[Agents Extension] Add support for logs and status commands

[trangevi]

> azd ai agent status --name basic-sample --version 1
{
  "object": "agent.container",
  "id": "basic-sample-1",
  "status": "Failed",
  "max_replicas": 1,
  "min_replicas": 1,
  "error_message": "[ContainerProbesFailed] User Error: Container readiness probes failed. State: ActivationFailed (provisioning: Provisioned, health: Unhealthy), Container error (state: Waiting): Container is crashing immediately after startup. For troubleshooting, see https://aka.ms/troubleshoot-hosted-agents .",
  "created_at": "2026-02-24T00:36:20.2033920Z",
  "updated_at": "2026-02-24T00:46:32.4319836Z",
  "container": {
    "health_state": "Unhealthy",
    "provisioning_state": "Succeeded",
    "state": "ActivationFailed",
    "updated_on": "2026-02-25T20:45:52+00:00",
    "replicas": [
      {
        "name": "c788a9d3767b4086b938668f70314f51--d5dn6gc-5c8476c7b-kpjtc",
        "state": "NotRunning",
        "container_state": "Waiting"
      }
    ]
  }
}

> azd ai agent logs --name basic-sample --account-name ai-account-g3dr7aadbaujq --project-name ai-project-basic-sample-dev --version 1 -f
2026-02-25T17:05:03.68369  Connecting to the container 'agent-container'...
2026-02-25T17:05:03.85254  Successfully Connected to container: 'agent-container' [Revision: 'c788a9d3767b4086b938668f70314f51--d5dn6gc', Replica: 'c788a9d3767b4086b938668f70314f51--d5dn6gc-5c8476c7b-kpjtc']
2026-02-25T17:03:07.8151294Z stderr F Traceback (most recent call last):
2026-02-25T17:03:07.8151724Z stderr F   File "/app/user_agent/agent.py", line 6, in <module>
2026-02-25T17:03:07.8152837Z stderr F     from agent_framework import WorkflowBuilder
2026-02-25T17:03:07.8152936Z stderr F   File "/usr/local/lib/python3.11/site-packages/agent_framework/__init__.py", line 12, in <module>
2026-02-25T17:03:07.8152983Z stderr F     from ._agents import *  # noqa: F403
2026-02-25T17:03:07.8153007Z stderr F     ^^^^^^^^^^^^^^^^^^^^^^
2026-02-25T17:03:07.8153028Z stderr F   File "/usr/local/lib/python3.11/site-packages/agent_framework/_agents.py", line 18, in <module>
2026-02-25T17:03:07.8153104Z stderr F     from ._clients import BaseChatClient, ChatClientProtocol
2026-02-25T17:03:07.8153127Z stderr F   File "/usr/local/lib/python3.11/site-packages/agent_framework/_clients.py", line 11, in <module>
2026-02-25T17:03:07.8153502Z stderr F     from ._memory import AggregateContextProvider, ContextProvider
2026-02-25T17:03:07.8153555Z stderr F   File "/usr/local/lib/python3.11/site-packages/agent_framework/_memory.py", line 11, in <module>
2026-02-25T17:03:07.8154129Z stderr F     from ._types import ChatMessage
2026-02-25T17:03:07.8154181Z stderr F   File "/usr/local/lib/python3.11/site-packages/agent_framework/_types.py", line 22, in <module>
2026-02-25T17:03:07.8155036Z stderr F     from ._tools import ToolProtocol, ai_function
2026-02-25T17:03:07.8155102Z stderr F   File "/usr/local/lib/python3.11/site-packages/agent_framework/_tools.py", line 32, in <module>
2026-02-25T17:03:07.8156145Z stderr F     from .observability import (
2026-02-25T17:03:07.8156403Z stderr F   File "/usr/local/lib/python3.11/site-packages/agent_framework/observability.py", line 1780, in <module>
2026-02-25T17:03:07.8171032Z stderr F     SpanAttributes.LLM_REQUEST_MODEL,
2026-02-25T17:03:07.8171157Z stderr F     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
2026-02-25T17:03:07.8172141Z stderr F AttributeError: type object 'SpanAttributes' has no attribute 'LLM_REQUEST_MODEL'. Did you mean: 'LLM_REQUEST_TYPE'?

[Copilot]

Pull request overview

This PR adds two new commands to the Azure AI Agents extension: logs and status. These commands enable users to retrieve logs and status information from hosted agent containers.

Changes:

• Adds GetAgentContainerLogStream API operation to stream logs from agent containers with support for different log types (console/system) and configurable tail length
• Introduces new model structs (AgentContainerReplicaState, AgentContainerDetails) and enhances AgentContainerObject to support detailed container runtime information
• Implements shared AgentContext helper for common agent command patterns including endpoint resolution and client creation
• Adds status command with JSON and table output formats to display agent container status, replica configuration, and error messages
• Adds logs command to fetch console or system logs from agent containers
• Includes comprehensive test coverage for both commands

Reviewed changes

Copilot reviewed 8 out of 8 changed files in this pull request and generated 4 comments.

Show a summary per file

File	Description
operations.go	Adds GetAgentContainerLogStream method to fetch logs via streaming API endpoint
models.go	Adds AgentContainerReplicaState and AgentContainerDetails structs; extends AgentContainerObject with ID and Container fields
agent_context.go	New shared context helper encapsulating endpoint resolution, credential creation, and client factory for agent commands
status.go	Implements status command with JSON/table output formats to display container status and runtime details
status_test.go	Comprehensive unit tests for status command, including flag validation, output formatting, and endpoint resolution
get_logs.go	Implements logs command with validation for tail (1-300) and type (console/system) parameters
get_logs_test.go	Unit tests for logs command covering flag validation, boundary conditions, and default values
root.go	Registers new status and logs commands with the root command

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[rajeshkamal5050]

@tg-msft @therealjohn @wbreza @kristenwomack @JeffreyCA

Remember we discussed about using already existing core command naming conventions for status and logs as show and monitor respectively.

• azd ai agent show
• azd ai agent monitor

This will enable us to eventually have overriding behaviors like we did for azd deploy. So we can land at azd show, azd monitor etc

[vhvb1989]

pretty cool - I will take this as inspiration to add stream to the appservice extension