diff --git a/packages/a2aprotocol/README.md b/packages/a2aprotocol/README.md
index 10cb4650..239acc8c 100644
--- a/packages/a2aprotocol/README.md
+++ b/packages/a2aprotocol/README.md
@@ -7,7 +7,65 @@
+
+
+
-
-
-
+
+Agent-to-Agent (A2A) protocol support for Microsoft Teams AI applications.
+Enables Teams agents to communicate and collaborate with other AI agents using standardized protocols.
+
+## Installation
+
+```bash
+uv add microsoft-teams-a2a
+```
+
+## Usage
+
+### A2A Server (Expose Agent)
+
+```python
+from microsoft.teams.apps import App
+from microsoft.teams.a2a import A2APlugin, A2APluginOptions
+from a2a.types import AgentCard, AgentCapabilities
+
+app = App()
+
+# Define agent card with capabilities
+agent_card = AgentCard(
+ name="weather_agent",
+ description="An agent that can tell you the weather",
+ url="http://localhost:4000/a2a/",
+ version="0.0.1",
+ protocol_version="0.3.0",
+ capabilities=AgentCapabilities(),
+ default_input_modes=[],
+ default_output_modes=[]
+)
+
+a2a_server = A2APlugin(A2APluginOptions(agent_card=agent_card))
+app = App(plugins=[a2a_server])
+```
+
+### A2A Client (Use Other Agents)
+
+```python
+from microsoft.teams.a2a import A2AClientPlugin, A2APluginUseParams
+from microsoft.teams.ai import ChatPrompt
+from microsoft.teams.openai import OpenAICompletionsAIModel
+
+model = OpenAICompletionsAIModel(api_key="your-api-key", model="gpt-4")
+
+# Connect to another A2A agent
+a2a_client = A2AClientPlugin()
+a2a_client.on_use_plugin(
+ A2APluginUseParams(
+ key="my-weather-agent",
+ base_url="http://localhost:4000/a2a",
+ card_url=".well-known/agent-card.json"
+ )
+)
+
+prompt = ChatPrompt(model, plugins=[a2a_client])
+```
diff --git a/packages/ai/README.md b/packages/ai/README.md
index 7f95ed2f..9139bd37 100644
--- a/packages/ai/README.md
+++ b/packages/ai/README.md
@@ -7,10 +7,57 @@
+
+
+
-AI tools and utilities.
+AI-powered conversational experiences for Microsoft Teams applications.
+Provides prompt management, action planning, and model integration for building intelligent Teams bots.
+
+[📖 Documentation](https://microsoft.github.io/teams-sdk/python/in-depth-guides/ai/)
+
+## Installation
+
+```bash
+uv add microsoft-teams-ai
+```
+
+## Usage
+
+### ChatPrompt
+
+```python
+from microsoft.teams.ai import ChatPrompt, Function
+from microsoft.teams.openai import OpenAICompletionsAIModel
+from pydantic import BaseModel
+
+model = OpenAICompletionsAIModel(api_key="your-api-key", model="gpt-4")
+
+# Create a ChatPrompt
+prompt = ChatPrompt(model)
+
+result = await prompt.send(
+ input="Hello!",
+ instructions="You are a helpful assistant."
+)
+```
+
+### Function Calling
+
+```python
+class GetWeatherParams(BaseModel):
+ location: str
+
+async def get_weather(params: GetWeatherParams) -> str:
+ return f"The weather in {params.location} is sunny"
+
+weather_function = Function(
+ name="get_weather",
+ description="Get weather for a location",
+ parameter_schema=GetWeatherParams,
+ handler=get_weather
+)
-
-
-
+prompt = ChatPrompt(model, functions=[weather_function])
+```
diff --git a/packages/devtools/README.md b/packages/devtools/README.md
index 4feeef92..8168454e 100644
--- a/packages/devtools/README.md
+++ b/packages/devtools/README.md
@@ -10,15 +10,30 @@
+
+
+
+[📖 Documentation](https://microsoft.github.io/teams-sdk/developer-tools/devtools/)
+
Developer tools for locally testing and debugging Teams applications. Streamlines the development process by eliminating the need to deploy apps or expose public endpoints during development.
-
-
-
+## Installation
+
+```bash
+uv add microsoft-teams-devtools
+```
+
+## Usage
+
+```python
+from microsoft.teams.apps import App
+from microsoft.teams.devtools import DevToolsPlugin
-## Features
+app = App()
+app.use(DevToolsPlugin())
-- **Local Testing**: Test Teams apps locally without deployment
-- **Bot Emulator**: Simulate Teams conversations and interactions
+await app.start()
+# Open http://localhost:3979/devtools in your browser
+```
diff --git a/packages/mcpplugin/README.md b/packages/mcpplugin/README.md
index e69de29b..9b624467 100644
--- a/packages/mcpplugin/README.md
+++ b/packages/mcpplugin/README.md
@@ -0,0 +1,73 @@
+# Microsoft Teams MCP Plugin
+
+
+
+
+
+
+
+
+
+
+Model Context Protocol (MCP) integration for Microsoft Teams AI applications.
+Enables Teams bots to both expose tools as MCP servers and use MCP servers as clients.
+
+[📖 Documentation](https://microsoft.github.io/teams-sdk/python/in-depth-guides/ai/mcp/)
+
+## Installation
+
+```bash
+uv add microsoft-teams-mcpplugin
+```
+
+## Usage
+
+### MCP Client (Use MCP Servers)
+
+```python
+from microsoft.teams.apps import App
+from microsoft.teams.mcpplugin import McpClientPlugin
+from microsoft.teams.ai import ChatPrompt
+from microsoft.teams.openai import OpenAICompletionsAIModel
+
+# Create MCP client plugin
+mcp_client = McpClientPlugin()
+
+# Connect to MCP servers
+mcp_client.use_mcp_server("https://example.com/mcp")
+
+# Use with ChatPrompt
+model = OpenAICompletionsAIModel(api_key="your-api-key", model="gpt-4")
+prompt = ChatPrompt(model, plugins=[mcp_client])
+```
+
+### MCP Server (Expose Tools)
+
+```python
+from microsoft.teams.apps import App
+from microsoft.teams.mcpplugin import McpServerPlugin
+from microsoft.teams.ai import Function
+from pydantic import BaseModel
+
+# Create MCP server plugin
+mcp_server = McpServerPlugin(name="my-mcp-server")
+
+# Define a tool
+class EchoParams(BaseModel):
+ input: str
+
+async def echo_handler(params: EchoParams) -> str:
+ return f"You said {params.input}"
+
+# Register tool with MCP server
+mcp_server.use_tool(
+ Function(
+ name="echo",
+ description="Echo back whatever you said",
+ parameter_schema=EchoParams,
+ handler=echo_handler
+ )
+)
+
+app = App(plugins=[mcp_server])
+```
diff --git a/packages/openai/README.md b/packages/openai/README.md
index a0769799..9089975b 100644
--- a/packages/openai/README.md
+++ b/packages/openai/README.md
@@ -7,10 +7,27 @@
+
+
+
-OpenAI model implementations to be used with @microsoft-teams-ai package. Supports all OpenAI-like API models.
-
-
-
+OpenAI model implementations for Microsoft Teams AI applications.
+Supports OpenAI and OpenAI-compatible APIs for chat completions and embeddings.
+
+## Installation
+
+```bash
+uv add microsoft-teams-openai
+```
+
+## Usage
+
+```python
+from microsoft.teams.openai import OpenAICompletionsAIModel
+from microsoft.teams.ai import ChatPrompt
+
+model = OpenAICompletionsAIModel(api_key="your-api-key", model="gpt-4")
+prompt = ChatPrompt(model)
+```
\ No newline at end of file