Nextcloud MCP Server

"""Search algorithms module for BM25 hybrid search. This module provides BM25 hybrid search combining: - Dense semantic vectors (vector similarity via embeddings) - Sparse BM25 vectors (keyword-based retrieval) Results are fused using Qdrant's native Reciprocal Rank Fusion (RRF) for optimal relevance across both semantic and keyword queries. """ from nextcloud_mcp_server.search.algorithms import ( NextcloudClientProtocol, SearchAlgorithm, SearchResult, get_indexed_doc_types, ) from nextcloud_mcp_server.search.bm25_hybrid import BM25HybridSearchAlgorithm from nextcloud_mcp_server.search.semantic import SemanticSearchAlgorithm __all__ = [ "NextcloudClientProtocol", "SearchAlgorithm", "SearchResult", "get_indexed_doc_types", "SemanticSearchAlgorithm", "BM25HybridSearchAlgorithm", ]