent's own model reason over the text layer and fetched frames.