Provides read-only hybrid RAG search and discovery over a local-first AI knowledge corpus, enabling semantic and keyword search, browse, digest, and status tools.
Provides read-only access to a personal RAG knowledge base, enabling hybrid search, evidence-grounded retrieval with citations, and knowledge gap tracking for LLM agents.
Enables AI assistants to search, read, and retrieve context from local knowledge bases with full-text search, absolute paths, and section-level details.
Enables bibliographic research on a private local Calibre library by providing read-only metadata search, book inspection, and optional RAG-based content retrieval through MCP.
Provides LLMs with safe, read-only access to local codebases for searching, reading files, and finding function definitions. All source code remains local, ensuring privacy while enabling AI assistants to explore project structures and functionality.
Provides read-only, provenance-first repository navigation for agents and humans, with ranked lexical retrieval, exact query, document handles, symbol context, and change impact analysis.