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.
Enables Claude Desktop to search and query personal document collections (PDF, Word, Markdown, text) using semantic search and conversational AI with full context preservation across exchanges.
Enables Claude to access and update a team's design knowledge stored in a local Markdown folder, including searching decisions and recording new conventions.
Enables Claude to search and read the user's local document collection (PDF, Word, Excel, Markdown, plain text) during a conversation by subject, by file name/path, or by exact word, and to retrieve file contents page by page. It also supports finding folders relevant to a topic and checking indexing status, with everything running locally on the user's machine.
Enables local-first hybrid knowledge retrieval from authorized Markdown and plain-text files, combining full-text and vector search with reranking and traceable source references via a single search tool.