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ragrails retrieve "How do I authenticate?" \
  --vector-db qdrant \
  --collection docs \
  --url http://localhost:6333 \
  --provider voyage \
  --model voyage-3 \
  --top-k 10
With reranking: 
ragrails retrieve "How do I authenticate?" \
  --vector-db qdrant \
  --collection docs \
  --url http://localhost:6333 \
  --provider voyage \
  --model voyage-3 \
  --rerank \
  --reranker voyage \
  --reranker-model rerank-2-lite \
  --rerank-top-k 5
Output prints result count, score, ID, title/path metadata, and a text preview for each result.

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Options

OptionDefaultDescription
QUERYrequiredSearch query (positional)
--vector-dbqdrantqdrant, pinecone, or weaviate
--collectionNoneCollection name
--urlNoneVector DB URL
--top-k10Results to retrieve
--providervoyageQuery embedding provider
--modelvoyage-3Query embedding model
--rerankoffEnable reranking
--rerankervoyageReranker provider
--reranker-modelrerank-2-liteReranker model
--rerank-top-k5Results to keep after reranking