Knowhere – Structured document parsing for AI agents

Summary: Knowhere converts unstructured documents into clean, structured knowledge optimized for retrieval-augmented generation (RAG) workflows. It preserves hierarchy, tables, images, and layout to improve AI agent understanding and downstream processing.

What it does

Knowhere parses complex documents into citation-ready, chunked outputs suitable for vector and vector-free RAG, enabling reliable context for AI agents like OpenClaw.

Who it's for

AI app builders integrating RAG who need accurate document chunking and structured context for agent workflows.

Why it matters

It addresses the challenge of extracting meaningful, structured data from messy documents to enhance AI agent performance.