Small fixes (#969)

python/samples/getting_started/agents/README.md

@@ -1,6 +1,6 @@
 # Agent Examples
 
-This folder contains examples demonstrating how to create and use agents with different chat clients from the Agent Framework. Each sub-folder focuses on a specific provider and client type, showing various capabilities like function tools, code interpreter, thread management, and more.
+This folder contains examples demonstrating how to create and use agents with different chat clients from the Agent Framework. Each sub-folder focuses on a specific provider and client type, showing various capabilities like function tools, code interpreter, thread management, structured outputs, image processing, web search, Model Context Protocol (MCP) integration, and more.
 
 ## Examples by Provider
 
@@ -8,29 +8,34 @@ This folder contains examples demonstrating how to create and use agents with di
 
 | Folder | Description |
 |--------|-------------|
-| **[`azure_ai/`](azure_ai/)** | Create agents using Azure AI Foundry Agent Service |
+| **[`azure_ai/`](azure_ai/)** | Create agents using Azure AI Foundry Agent Service with various tools including function tools, code interpreter, MCP integration, and thread management |
 
 ### Microsoft Copilot Studio Examples
 
 | Folder | Description |
 |--------|-------------|
-| **[`copilotstudio/`](copilotstudio/)** | Create agents using Microsoft Copilot Studio |
+| **[`copilotstudio/`](copilotstudio/)** | Create agents using Microsoft Copilot Studio with streaming and non-streaming responses, authentication handling, and explicit configuration options |
 
 ### Azure OpenAI Examples
 
 | Folder | Description |
 |--------|-------------|
-| **[`azure_openai/`](azure_openai/)** | Create agents using Azure OpenAI APIs |
+| **[`azure_openai/`](azure_openai/)** | Create agents using Azure OpenAI APIs with multiple client types (Assistants, Chat, and Responses clients) supporting function tools, code interpreter, thread management, and more |
 
 ### OpenAI Examples
 
 | Folder | Description |
 |--------|-------------|
-| **[`openai/`](openai/)** | Create agents using OpenAI APIs |
+| **[`openai/`](openai/)** | Create agents using OpenAI APIs with comprehensive examples including Assistants, Chat, and Responses clients featuring function tools, code interpreter, file search, web search, MCP integration, image analysis/generation, structured outputs, reasoning, and thread management |
 
-### Custom Client Examples
+### Anthropic Examples
 
 | Folder | Description |
 |--------|-------------|
-| **[`custom_client/`](custom_client/)** | Create agents using a custom chat client or a custom agent |
-| **[`anthropic/`](anthropic/)** | Create agents using Anthropic APIs |
+| **[`anthropic/`](anthropic/)** | Create agents using Anthropic models through OpenAI Chat Client configuration, demonstrating tool calling capabilities |
+
+### Custom Implementation Examples
+
+| Folder | Description |
+|--------|-------------|
+| **[`custom/`](custom/)** | Create custom agents and chat clients by extending the base framework classes, showing complete control over agent behavior and backend integration |

python/samples/getting_started/agents/azure_ai/azure_ai_with_existing_agent.py

@@ -37,7 +37,7 @@ async def main() -> None:
             async with ChatAgent(
                 # passing in the client is optional here, so if you take the agent_id from the portal
                 # you can use it directly without the two lines above.
-                chat_client=AzureAIAgentClient(client=client, agent_id=created_agent.id),
+                chat_client=AzureAIAgentClient(project_client=client, agent_id=created_agent.id),
                 instructions="You are a helpful weather agent.",
                 tools=get_weather,
             ) as agent: