diff --git a/docs/clusterops/reference.md/reference.md b/docs/clusterops/reference.md
similarity index 100%
rename from docs/clusterops/reference.md/reference.md
rename to docs/clusterops/reference.md
diff --git a/prompt_generator_agent_example.py b/prompt_generator_agent_example.py
new file mode 100644
index 00000000..c6858402
--- /dev/null
+++ b/prompt_generator_agent_example.py
@@ -0,0 +1,49 @@
+import os
+from swarms import Agent
+from swarm_models import OpenAIChat
+from swarms.prompts.prompt_generator_optimizer import (
+    prompt_generator_sys_prompt,
+)
+from dotenv import load_dotenv
+from swarms.agents.prompt_generator_agent import PromptGeneratorAgent
+
+load_dotenv()
+
+# Get the OpenAI API key from the environment variable
+api_key = os.getenv("OPENAI_API_KEY")
+
+# Create an instance of the OpenAIChat class
+model = OpenAIChat(
+    openai_api_key=api_key,
+    model_name="gpt-4o-mini",
+    temperature=0.1,
+    max_tokens=2000,
+)
+
+# Initialize the agent
+agent = Agent(
+    agent_name="Prompt-Optimizer",
+    system_prompt=prompt_generator_sys_prompt.get_prompt(),
+    llm=model,
+    max_loops=1,
+    autosave=True,
+    dashboard=False,
+    verbose=True,
+    dynamic_temperature_enabled=True,
+    saved_state_path="optimizer_agent.json",
+    user_name="swarms_corp",
+    retry_attempts=1,
+    context_length=200000,
+    return_step_meta=False,
+    # output_type="json",
+    output_type="string",
+)
+
+
+# Main Class
+prompt_generator = PromptGeneratorAgent(agent)
+
+# Run the agent
+prompt_generator.run(
+    "Generate an amazing prompt for analyzing healthcare insurance documents"
+)