diff --git a/llm-agents/agent/agent_executor_materializer.py b/llm-agents/agent/agent_executor_materializer.py
index 6089ae1f..a77606cf 100644
--- a/llm-agents/agent/agent_executor_materializer.py
+++ b/llm-agents/agent/agent_executor_materializer.py
@@ -105,4 +105,4 @@ def _save_python_version(self) -> None:
         """Saves the Python version used to materialize the artifact."""
         filepath = os.path.join(self.uri, DEFAULT_PYTHON_VERSION_FILENAME)
         current_python_version = Environment().python_version()
-        write_file_contents_as_string(filepath, current_python_version)
\ No newline at end of file
+        write_file_contents_as_string(filepath, current_python_version)
diff --git a/llm-agents/configs/agent_config.yaml b/llm-agents/configs/agent_config.yaml
new file mode 100644
index 00000000..33263262
--- /dev/null
+++ b/llm-agents/configs/agent_config.yaml
@@ -0,0 +1,21 @@
+# environment configuration
+settings:
+  docker:
+    requirements: requirements.txt
+    required_integrations: ["langchain", "openai", "pillow"]
+
+model:
+  name: zenml_agent
+  license: Apache 2.0
+  description: "ZenML Agent with a vector store tool."
+  tags: ["llm", "agent", "rag"]
+
+steps:
+  url_scraper:
+    enable_cache: False
+    parameters:
+      docs_url: "https://docs.zenml.io" 
+      website_url: "https://zenml.io"
+      repo_url: "https://github.com/zenml-io/zenml/tree/0.55.0/examples"
+  agent_creator:
+    enable_cache: False
\ No newline at end of file
diff --git a/llm-agents/pipelines/agent_creator.py b/llm-agents/pipelines/agent_creator.py
index 351c6a6e..9efcdab7 100644
--- a/llm-agents/pipelines/agent_creator.py
+++ b/llm-agents/pipelines/agent_creator.py
@@ -17,32 +17,11 @@
 from steps.index_generator import index_generator
 from steps.url_scraper import url_scraper
 from steps.web_url_loader import web_url_loader
-from zenml import pipeline, Model
-from zenml.config import DockerSettings
-from zenml.integrations.constants import LANGCHAIN, OPEN_AI, PILLOW
+from zenml import pipeline
 
-PIPELINE_NAME = "zenml_agent_creation_pipeline"
 
-docker_settings = DockerSettings(
-    requirements="requirements.txt",
-    required_integrations=[LANGCHAIN, OPEN_AI, PILLOW],
-)
-
-@pipeline(name=PIPELINE_NAME,
-          enable_cache=True,
-          settings={"docker": docker_settings},
-          model=Model(
-              name="zenml_agent",
-              license="Apache",
-              description="ZenML Agent with a vector store tool.",
-              tags=["llm", "agent", "rag"]
-          ))
-def docs_to_agent_pipeline(
-    docs_url: str = "",
-    repo_url: str = "",
-    release_notes_url: str = "",
-    website_url: str = "",
-) -> None:
+@pipeline
+def zenml_agent_creation_pipeline():
     """Generate index for ZenML.
 
     Args:
@@ -51,7 +30,7 @@ def docs_to_agent_pipeline(
         release_notes_url: URL to the release notes.
         website_url: URL to the website.
     """
-    urls = url_scraper(docs_url, repo_url, release_notes_url, website_url)
+    urls = url_scraper()
     documents = web_url_loader(urls)
     vector_store = index_generator(documents)
-    agent = agent_creator(vector_store=vector_store)
+    _ = agent_creator(vector_store=vector_store)
diff --git a/llm-agents/run.ipynb b/llm-agents/run.ipynb
index 102007e2..94f6d8a2 100644
--- a/llm-agents/run.ipynb
+++ b/llm-agents/run.ipynb
@@ -465,7 +465,7 @@
     "              description=\"ZenML Agent with a vector store tool.\",\n",
     "              tags=[\"llm\", \"agent\", \"rag\"]\n",
     "          ))\n",
-    "def docs_to_agent_pipeline(\n",
+    "def zenml_agent_creation_pipeline(\n",
     "    docs_url: str = \"\",\n",
     "    repo_url: str = \"\",\n",
     "    release_notes_url: str = \"\",\n",
@@ -519,7 +519,7 @@
     "    f\"https://github.com/zenml-io/zenml/blob/{version}/RELEASE_NOTES.md\"\n",
     ")\n",
     "\n",
-    "docs_to_agent_pipeline(\n",
+    "zenml_agent_creation_pipeline(\n",
     "    website_url=website_url,\n",
     "    docs_url=docs_url,\n",
     "    repo_url=repo_url,\n",
diff --git a/llm-agents/run.py b/llm-agents/run.py
index 10f653b9..1682487b 100644
--- a/llm-agents/run.py
+++ b/llm-agents/run.py
@@ -12,29 +12,50 @@
 #  or implied. See the License for the specific language governing
 #  permissions and limitations under the License.
 
-import logging
+import os
+from pipelines.agent_creator import zenml_agent_creation_pipeline
 
-from pipelines.agent_creator import docs_to_agent_pipeline
+import click
+from zenml.logger import get_logger
 
+logger = get_logger(__name__)
 
-def main():
-    version = "0.55.0"
-    docs_url = f"https://docs.zenml.io/v/{version}/"
-    website_url = "https://zenml.io"
-    repo_url = f"https://github.com/zenml-io/zenml/tree/{version}/examples"
-    release_notes_url = (
-        f"https://github.com/zenml-io/zenml/blob/{version}/RELEASE_NOTES.md"
-    )
 
-    docs_to_agent_pipeline(
-        website_url=website_url,
-        docs_url=docs_url,
-        repo_url=repo_url,
-        release_notes_url=release_notes_url,
-    )
+@click.command(
+    help="""
+ZenML Starter project.
+
+Run the ZenML starter project with basic options.
 
+Examples:
+
+  \b
+  # Run the pipeline with config.yaml in the configs folder
+    python run.py --config config.yaml
+
+"""
+)
+@click.option(
+    "--config",
+    type=str,
+    default="agent_config.yaml",
+    help="Path to the YAML config file.",
+)
+def main(
+    config: str = "agent_config.yaml",
+):
+    """Main entry point for the pipeline execution."""
+    config_folder = os.path.join(
+        os.path.dirname(os.path.realpath(__file__)),
+        "configs",
+    )
+    pipeline_args = {}
+    if config:
+        pipeline_args["config_path"] = os.path.join(
+            config_folder, config
+        )
 
+    zenml_agent_creation_pipeline.with_options(**pipeline_args)()
+    
 if __name__ == "__main__":
-    logging.basicConfig(level="INFO")
-    logging.getLogger().setLevel(logging.INFO)
     main()
diff --git a/llm-agents/steps/agent_creator.py b/llm-agents/steps/agent_creator.py
index 1374a640..77e53680 100644
--- a/llm-agents/steps/agent_creator.py
+++ b/llm-agents/steps/agent_creator.py
@@ -1,4 +1,4 @@
-from typing import Dict, Optional
+from typing import Dict
 from typing_extensions import Annotated
 
 from agent.agent_executor_materializer import AgentExecutorMaterializer
@@ -31,7 +31,7 @@ class Config:
         extra = "ignore"
 
 
-@step(output_materializers=AgentExecutorMaterializer, enable_cache=False)
+@step(output_materializers=AgentExecutorMaterializer)
 def agent_creator(
     vector_store: VectorStore, config: AgentParameters = AgentParameters()
 ) -> Annotated[
diff --git a/llm-agents/steps/index_generator.py b/llm-agents/steps/index_generator.py
index 5e0ad6bc..0f08f369 100644
--- a/llm-agents/steps/index_generator.py
+++ b/llm-agents/steps/index_generator.py
@@ -25,7 +25,7 @@
 from zenml import step, log_artifact_metadata
 
 
-@step(enable_cache=True)
+@step
 def index_generator(
     documents: List[Document],
 ) -> Annotated[VectorStore, "vector_store"]:
diff --git a/llm-agents/steps/url_scraper.py b/llm-agents/steps/url_scraper.py
index b7341cca..0ab4436d 100644
--- a/llm-agents/steps/url_scraper.py
+++ b/llm-agents/steps/url_scraper.py
@@ -18,12 +18,11 @@
 from zenml import step, log_artifact_metadata
 
 
-@step(enable_cache=False)
+@step
 def url_scraper(
-    docs_url: str = "",
-    repo_url: str = "",
-    release_notes_url: str = "",
-    website_url: str = "",
+    docs_url: str = "https://docs.zenml.io",
+    repo_url: str = "https://github.com/zenml-io/zenml",
+    website_url: str = "https://zenml.io",
 ) -> Annotated[List[str], "urls"]:
     """Generates a list of relevant URLs to scrape.
 
@@ -36,13 +35,14 @@ def url_scraper(
     Returns:
         List of URLs to scrape.
     """
+    
+    # We comment this out to make this pipeline faster
     # examples_readme_urls = get_nested_readme_urls(repo_url)
     # docs_urls = get_all_pages(docs_url)
     # website_urls = get_all_pages(website_url)
-    # all_urls = docs_urls + website_urls + [release_notes_url]
+    # all_urls = docs_urls + website_urls + examples_readme_urls
     all_urls = [website_url]
     log_artifact_metadata(
-        artifact_name="urls",
         metadata={
             "count": len(all_urls),
         },
diff --git a/llm-agents/steps/web_url_loader.py b/llm-agents/steps/web_url_loader.py
index 0fbdb679..9ae8e302 100644
--- a/llm-agents/steps/web_url_loader.py
+++ b/llm-agents/steps/web_url_loader.py
@@ -19,7 +19,7 @@
 from zenml import step
 
 
-@step(enable_cache=True)
+@step
 def web_url_loader(urls: List[str]) -> List[Document]:
     """Loads documents from a list of URLs.