Knowhere

About

Knowhere is a document parsing and retrieval system that converts messy, unstructured files into persistent, navigable memory for AI agents, using hierarchy reconstruction, multi-modal structuring, and graph construction instead of flat chunking. It targets local and offline document collections where standard chunking discards document structure that agents need for accurate retrieval.