diff --git a/README.md b/README.md
index b47a6a4b6..a939aaca6 100644
--- a/README.md
+++ b/README.md
@@ -95,10 +95,9 @@ cognee.add([text], "example_dataset") # Add a new piece of information
 
 cognee.cognify() # Use LLMs and cognee to create knowledge
 
-search_results = cognee.search("SIMILARITY", "computer science") # Query cognee for the knowledge
+search_results = cognee.search("SIMILARITY", {'query': 'Tell me about NLP'}) # Query cognee for the knowledge
 
-for result_text in search_results[0]:
-    print(result_text)
+print(search_results)
 
 ```
 Add alternative data types:
diff --git a/cognee/api/v1/cognify/cognify.py b/cognee/api/v1/cognify/cognify.py
index 2373c4e6e..408b92e76 100644
--- a/cognee/api/v1/cognify/cognify.py
+++ b/cognee/api/v1/cognify/cognify.py
@@ -130,7 +130,7 @@ async def cognify(datasets: Union[str, List[str]] = None):
                     logger.warning("File (%s) has an unknown file type. We are skipping it.", file_metadata["id"])
 
         added_chunks = await add_data_chunks(data_chunks)
-        await add_data_chunks_basic_rag(data_chunks)
+        # await add_data_chunks_basic_rag(data_chunks)
 
         await asyncio.gather(
             *[process_text(
diff --git a/cognee/api/v1/config/config.py b/cognee/api/v1/config/config.py
index 20e2ab6cf..6a1478d40 100644
--- a/cognee/api/v1/config/config.py
+++ b/cognee/api/v1/config/config.py
@@ -105,3 +105,21 @@ class config():
         chunk_config = get_chunk_config()
         chunk_config.chunk_size = chunk_size
 
+
+    @staticmethod
+    def set_vector_engine_provider(vector_engine_provider: str):
+        vector_db_config = get_vectordb_config()
+        vector_db_config.vector_engine_provider = vector_engine_provider
+
+    @staticmethod
+    def set_vector_db_key(db_key: str):
+        vector_db_config = get_vectordb_config()
+        vector_db_config.vector_db_key = db_key
+
+
+    @staticmethod
+    def set_vector_db_url(db_url: str):
+        vector_db_config = get_vectordb_config()
+        vector_db_config.vector_db_url = db_url
+
+