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This commit consolidates changes from PRs qdrant#92, qdrant#75, qdrant#77, qdrant#90, qdrant#20, qdrant#89, qdrant#78, qdrant#76, and qdrant#68: Infrastructure & Configuration (PR qdrant#75, qdrant#77): - Upgrade Dockerfile to Python 3.13-slim - Use UV 0.8.3 from official image - Add FASTMCP_HOST="0.0.0.0" for container networking - Add SettingsConfigDict for proper None value parsing New Embedding Providers (PR qdrant#76, qdrant#92): - Add Model2Vec support for fast, lightweight embeddings - Add OpenAI-compatible API support (oai_compat) - New settings: OAI_COMPAT_ENDPOINT, OAI_COMPAT_API_KEY, OAI_COMPAT_VEC_SIZE Unnamed Vectors & Multiple Collections (PR qdrant#78): - Add support for Qdrant unnamed vectors - Create UnnamedVectorProvider wrapper - Add USE_UNNAMED_VECTORS and COLLECTION_NAMES settings - Update qdrant.py to handle both named and unnamed vectors - Add __main__.py for python -m execution Hybrid Search (PR qdrant#90): - Implement hybrid search combining dense and sparse vectors - Add find_hybrid() method with RRF and DBSF fusion methods - New tool: qdrant-hybrid-find - Add SPARSE_EMBEDDING_MODEL setting - Support configurable limits for dense, sparse, and final results Optional Collection Names (PR qdrant#89): - Make collection_name parameter optional in store() and find() - Use default collection when not specified - Simplify tool usage with fallback to COLLECTION_NAME env var Additional Tools (PR qdrant#68): - Add qdrant-get-point: Retrieve point by ID - Add qdrant-delete-point: Delete point by ID - Add qdrant-update-point-payload: Update point metadata - Add qdrant-get-collections: List all collections - Add qdrant-get-collection-details: Get collection info - Implement corresponding methods in QdrantConnector Documentation: - Update README with all new features - Document new embedding providers - Add examples for unnamed vectors and multiple collections - Update environment variables table - Document hybrid search functionality - Expand tools documentation Dependencies: - Add model2vec==0.6.0 - Add openai>=1.109.1
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