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Qdrant CLI

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Docker Setup

docker run -d --name qdrant \
  -p 6333:6333 \
  -p 6334:6334 \
  qdrant/qdrant

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Quick Start

# Test connection
praisonai persistence doctor \
  --knowledge-backend qdrant \
  --knowledge-url "http://localhost:6333"

# Run with knowledge store
praisonai persistence run \
  --knowledge-backend qdrant \
  --knowledge-url "$QDRANT_URL" \
  "Search my documents"

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Commands

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Doctor

praisonai persistence doctor \
  --knowledge-backend qdrant \
  --knowledge-url "http://localhost:6333"

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Run with Knowledge

praisonai persistence run \
  --knowledge-backend qdrant \
  --knowledge-url "$QDRANT_URL" \
  --session-id my-session \
  "What do my documents say about AI?"

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Python Test

python3 -c "
from praisonai.persistence import create_knowledge_store
store = create_knowledge_store('qdrant', url='http://localhost:6333')
print('Qdrant OK:', store.list_collections())
"