MCP server for on-device hybrid search over markdown knowledge bases, combining BM25, vector embeddings, and LLM reranking with link graph and time decay.
An MCP server for personal markdown notes that enables hybrid search (keyword + semantic) with Reciprocal Rank Fusion, allowing users to save, search, update, and retrieve notes by meaning rather than exact wording.
Local-first MCP server for retrieval over markdown wikilink vaults, offering hybrid vector+lexical search, note reading, neighbor expansion, and recent activity tracking with fully local embeddings and no network egress.
MCP server that enables local hybrid semantic and keyword search over private PDF, DOCX, Markdown, and text documents without sending data to embedding APIs.