Qdrant MCP Server

# Embedding Provider Configuration EMBEDDING_PROVIDER=openai # or sentence-transformers EMBEDDING_MODEL=text-embedding-3-small # OpenAI Configuration (required for OpenAI provider) OPENAI_API_KEY=your-openai-api-key # Qdrant Configuration QDRANT_URL=http://localhost:6333 QDRANT_API_KEY= # Optional COLLECTION_NAME=mcp_memory # Search Configuration DEFAULT_LIMIT=10 SCORE_THRESHOLD=0.0 # Sentence Transformers Configuration (optional) DEVICE=cpu # or cuda, mps, etc.