"author:CrstalLi02" matching MCP servers:

Exposes private document collections as MCP tools so AI assistants can run hybrid dense-plus-BM25 retrieval with RRF fusion and optional reranking, returning ranked chunks with source citations. It also lets clients list collections, fetch document summaries, and inspect multimodal ingestion and query traces through a dashboard.