diff --git a/docs/griptape-framework/drivers/src/vector_store_drivers_3.py b/docs/griptape-framework/drivers/src/vector_store_drivers_3.py
index d84164cb4..60af6f197 100644
--- a/docs/griptape-framework/drivers/src/vector_store_drivers_3.py
+++ b/docs/griptape-framework/drivers/src/vector_store_drivers_3.py
@@ -4,6 +4,8 @@
 from griptape.drivers import OpenAiEmbeddingDriver, PineconeVectorStoreDriver
 from griptape.loaders import WebLoader
 
+NAMESPACE = "griptape"
+
 # Initialize an Embedding Driver
 embedding_driver = OpenAiEmbeddingDriver(api_key=os.environ["OPENAI_API_KEY"])
 
@@ -19,9 +21,9 @@
 chunks = TextChunker(max_tokens=100).chunk(artifact)
 
 # Upsert Artifacts into the Vector Store Driver
-vector_store_driver.upsert_text_artifacts({"griptape": chunks})
+vector_store_driver.upsert_text_artifacts({NAMESPACE: chunks})
 
-results = vector_store_driver.query(query="What is griptape?")
+results = vector_store_driver.query(query="What is griptape?", namespace=NAMESPACE)
 
 values = [r.to_artifact().value for r in results]
 
diff --git a/docs/griptape-tools/official-tools/src/vector_store_tool_1.py b/docs/griptape-tools/official-tools/src/vector_store_tool_1.py
index bdb60d98b..d71268261 100644
--- a/docs/griptape-tools/official-tools/src/vector_store_tool_1.py
+++ b/docs/griptape-tools/official-tools/src/vector_store_tool_1.py
@@ -2,7 +2,9 @@
 from griptape.drivers import LocalVectorStoreDriver, OpenAiEmbeddingDriver
 from griptape.loaders import WebLoader
 from griptape.structures import Agent
-from griptape.tools import PromptSummaryTool, VectorStoreTool
+from griptape.tools import VectorStoreTool
+
+NAMESPACE = "griptape"
 
 vector_store_driver = LocalVectorStoreDriver(
     embedding_driver=OpenAiEmbeddingDriver(),
@@ -11,14 +13,13 @@
 artifacts = WebLoader().load("https://www.griptape.ai")
 chunks = TextChunker().chunk(artifacts)
 
-vector_store_driver.upsert_text_artifacts({"griptape": chunks})
+vector_store_driver.upsert_text_artifacts({NAMESPACE: chunks})
 vector_db = VectorStoreTool(
     description="This DB has information about the Griptape Python framework",
     vector_store_driver=vector_store_driver,
-    query_params={"namespace": "griptape"},
-    off_prompt=True,
+    query_params={"namespace": NAMESPACE},
 )
 
-agent = Agent(tools=[vector_db, PromptSummaryTool()])
+agent = Agent(tools=[vector_db])
 
 agent.run("what is Griptape?")