
Description
Feeding AI agents internal scans, spreadsheets and messy documents scrambles context after chunking and ruins retrieval. Knowhere is a document parsing and retrieval system that turns complex, dirty files into persistent, navigable memory for agents.
One pipeline handles parsing, hierarchy reconstruction, multimodal structuring and graph building, with every result traceable to its source; self-hostable.
Hierarchy:Structure preserved.
Multimodal:Tables and images.
Graphs:Linked content.
Traceable:Back to the source.
One pipeline handles parsing, hierarchy reconstruction, multimodal structuring and graph building, with every result traceable to its source; self-hostable.
Features
Hierarchy:Structure preserved.
Multimodal:Tables and images.
Graphs:Linked content.
Traceable:Back to the source.

