Implement the server with FastMCP

src/mcp_server_qdrant/embeddings/factory.py

@@ -1,17 +1,16 @@
 from mcp_server_qdrant.embeddings import EmbeddingProvider
+from mcp_server_qdrant.settings import EmbeddingProviderSettings
 
 
-def create_embedding_provider(provider_type: str, model_name: str) -> EmbeddingProvider:
+def create_embedding_provider(settings: EmbeddingProviderSettings) -> EmbeddingProvider:
     """
     Create an embedding provider based on the specified type.
-
-    :param provider_type: The type of embedding provider to create.
-    :param model_name: The name of the model to use for embeddings, specific to the provider type.
+    :param settings: The settings for the embedding provider.
     :return: An instance of the specified embedding provider.
     """
-    if provider_type.lower() == "fastembed":
-        from .fastembed import FastEmbedProvider
+    if settings.provider_type.lower() == "fastembed":
+        from mcp_server_qdrant.embeddings.fastembed import FastEmbedProvider
 
-        return FastEmbedProvider(model_name)
+        return FastEmbedProvider(settings.model_name)
     else:
-        raise ValueError(f"Unsupported embedding provider: {provider_type}")
+        raise ValueError(f"Unsupported embedding provider: {settings.provider_type}")

src/mcp_server_qdrant/embeddings/fastembed.py

@@ -3,7 +3,7 @@ from typing import List
 
 from fastembed import TextEmbedding
 
-from .base import EmbeddingProvider
+from mcp_server_qdrant.embeddings.base import EmbeddingProvider
 
 
 class FastEmbedProvider(EmbeddingProvider):