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* [BREAKING] Remove deprecated Python OpenAI/Azure AI surfaces Also clean up follow-on docs, environment guidance, package metadata, and lab test stability. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Fix deleted semantic-kernel sample links Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Address PR review feedback Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * improve foundry language * Fix A2A Foundry sample regression Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> --------- Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
196 lines
7.0 KiB
Markdown
196 lines
7.0 KiB
Markdown
# Agent Framework AG-UI Integration
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AG-UI protocol integration for Agent Framework, enabling seamless integration with AG-UI's web interface and streaming protocol.
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## Installation
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```bash
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pip install agent-framework-ag-ui
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```
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## Quick Start
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### Server (Host an AI Agent)
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```python
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from fastapi import FastAPI
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from agent_framework import Agent
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from agent_framework.openai import OpenAIChatCompletionClient
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from agent_framework.ag_ui import add_agent_framework_fastapi_endpoint
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# Create your agent
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agent = Agent(
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name="my_agent",
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instructions="You are a helpful assistant.",
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client=OpenAIChatCompletionClient(
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azure_endpoint="https://your-resource.openai.azure.com/",
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model="gpt-4o-mini",
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api_key="your-api-key",
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),
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)
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# Create FastAPI app and add AG-UI endpoint
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app = FastAPI()
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add_agent_framework_fastapi_endpoint(app, agent, "/")
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# Run with: uvicorn main:app --reload
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```
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### Server (Host a Workflow)
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```python
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from fastapi import FastAPI
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from agent_framework import WorkflowBuilder, WorkflowContext, executor
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from agent_framework.ag_ui import add_agent_framework_fastapi_endpoint
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@executor(id="start")
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async def start(message: str, ctx: WorkflowContext) -> None:
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await ctx.yield_output(f"Workflow received: {message}")
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workflow = WorkflowBuilder(start_executor=start).build()
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app = FastAPI()
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add_agent_framework_fastapi_endpoint(app, workflow, "/")
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```
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### Server (Thread-Scoped WorkflowBuilder)
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Use `workflow_factory` when your workflow keeps runtime state (for example pending `request_info` interrupts) and must be isolated per AG-UI thread:
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```python
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from fastapi import FastAPI
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from agent_framework import Workflow, WorkflowBuilder
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from agent_framework.ag_ui import AgentFrameworkWorkflow, add_agent_framework_fastapi_endpoint
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def build_workflow_for_thread(thread_id: str) -> Workflow:
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# Build a fresh workflow instance for each thread id.
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return WorkflowBuilder(start_executor=...).build()
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app = FastAPI()
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thread_scoped_workflow = AgentFrameworkWorkflow(
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workflow_factory=build_workflow_for_thread,
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name="my_workflow",
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)
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add_agent_framework_fastapi_endpoint(app, thread_scoped_workflow, "/")
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```
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### Client (Connect to an AG-UI Server)
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```python
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import asyncio
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from agent_framework.ag_ui import AGUIChatClient
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async def main():
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async with AGUIChatClient(endpoint="http://localhost:8000/") as client:
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# Stream responses
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async for update in client.get_response("Hello!", stream=True):
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for content in update.contents:
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if content.type == "text" and content.text:
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print(content.text, end="", flush=True)
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print()
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asyncio.run(main())
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```
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The `AGUIChatClient` supports:
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- Streaming and non-streaming responses
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- Hybrid tool execution (client-side + server-side tools)
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- Automatic thread management for conversation continuity
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- Integration with `Agent` for client-side history management
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- Interrupt metadata passthrough (`availableInterrupts` and `resume`)
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## Documentation
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- **[Getting Started Tutorial](getting_started/)** - Step-by-step guide to building AG-UI servers and clients
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- Server setup with FastAPI
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- Client examples using `AGUIChatClient`
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- Hybrid tool execution (client-side + server-side)
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- Thread management and conversation continuity
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- **[Examples](agent_framework_ag_ui_examples/)** - Complete examples for AG-UI features
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## Features
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This integration supports all 7 AG-UI features:
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1. **Agentic Chat**: Basic streaming chat with tool calling support
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2. **Backend Tool Rendering**: Tools executed on backend with results streamed to client
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3. **Human in the Loop**: Function approval requests for user confirmation before tool execution
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4. **Agentic Generative UI**: Async tools for long-running operations with progress updates
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5. **Tool-based Generative UI**: Custom UI components rendered on frontend based on tool calls
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6. **Shared State**: Bidirectional state sync between client and server
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7. **Predictive State Updates**: Stream tool arguments as optimistic state updates during execution
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Additional compatibility and draft support:
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- Native `Workflow` endpoint registration via `add_agent_framework_fastapi_endpoint(...)`
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- Workflow-to-AG-UI event mapping (run/step/activity/tool/custom events)
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- Custom event compatibility for inbound `CUSTOM`, `CUSTOM_EVENT`, and `custom_event`
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- Pragmatic multimodal input parsing for both legacy (`binary`) and draft media-part shapes
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- Pragmatic interrupt/resume handling (`availableInterrupts`, `resume`, and `RUN_FINISHED.interrupt`)
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## Security: Authentication & Authorization
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The AG-UI endpoint does not enforce authentication by default. **For production deployments, you should add authentication** using FastAPI's dependency injection system via the `dependencies` parameter.
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### API Key Authentication Example
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```python
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import os
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from fastapi import Depends, FastAPI, HTTPException, Security
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from fastapi.security import APIKeyHeader
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from agent_framework import Agent
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from agent_framework.ag_ui import add_agent_framework_fastapi_endpoint
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# Configure API key authentication
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API_KEY_HEADER = APIKeyHeader(name="X-API-Key", auto_error=False)
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EXPECTED_API_KEY = os.environ.get("AG_UI_API_KEY")
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async def verify_api_key(api_key: str | None = Security(API_KEY_HEADER)) -> None:
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"""Verify the API key provided in the request header."""
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if not api_key or api_key != EXPECTED_API_KEY:
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raise HTTPException(status_code=401, detail="Invalid or missing API key")
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# Create agent and app
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agent = Agent(name="my_agent", instructions="...", client=...)
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app = FastAPI()
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# Register endpoint WITH authentication
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add_agent_framework_fastapi_endpoint(
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app,
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agent,
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"/",
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dependencies=[Depends(verify_api_key)], # Authentication enforced here
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)
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```
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### Other Authentication Options
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The `dependencies` parameter accepts any FastAPI dependency, enabling integration with:
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- **OAuth 2.0 / OpenID Connect** - Use `fastapi.security.OAuth2PasswordBearer`
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- **JWT Tokens** - Validate tokens with libraries like `python-jose`
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- **Azure AD / Entra ID** - Use `azure-identity` for Microsoft identity platform
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- **Rate Limiting** - Add request throttling dependencies
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- **Custom Authentication** - Implement your organization's auth requirements
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For a complete authentication example, see [getting_started/server.py](getting_started/server.py).
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## Architecture
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The package uses a clean, orchestrator-based architecture:
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- **AgentFrameworkAgent**: Lightweight wrapper that delegates to orchestrators
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- **Orchestrators**: Handle different execution flows (default, human-in-the-loop, etc.)
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- **Confirmation Strategies**: Domain-specific confirmation messages (extensible)
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- **AgentFrameworkEventBridge**: Converts Agent Framework events to AG-UI events
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- **Message Adapters**: Bidirectional conversion between AG-UI and Agent Framework message formats
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- **FastAPI Endpoint**: Streaming HTTP endpoint with Server-Sent Events (SSE)
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## Next Steps
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1. **New to AG-UI?** Start with the [Getting Started Tutorial](getting_started/)
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2. **Want to see examples?** Check out the [Examples](agent_framework_ag_ui_examples/) for AG-UI features
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## License
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MIT
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