New api wrapper SKILL.md

Author: Knucklessg1

scripts/debug_full.py

@@ -8,16 +8,16 @@
 
 try:
     from vector_mcp.vectordb.postgres import PostgreSQL
-    from vector_mcp.utils import get_embedding_model
+    from agent_utilities.embedding_utilities import create_embedding_model
 
     print("SUCCESS: Imported PostgreSQL")
 except ImportError as e:
     print(f"FAILURE: Could not import PostgreSQL: {e}")
     sys.exit(1)
 
-print("\n--- Testing get_embedding_model ---")
+print("\n--- Testing create_embedding_model ---")
 try:
-    embed_model = get_embedding_model()
+    embed_model = create_embedding_model()
     print(f"Got embedding model: {embed_model}")
     print("Generating test embedding...")
     emb = embed_model.get_text_embedding("test")

vector_mcp/retriever/chromadb_retriever.py

@@ -12,7 +12,7 @@
 
 from vector_mcp.retriever.retriever import RAGRetriever
 from vector_mcp.vectordb import ChromaVectorDB
-from vector_mcp.vectordb.utils import (
+from vector_mcp.vectordb.db_utils import (
     optional_import_block,
     require_optional_import,
 )

vector_mcp/retriever/couchbase_retriever.py

@@ -12,7 +12,7 @@
 
 from pydantic import Field
 from vector_mcp.retriever.retriever import RAGRetriever
-from vector_mcp.vectordb.utils import (
+from vector_mcp.vectordb.db_utils import (
     optional_import_block,
     require_optional_import,
 )

vector_mcp/retriever/llamaindex_retriever.py

@@ -7,7 +7,7 @@
 from pathlib import Path
 from typing import TYPE_CHECKING, Any
 
-from vector_mcp.vectordb.utils import (
+from vector_mcp.vectordb.db_utils import (
     optional_import_block,
     require_optional_import,
 )

vector_mcp/retriever/mongodb_retriever.py

@@ -13,7 +13,7 @@
 from vector_mcp.retriever.retriever import RAGRetriever
 from vector_mcp.vectordb.base import VectorDBFactory
 from vector_mcp.vectordb.mongodb import MongoDBAtlasVectorDB
-from vector_mcp.vectordb.utils import (
+from vector_mcp.vectordb.db_utils import (
     optional_import_block,
     require_optional_import,
 )

vector_mcp/retriever/postgres_retriever.py

@@ -12,7 +12,7 @@
 
 from vector_mcp.retriever.retriever import RAGRetriever
 
-from vector_mcp.vectordb.utils import (
+from vector_mcp.vectordb.db_utils import (
     optional_import_block,
     require_optional_import,
 )

vector_mcp/retriever/qdrant_retriever.py

@@ -12,7 +12,7 @@
 
 from pydantic import Field
 from vector_mcp.retriever.retriever import RAGRetriever
-from vector_mcp.vectordb.utils import (
+from vector_mcp.vectordb.db_utils import (
     optional_import_block,
     require_optional_import,
 )