Enables Claude Code to search and retrieve from a local knowledge base of markdown notes using hybrid semantic+keyword search, keeping data entirely offline.
Enables Claude to query a local, persistent RAG index over markdown folder trees, exposing the same index used by the docrag CLI for on-device, network-free search and retrieval of document chunks via Ollama embeddings.
Provides fast, token-efficient search over coding agent documentation (e.g., Claude Code, Cursor) using local SQLite FTS5 indexing, with tools for searching snippets, reading pages, and grepping markdown.
Provides project documentation, database schema, business rules, and search capabilities as context for Claude Code, enabling more accurate code generation and query writing.
Enables semantic search over personal study notes by exposing a vector search tool that Claude Desktop can call to retrieve relevant note content and synthesize grounded answers.