Keep knowledge current, searchable and traceable.
RAG / 06 primitives
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01
RAG grounding
Enrich a gateway with retrieved context while keeping the client unchanged.
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02
Automatic reindexing
Regenerate indexed chunks and vectors when document content changes.
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03
Bulk document import
Send larger document sets through a bounded import pipeline.
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04
Document management
List, filter, update and remove documents and indexed chunks.
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05
Collections over MCP
Expose collection search to agents as generated MCP tools.
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06
Reranking
Refine retrieved candidates before they enter the model context.