diff --git a/README.md b/README.md
index 1999e815..866115b6 100644
--- a/README.md
+++ b/README.md
@@ -77,9 +77,36 @@ Before running RowBoat, ensure you have:
 4. **Access the App**
    - Visit [http://localhost:3000](http://localhost:3000).
 
-5. **Use the API**
+5. **Interact with RowBoat**
 
-   You can use the API at [http://localhost:3000/api/v1/](http://localhost:3000/api/v1/)
+   There are two ways to interact with RowBoat:
+
+   ### Option 1: Python SDK
+
+   For Python applications, we provide an official SDK for easier integration:
+   ```bash
+   pip install rowboat
+   ```
+
+   ```python
+   from rowboat import Client
+
+   client = Client(
+       host="http://localhost:3000",
+       project_id="<PROJECT_ID>",
+       project_secret="<PROJECT_SECRET>"
+   )
+
+   # Simple chat interaction
+   messages = [{"role": "user", "content": "Tell me the weather in London"}]
+   response_messages, state = client.chat(messages=messages)
+   ```
+
+   For more details, see the [Python SDK documentation](./apps/python-sdk/README.md).
+
+   ### Option 2: HTTP API
+
+   You can use the API directly at [http://localhost:3000/api/v1/](http://localhost:3000/api/v1/)
    - Project ID is available in the URL of the project page
    - Project Secret is available in the project config page
 
diff --git a/apps/python-sdk/README.md b/apps/python-sdk/README.md
index b87a9861..d34edb8c 100644
--- a/apps/python-sdk/README.md
+++ b/apps/python-sdk/README.md
@@ -14,10 +14,11 @@ pip install rowboat
 
 ### Basic Usage
 
-Initialize a client and create a chat session:
+Initialize a client and use the chat method directly:
 
 ```python
-from rowboat import Client, StatefulChat
+from rowboat import Client
+from rowboat.schema import UserMessage, SystemMessage
 
 # Initialize the client
 client = Client(
@@ -26,21 +27,28 @@ client = Client(
     project_secret="<PROJECT_SECRET>"
 )
 
-# Create a chat session
-chat = StatefulChat(client)
+# Create messages
+messages = [
+    SystemMessage(role='system', content="You are a helpful assistant"),
+    UserMessage(role='user', content="Hello, how are you?")
+]
 
-# Send a message and get a response
-response = chat.run("Hello, how are you?")
-print(response)
+# Get response
+response_messages, state = client.chat(messages=messages)
+print(response_messages[-1].content)
+
+# For subsequent messages, include previous messages and state
+messages.extend(response_messages)
+messages.append(UserMessage(role='user', content="What's your name?"))
+response_messages, state = client.chat(messages=messages, state=state)
 ```
 
 ### Using Tools
 
-The SDK supports function calling through tools. Here's how to use them:
+The SDK supports function calling through tools:
 
 ```python
 def weather_lookup(city_name: str) -> str:
-    # Implement your weather lookup logic here
     return f"The weather in {city_name} is 22°C."
 
 # Create a tools dictionary
@@ -48,24 +56,31 @@ tools = {
     'weather_lookup': weather_lookup
 }
 
-# Initialize chat with tools
-chat = StatefulChat(client, tools=tools)
-
-# The AI can now use the weather tool
-response = chat.run("What's the weather in London?")
-print(response)
+# Use tools with the chat method
+response_messages, state = client.chat(
+    messages=messages,
+    tools=tools
+)
 ```
 
-### System Prompts
+### Stateful Chat (Convenience Wrapper)
 
-You can initialize the chat with a system prompt to guide the AI's behavior:
+For simpler use cases, the SDK provides a `StatefulChat` class that maintains conversation state automatically:
 
 ```python
+from rowboat import StatefulChat
+
+# Initialize stateful chat
 chat = StatefulChat(
     client,
     tools=tools,
-    system_prompt="You are a helpful assistant who specializes in weather information."
+    system_prompt="You are a helpful assistant."
 )
+
+# Simply send messages and get responses
+response = chat.run("Hello, how are you?")
+print(response)
+# I'm good, thanks! How can I help you today?
 ```
 
 ## API Reference
@@ -88,12 +103,4 @@ StatefulChat(
     tools: Optional[Dict[str, Callable[..., str]]] = None,
     system_prompt: Optional[str] = None
 )
-```
-
-## License
-
-[Add your license information here]
-
-## Contributing
-
-[Add contribution guidelines here]
+```
\ No newline at end of file
diff --git a/apps/python-sdk/pyproject.toml b/apps/python-sdk/pyproject.toml
index fc4b6814..1c8cbc01 100644
--- a/apps/python-sdk/pyproject.toml
+++ b/apps/python-sdk/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "rowboat"
-version = "0.2.0"
+version = "0.2.1"
 authors = [
     { name = "Your Name", email = "your.email@example.com" },
 ]