docs: Add clarifying documentation for FoundryAgent vs FoundryChatClient

docs/features/foundry/README.md

@@ -0,0 +1,134 @@
+# Azure AI Foundry Integration
+
+## Overview
+
+The Agent Framework provides two primary integration points for Azure AI Foundry:
+
+| Class | Purpose | When to Use |
+| --- | --- | --- |
+| `FoundryAgent` / `RawFoundryAgent` | Connect to **existing** Foundry agents | When you want to use an agent that's already configured in Foundry (PromptAgent or HostedAgent) |
+| `FoundryChatClient` / `RawFoundryChatClient` | Create a chat client for **model deployments** | When you want direct chat access to a model through Foundry without using a pre-configured agent |
+
+## Key Differences
+
+### FoundryAgent — Connect to Existing Agents
+
+Use `FoundryAgent` (recommended) when:
+
+- You have an existing **PromptAgent** or **HostedAgent** in Foundry
+- You want the agent's predefined behavior, tools, and instructions
+- You need agent-level middleware, telemetry, and function invocation support
+
+Use `RawFoundryAgent` when:
+
+- You want the lower-level agent wrapper without agent-level middleware/telemetry layers
+- You want to provide a custom client via `client_type` parameter
+
+**Required parameters:**
+- `project_endpoint` — The Foundry project endpoint URL
+- `agent_name` — The name of the existing Foundry agent to connect to
+- `agent_version` — Required for PromptAgents, optional for HostedAgents
+- `credential` — Azure credential for authentication
+
+**Example:**
+```python
+from agent_framework.foundry import FoundryAgent
+from azure.identity import AzureCliCredential
+
+# Connect to a PromptAgent
+agent = FoundryAgent(
+    project_endpoint="https://your-project.services.ai.azure.com",
+    agent_name="my-prompt-agent",
+    agent_version="1.0",
+    credential=AzureCliCredential(),
+)
+result = await agent.run("Hello!")
+
+# Connect to a HostedAgent (no version needed)
+agent = FoundryAgent(
+    project_endpoint="https://your-project.services.ai.azure.com",
+    agent_name="my-hosted-agent",
+    credential=AzureCliCredential(),
+)
+```
+
+### FoundryChatClient — Direct Model Access
+
+Use `FoundryChatClient` (recommended) when:
+
+- You want to chat directly with a model deployment through Foundry
+- You don't need a pre-configured agent — you provide the instructions
+- You want full control over the chat interaction
+- You need chat middleware, telemetry, and function invocation support
+
+Use `RawFoundryChatClient` when:
+
+- You want the lower-level chat client without wrapper layers
+- You want to build a custom client via subclassing
+
+**Required parameters:**
+- `project_endpoint` — The Foundry project endpoint URL
+- `model` — The model deployment name
+- `credential` — Azure credential for authentication
+
+**Example:**
+```python
+from agent_framework import Message
+from agent_framework.foundry import FoundryChatClient
+from azure.identity import AzureCliCredential
+
+client = FoundryChatClient(
+    project_endpoint="https://your-project.services.ai.azure.com",
+    model="gpt-4o",
+    credential=AzureCliCredential(),
+)
+
+response = await client.get_response(messages=[Message("user", "Hello!")])
+print(response.text)
+```
+
+## When to Use Each
+
+| Scenario | Recommended Class |
+| --- | --- |
+| Use a PromptAgent configured in Foundry with specific instructions, tools, and behavior | `FoundryAgent` |
+| Use a HostedAgent (custom runtime agent) in Foundry | `FoundryAgent` |
+| Chat directly with a model deployment without an agent wrapper | `FoundryChatClient` |
+| Build a custom agent experience with your own instructions | `FoundryChatClient` + `Agent` |
+| Need full middleware/telemetry support | Use `FoundryAgent` or `FoundryChatClient` (not raw variants) |
+| Need minimal overhead, custom client subclass | Use `RawFoundryChatClient`, or for agent connections provide a raw agent chat client via `client_type=RawFoundryAgentChatClient` |
+
+## Raw vs. Recommended Variants
+
+Each class has both a **raw** and **recommended** variant:
+
+| Recommended | Raw | Description |
+| --- | --- | --- |
+| `FoundryAgent` | `RawFoundryAgent` | Connects to an existing Foundry agent, but without the additional **agent-level** middleware and telemetry layers that `FoundryAgent` adds |
+| `FoundryChatClient` | `RawFoundryChatClient` | Chat client variant without the recommended wrapper's middleware and telemetry layers |
+
+The raw variants are lower-level building blocks, but they are not identical:
+
+- `RawFoundryAgent` still defaults to an internal client stack that includes function invocation, chat middleware, and chat telemetry. Compared to `FoundryAgent`, it omits the extra **agent-level** middleware and telemetry layers.
+- `RawFoundryChatClient` is the lower-level chat client variant when you do not want the recommended wrapper layers.
+
+If you truly need a raw Foundry agent chat client, use `client_type=RawFoundryAgentChatClient`.
+
+Use raw variants when you need lower-level control or want to build a custom client composition via subclassing.
+
+## Environment Variables
+
+Both integrations support environment variable configuration:
+
+| Variable | Used By | Description |
+| --- | --- | --- |
+| `FOUNDRY_PROJECT_ENDPOINT` | Both | Foundry project endpoint URL |
+| `FOUNDRY_AGENT_NAME` | `FoundryAgent` | Name of the Foundry agent |
+| `FOUNDRY_AGENT_VERSION` | `FoundryAgent` | Version of the agent (PromptAgents) |
+| `FOUNDRY_MODEL` | `FoundryChatClient` | Model deployment name |
+
+## Packages
+
+| Package | Source |
+| --- | --- |
+| `agent-framework-foundry` | [`python/packages/foundry`](../../../python/packages/foundry) |