mcp-server-qdrant

from abc import ABC, abstractmethod class EmbeddingProvider(ABC): """Abstract base class for embedding providers.""" @abstractmethod async def embed_documents(self, documents: list[str]) -> list[list[float]]: """Embed a list of documents into vectors.""" pass @abstractmethod async def embed_query(self, query: str) -> list[float]: """Embed a query into a vector.""" pass @abstractmethod def get_vector_name(self) -> str: """Get the name of the vector for the Qdrant collection.""" pass @abstractmethod def get_vector_size(self) -> int: """Get the size of the vector for the Qdrant collection.""" pass