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Eduard van Valkenburg 9355329dfd Python: [BREAKING] updated structure and samples (#875)
* updated structure and samples

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DevUI - Agent Framework Debug Interface

A lightweight, standalone sample app interface for running entities (agents/workflows) in the Microsoft Agent Framework supporting both directory-based discovery and in-memory entity registration.

Important

DevUI is a sample app to help you get started with the Agent Framework. It is not intended for production use. For production, or for features beyond what is provided in this sample app, it is recommended that you build your own custom interface and API server using the Agent Framework SDK.

DevUI Screenshot

Quick Start

# Install
pip install agent-framework-devui

# Launch web UI + API server
devui ./agents --port 8080
# → Web UI: http://localhost:8080
# → API: http://localhost:8080/v1/*

You can also launch it programmatically

from agent_framework import ChatAgent
from agent_framework.openai import OpenAIChatClient
from agent_framework.devui import serve

def get_weather(location: str) -> str:
    """Get weather for a location."""
    return f"Weather in {location}: 72°F and sunny"

# Create your agent
agent = ChatAgent(
    name="WeatherAgent",
    chat_client=OpenAIChatClient(),
    tools=[get_weather]
)

# Launch debug UI - that's it!
serve(entities=[agent], auto_open=True)
# → Opens browser to http://localhost:8080

Directory Structure

For your agents to be discovered by the DevUI, they must be organized in a directory structure like below. Each agent/workflow must have an __init__.py that exports the required variable (agent or workflow).

Note: .env files are optional but will be automatically loaded if present in the agent/workflow directory or parent entities directory. Use them to store API keys, configuration variables, and other environment-specific settings.

agents/
├── weather_agent/
│   ├── __init__.py      # Must export: agent = ChatAgent(...)
│   ├── agent.py
│   └── .env             # Optional: API keys, config vars
├── my_workflow/
│   ├── __init__.py      # Must export: workflow = WorkflowBuilder()...
│   ├── workflow.py
│   └── .env             # Optional: environment variables
└── .env                 # Optional: shared environment variables

OpenAI-Compatible API

For convenience, you can interact with the agents/workflows using the standard OpenAI API format. Just specify the entity_id in the extra_body field. This can be an agent_id or workflow_id.

# Standard OpenAI format
curl -X POST http://localhost:8080/v1/responses \
  -H "Content-Type: application/json" \
  -d @- << 'EOF'
{
  "model": "agent-framework",
  "input": "Hello world",
  "extra_body": {"entity_id": "weather_agent"}
}
EOF

Messages and events from agents/workflows are mapped to OpenAI response types in agent_framework_devui/_mapper.py. See the mapping table below:

Agent Framework Content OpenAI Event Type
TextContent ResponseTextDeltaEvent Official
TextReasoningContent ResponseReasoningTextDeltaEvent Official
FunctionCallContent ResponseFunctionCallArgumentsDeltaEvent Official
FunctionResultContent ResponseFunctionResultComplete Custom
ErrorContent ResponseErrorEvent Official
UsageContent ResponseUsageEventComplete Custom
DataContent ResponseTraceEventComplete Custom
UriContent ResponseTraceEventComplete Custom
HostedFileContent ResponseTraceEventComplete Custom
HostedVectorStoreContent ResponseTraceEventComplete Custom
FunctionApprovalRequestContent Custom event Custom
FunctionApprovalResponseContent Custom event Custom
WorkflowEvent ResponseWorkflowEventComplete Custom

CLI Options

devui [directory] [options]

Options:
  --port, -p      Port (default: 8080)
  --host          Host (default: 127.0.0.1)
  --headless      API only, no UI
  --config        YAML config file
  --tracing       none|framework|workflow|all
  --reload        Enable auto-reload

Key Endpoints

  • GET /v1/entities - List discovered agents/workflows
  • GET /v1/entities/{entity_id}/info - Get detailed entity information
  • POST /v1/responses - Execute agent/workflow (streaming or sync)
  • GET /health - Health check
  • POST /v1/threads - Create thread for agent (optional)
  • GET /v1/threads?agent_id={id} - List threads for agent
  • GET /v1/threads/{thread_id} - Get thread info
  • DELETE /v1/threads/{thread_id} - Delete thread
  • GET /v1/threads/{thread_id}/messages - Get thread messages

Implementation

  • Discovery: agent_framework_devui/_discovery.py
  • Execution: agent_framework_devui/_executor.py
  • Message Mapping: agent_framework_devui/_mapper.py
  • Session Management: agent_framework_devui/_session.py
  • API Server: agent_framework_devui/_server.py
  • CLI: agent_framework_devui/_cli.py

Examples

See samples/ for working agent and workflow implementations.

License

MIT