Allows an AI assistant to search a local library of 3D-printable models, retrieve geometry metrics like dimensions, triangle counts, and watertightness, and draft marketplace listings.
Enables MCP clients to search, filter, and manage a private local photo library with CLIP-based text and similarity search, EXIF/GPS metadata, duplicate detection, albums, and folder indexing, returning ranked results and optional contact sheets.
Enables assistants to search a personal library of local documents using hybrid BM25 and embeddings, retrieve exact passages with file and page citations, and manage collections entirely on the user's own machine.