agent-framework

Python: Workflow event source updates (#789 )

* Workflow event source updates

* Add WorkflowLifecycleEvent TypeAlias. Update docstrings

* Updates

* Rename

---------

Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>

Evan Mattson · 2025-09-18 15:17:55 +00:00

960196cd52

Python: Fix Multimodal input bug (#799 )

* fix multimodal bug python

* update file names

* precommit fixes

* Update python/samples/getting_started/multimodal_input/README.md

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* udpate readme

* add copyright line, remove audio example function

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

Victor Dibia · 2025-09-17 21:44:42 +00:00

f3264966ff

Python: Add Entra ID Credentials Support for Azure Monitor Telemetry (#778 )

* Adds Azure Monitor Entra ID authentication support

Enables token-based authentication for Application Insights by adding an optional credential parameter to telemetry setup functions.

* Fix linting errors

* Documentation: Add Entra ID authentication details to README for Application Insights

* Documentation: Add Entra ID authentication details to README for Application Insights

* Update python/packages/main/agent_framework/telemetry.py

Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>

* Update python/samples/getting_started/telemetry/README.md

Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>

* Update python/packages/main/agent_framework/telemetry.py

Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>

* Rename application_insights_credential to credential

---------

Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>

amritpal-singh-98 · 2025-09-16 16:42:04 +00:00

6b91d41a73

Python: [BREAKING] Move workflow to main package (#767 )

* Move workflow to main package

* Remove workflow specific unit test config

* Remove workflow-specific version info

* Revert unintended telemetry changes

* Removed the obsolete packages/workflow/tests target

* Rename dir workflow to _workflow

* Fix test imports

Evan Mattson · 2025-09-16 12:04:07 +00:00

732d9f6cd7

Python: api doc generation setup (#342 )

* api doc generation setup

* remove old log file

* improved check md function

* update with sample code in docstring

* updated script

* docs update

* docs update and action

* removed all-extras

* fixed sync command

* moved install

* moved action

* renamed folder

* fixed syntax

* add python path

* fix mypy and reused steps

* updated merge test

* undo change

* slight update in poe commands

* dev setup update

* updated uvlock

Eduard van Valkenburg · 2025-09-16 10:02:53 +00:00

65dd48aa1d

Python: Add Sequential orchestration builder support. Samples. Tests. (#703 )

* Add support for the Sequential Builder. Add samples. Add tests

* AgentExecutor: always compute full convo during response

* Upgrade azure-ai-agents ToolOutput to FunctionToolOutput

* Explicit notes around allows types for custom agent executors

Evan Mattson · 2025-09-16 01:52:34 +00:00

5c0b037e2c

Python: Workflow run state and structured error events, sample updates, tests (#725 )

* Add workflow event types to surface workflow state, status, and failures.

* Address PR feedback

* Updates to use new workflow run state enums

Evan Mattson · 2025-09-16 01:36:25 +00:00

68b76e6726

Python: Added Copilot Studio Agent (#722 )

* Small fix in dotnet conformance tests

* Added CopilotStudioAgent implementation

* Added examples

* Updated package README

* Small fixes

* Small improvements

* Fixed dotnet tests

* Add unit tests

* Updated tests

* Small updates

* Small test fixes

* Revert "Small test fixes"

This reverts commit 983ac44a70.

* Small fixes in documentation

* Updated test configuration

* Revert "Updated test configuration"

This reverts commit 2a16fea815.

* Small fix

* Reverted TODO item

* Small suppressions

* More fixes

* Small fixes

* Fixed tests

* Removed disallow_any_unimported rule in all packages

* Fixes

Dmytro Struk · 2025-09-15 23:21:07 +00:00

e7cd03b32e

Python: added args and results to function call span (#733 )

* added args and results to function call span

* add ignores for mypy

* improved serialization

* also add None result

* improved handling

* log args when None

* slight tweak

* fix tests

Eduard van Valkenburg · 2025-09-15 18:28:01 +00:00

db58a10a37

Python: Add OpenAI reasoning events support to Responses client (#698 )

* feat: add OpenAI reasoning events support with comprehensive test coverage

- Implement reasoning event handling in OpenAI Responses client
  * Add support for ResponseReasoningTextDeltaEvent
  * Add support for ResponseReasoningTextDoneEvent
  * Add support for ResponseReasoningSummaryTextDeltaEvent
  * Add support for ResponseReasoningSummaryTextDoneEvent
  * Map all reasoning events to TextReasoningContent objects
  * Preserve metadata across reasoning events

- Add comprehensive test coverage (5 focused test functions)
  * test_streaming_reasoning_text_delta_event
  * test_streaming_reasoning_text_done_event
  * test_streaming_reasoning_summary_text_delta_event
  * test_streaming_reasoning_summary_text_done_event
  * test_streaming_reasoning_events_preserve_metadata

- Add sample demonstrating reasoning functionality
  * Shows how to enable reasoning in chat options
  * Demonstrates accessing reasoning content from responses

- Code quality improvements
  * Follow existing code patterns and style guidelines
  * Organize imports properly
  * Maintain backwards compatibility
  * All tests pass and quality checks succeed

* fix: resolve type errors and cleanup unused imports after rebase

- Add proper hasattr checks for optional attributes in union types
- Remove unused OpenAI event type imports
- Fix line length formatting issues
- Ensure type safety when accessing content attributes

Christian Glessner · 2025-09-12 12:07:49 +00:00

f79fbfa92e

Python: Add Concurrent orchestration builder support. Samples. Tests. (#683 )

* Add Concurrent orchestration builder support. Samples. Tests.

* Add sample output

* Add better docstrings

* PR feedback

* PR feedback

Evan Mattson · 2025-09-12 02:20:04 +00:00

fbd0c566c2

Fix sample path (#704 )

Evan Mattson · 2025-09-11 07:33:36 +00:00

11df72b801

Python: Context providers abstraction and Mem0 implementation (#631 )

* Added context provider abstractions

* Added mem0 implementation

* Example and small fixes

* Added unit tests for agent

* Added unit tests for mem0 provider

* Updated README

* Small doc updates

* Update python/packages/mem0/agent_framework_mem0/_provider.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Small fixes in tests

* Renaming based on PR feedback

* Small fixes

* Added tests for AggregateContextProvider

* Small improvements

* More improvements based on PR feedback

* Small constant update

* Added more examples

* Added README for Mem0 examples

* Small updates to API

* Updated initialization logic

* Updates for context manager

* Updated Context class

* Dependency update

* Revert changes

* Fixed tests

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>

Dmytro Struk · 2025-09-10 21:11:42 +00:00

57d09afe04

Python: Improved telemetry setup (#421 )

* test with stack and simplified names

* quick demo of agent decorator

* moved builder to protocol to enhance functionality

* undid chatclientAgent -> agent rename

* one more

* reverted AIAgent rename

* final reverts

* fixed foundry import

* revert changes

* streamlined otel and fcc decorators

* cleanup of telemetry

* further refinement

* lots of updates

* fixed typing

* fix for mypy

* added input and output atttributes

* fix import

* initial work on baking in otel

* major update to telemetry

* final fixes after rename

* fix

* fix test

* updated tests

* fix for tests

* fixes for tests

* updated based on comments

* removed agent decorator

* fix for Python: ServiceResponseException when using multiple tools
Fixes #649

* addressed comments

* fix tests

* fix tests

* fix tools tests

* fix for conversation_id in assistants client

* fix responses test

* fix tests and mypy

* updated test

* foundry fix

---------

Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>

Eduard van Valkenburg · 2025-09-10 14:52:42 +00:00

82ca4065cb

Python: Introducing UserInputRequest and Response types and HostedMcpTool (#405 )

* initial work on User Approval (and hosted mcp to validate)

* small update to the comments in the sample

* enable local MCP tools in chatClient get methods

* working streaming and improved setup

* fix for pyright

* updated create_approval -> create_response method

* added tests

* updated HostedMcpTool and addressed feedback

* update type name

* naming updates

* small docstring update

* mypy fix

* fixes and updates

* fixes for responses

* fix int tests

* removed broken tests

* updated test running

* removed specific content check on websearch

* increased timeout

* split slow foundry test

* don't parallel run samples

* add dist load to unit tests

---------

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

Eduard van Valkenburg · 2025-09-10 13:37:34 +00:00

6aa746d891

MCP support for Foundry (#652 )

Co-authored-by: Giles Odigwe <gilesodigwe@microsoft.com>

Giles Odigwe · 2025-09-09 20:07:20 +00:00

9f8823192e

Python: Update getting started with workflows sample structure and README (#653 )

* Update getting started with workflows sample structure and README

* Small updates

* Adjust getting started samples. Fix agent executor bug. Add workflow tests to unit test file.

* Fix resource links

Evan Mattson · 2025-09-09 06:06:22 +00:00

2699b85285

Python: Samples Integration Tests (#615 )

* Samples Tests

* small fixes

* job fix

* telemetry dependency fix

* job error fix

* sorting provider specific tests

* telemetry fixes

* openai file search fix

---------

Co-authored-by: Giles Odigwe <gilesodigwe@microsoft.com>

Giles Odigwe · 2025-09-08 23:45:51 +00:00

ee56314a26

Python: Improve the workflow getting started samples (#570 )

* Wip: samples

* wip - samples

* Updates to workflow getting started samples

* Checkpointing enhancements

* Cleanup

* PR feedback

* Updates

* Sample updates

* Updates

* Revamp samples, improve doc strings and code comments

* Cleanup unused comment

* Formatting cleanup

* wip

* Further work on samples. Allow agent to be specified as edge.

* Cleanup

* Typing cleanup

* Sample updates

---------

Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

Evan Mattson · 2025-09-05 19:16:25 +00:00

518fd447fd

Python: name changes executed (#607 )

* name changes executed

* updated adr to accepted

* renamed openai base config

* renamed openai config to mixin

* added renames in user docs

* reverted mcperror

* fix tests

* remove sse from tests

Eduard van Valkenburg · 2025-09-04 15:00:38 +00:00

40ab6e9d67

Python: Introduce WorkflowAgent (#424 )

* start a new implementation based on .net

* add response handling

* update init files

* remove handling of WorkflowCompletedEvent

* clean up implemenation

* fix bug

* update tests for merge_updates

* WorkflowAgent validation

* add a sample and fix bug

* revert pre-commit config

* revert pre-commit

* add human in the loop sample

* add comment

* fix type issue in Executor

* fix type errors and rename Executor.type to Executor.type_ with field alias

* fix test

---------

Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>

Eric Zhu · 2025-09-02 16:25:03 +00:00

3577508a20

Small file renaming in examples (#565 )

Dmytro Struk · 2025-08-29 22:52:02 +00:00

97d72c967f

Removed list_messages method from thread (#564 )

Dmytro Struk · 2025-08-29 22:51:52 +00:00

2037e533b3

Python: Added examples with explicit settings (#562 )

* Added examples with explicit settings

* Added info about RBAC roles

Dmytro Struk · 2025-08-29 22:51:35 +00:00

a80db062b2

Python: Small fixes in examples (#540 )

* Fixed Ruff formatting

* Added more info to chat response cancellation example

* Improved example

* Small fix

Dmytro Struk · 2025-08-28 20:41:18 +00:00

f5043e4fc1

Python: Documentation updates (#538 )

* Added README for each sample sub-folder

* More documentation updates

Dmytro Struk · 2025-08-28 18:54:06 +00:00

6a00c9d026

Python: Add support for the MagenticWorkflowBuilder (#496 )

* magentic happy path - wip

* Support workflow high-level magentic builder API. Add tests and samples.

* Add sample docstring

* Addressing PR feedback round 1

* Fix mypy errors

* Callback improvements

* Rename to MagenticBuilder

* Improvements

* Emit function calling deltas

* PR feedback 2

* Clean up sample

Evan Mattson · 2025-08-28 05:39:48 +00:00

529341f58b

Python: Improved foundry integration tests (#514 )

* improved foundry integration tests

* Update python/packages/foundry/tests/test_foundry_chat_client.py

Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com>

* Update python/packages/foundry/tests/test_foundry_chat_client.py

Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com>

---------

Co-authored-by: Giles Odigwe <gilesodigwe@microsoft.com>
Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com>

Giles Odigwe · 2025-08-27 21:54:28 +00:00

8e14dfc522

Python: Tracing for workflows (#480 )

* workflow tracing design doc

* add tracing implementation for workflow

* fix bug caused by double wrapping of sub workflow request

* add unit tests for tracing

* add documentation for workflow tracing

* remove unnecessary file

* update aspire command

* fix tests

* proper serialization of subworkflows and add workflow.definition

* add serialization test

* fix subworkflow serialization

* workflow_id --> id

* update workflow sample to address comments

* update naming; use costant

* use NoOpTracer instead of nullcontext

* use span event instead of attribtutes for status

* fix typing

* add workflow.build span

* rename methods for clarity

* ensure all source trace contexts are propagated in fan in

Eric Zhu · 2025-08-27 14:09:16 +09:00

379e3b9a00

Python: Clean up and formatting (#487 )

* Clean up and formatting

* Fix mypy

* Bug fix

Tao Chen · 2025-08-26 20:21:32 +00:00

beb5218838

Python: Removed DefaultAzureCredential (#490 )

* Removed DefaultAzureCredential

* Renamed ad_credential to credential

Dmytro Struk · 2025-08-26 15:33:17 +00:00

fa88641263

Python: Adding support for nested workflows (#460 )

* Adding design documents and data flow descriptions for sub-workflows

* Updating docs.

* Sub-workflow implementation #1. Stuck because of singleton RequestInfoExecutor, going to make a change to remove that restrivtion.

* Removed the singleton restriction on RequestInfoExecutor so enable sub-workflows.

* Scenarios seem to be working.

* Sample improved.

* going to have intern add generic response wrappers.

* Wrapped responses working.

* Non-hardcoded routing is working.

* Sample showing external approved and not approved.

* Cleaning up.

* Updating some samples and user guide.

* Removing old design doc.

* Cleaning up.

* Adding python-package-setup.md back.

* Update python/packages/workflow/agent_framework_workflow/_executor.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update python/packages/workflow/agent_framework_workflow/_validation.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Removing prints.

* Fixing lint and type issues.

* Update python/packages/workflow/agent_framework_workflow/_executor.py

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* Adding type hints to intercepts decorator.

* Removing unused files.

* Fixing issue with sample 5 groupchat with hil.

* Removing redundent samples.

* Updates to ensure no conflicting request interceptors and to support a subflow with multiple requests in a single super step.

* Fixing pypi errors.

* clean up samples

* update samples to make it more clear

* warning for unhandled request info from sub workflow

* add logger info

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

Ben Thomas · 2025-08-23 03:21:37 +00:00

b0b3fd151c

Python: Use generic for WorkflowContext and use its type parameters to indicate executor's output types (#444 )

* Use generic for WorkflowContext and use its type parameters to indicate executor's output types

* Update

* Fix type errors and add in-line comments

* fix test

* type

* Fix executor type issues

Eric Zhu · 2025-08-21 02:40:43 +00:00

65836ab125

Python: Request cancellation sample (#459 )

* request cancellation via tasks

* fix missing kwargs

peterychang · 2025-08-20 19:56:26 +00:00

feb4e908ae

Python: Workflow visualization. (#372 )

* Workflow visualization.

* fix typing

* address comments

* update all samples

* Update fan in edge group visual

* fix quality check

* Update python/samples/getting_started/workflow/step_06_map_reduce.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* address comment

* Catch up with changes in workflow; add to_mermaid method

* Update examples

* fix test

* add installation guide to error messages

* Remove visualization for samples except for one.

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com>

Eric Zhu · 2025-08-20 00:07:49 +00:00

6900d3456c

Python: Web search file search tools (#395 )

* Add web and file search tools

* add tests

* PR comments

* Add tools support for chat and assistants clients

* fix code checks

* add tests for assistants client

* Add samples

* fix fn descriptions

* Add openai responses model id to environment variables

---------

Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com>

peterychang · 2025-08-15 19:35:23 +00:00

0410f51777

Python: Workflow Edge Groups (#393 )

* Introducing edge groups

* Add conditional and partitioning edge groups; next add samples and tests

* Add unit tests

* Add samples

* Address comments 1

* Address comments 2

* Update conditional edge group to take in cases and default

* Minor updates to sample

* Collapsing Paritioning Edge group and Conditional Edge group to source edge group

* Improve sample clarity

* Name consolidation

---------

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

Tao Chen · 2025-08-15 18:11:35 +00:00

ed86baa6cb

Python: Thread storage and serialization (#394 )

* Updates for message store support

* Added unit tests

* Added suspend-resume example

* Added example with custom chat message store

* Small fix

* Addressed PR feedback

* Renaming and documentation

* More renaming

* Addressed more PR feedback

* Small fixes in Foundry chat client and examples

* Small update

* Addressed PR feedback

* Increased timeout for Azure tests

Dmytro Struk · 2025-08-14 21:15:42 +00:00

dea736e550

Small fix in Foundry chat client and samples (#407 )

Dmytro Struk · 2025-08-14 20:21:23 +00:00

95cb20ca40

Python: Introducing Local MCP Servers (#389 )

* mcp parts

* mcp parts 2

* removed structured output in favor of handling in chatresponse, mcp as AITool and running samples

* updated naming

* fixed test

Eduard van Valkenburg · 2025-08-13 09:48:22 +00:00

ad3d8171bf

Fixed foundry sample issue (#403 )

Co-authored-by: Giles Odigwe <gilesodigwe@microsoft.com>

Giles Odigwe · 2025-08-12 19:03:43 +00:00

80b0920e58

Python: openai updates (#388 )

* openai updates

* rebuild of openai structure

* updated responses structure

* renamed sample

* added file id support to code interpreter

* added hosted file ids to code interpretor

* mypy fixes

* removed default az cred from codebase

* updated agent name setup

* added kwargs to entra methods

* and further kwargs

* extra comment

* updated all samples

* readded custom get methods for responses

* updated int tests with ad credential

* missed one

Eduard van Valkenburg · 2025-08-12 06:14:22 +00:00

df9d85d1f0

Python: introduce workflow checkpointing (#366 )

* Add workflow checkpointing functionality.

* Reintroduce protocol that went missing during merge

* Checkpoint updates

* Fix ordering of checkpointing

* Cleanup

* Cleanup - thanks Copilot

* Cleanup - thanks Copilot

* State reset updates

* State reset updates 2

* Workflow fixes and updates. Addressed PR feedback

* A few updates

Evan Mattson · 2025-08-11 22:33:46 +00:00

19676978e9

Python: added create_agent and removed need for Field in annotations (#380 )

* added create_agent

* add minimal sample

* allow multiple annotations

* improved docstring

Eduard van Valkenburg · 2025-08-08 17:55:20 +00:00

8f27e63df6

Python: Added examples for Azure OpenAI Responses agent (#363 )

* Added examples for Azure OpenAI Responses agent

* Update python/samples/getting_started/agents/azure_responses_client/azure_responses_client_with_code_interpreter.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

Dmytro Struk · 2025-08-08 14:45:07 +00:00

757c48e367

Python: Define Workflow and Executor APIs (#272 )

* Workflow init commit

* Add samples and clean up

* ExecutionContext -> WorkflowContext

* Address comments 1

* Fix mypy

* flatting folder structure, and rename contexts

* Remove add_loop

* Add map reduce sample, remove Activation conditions

* Add AgentExecutor and allow multiple handlers per executor

* Minor improvement

* Add RequestInfoExecutor

* Add unit tests part 1

* Address comments 2

* Pre-commit update

* Add run method and more unit tests

* Add xml docs

* run_stream -> run_streaming

* message_handler -> handler

---------

Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
Co-authored-by: Evan Mattson <evan.mattson@microsoft.com>

Tao Chen · 2025-08-06 23:26:15 +00:00

c8694a8c76

Python: Azure Responses client (#311 )

* Azure Responses client

* Fix a change made in the wrong place

* allow api_version and token_endpoint to use env vars

* Add getting started sample

* add responses deployment name env var

* update azure clients to use defaults for api_version and token_endpoint

* make tests more reliable

---------

Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>

peterychang · 2025-08-06 14:18:38 +00:00

f43939d803

Python: Azure OpenAI Assistants Chat Client and Agent (#300 )

* Initial version of assistant client

* More updates to assistant client

* Finished assistant chat client implementation

* Small fixes and basic example

* Added code interpreter example

* More examples

* Added chat client example

* Small fixes

* Added tests

* Enabled telemetry

* Small fix

* Removed files temporarily

* Revert "Removed files temporarily"

This reverts commit 5cdfa0d299.

* Small fixes

* Addressed PR feedback

* Fixed tests

* Small update

* Added Azure assistants client and examples

* Added tests

* Small fix

Dmytro Struk · 2025-08-05 14:51:36 +00:00

c1d306ec95

Python: small fixes in foundry (#297 )

* small fixes in foundry

* other samples updated

* make it optional

* added instructions and response format to create agent

* mypy fix

* shortened main readme and improved python readme

Eduard van Valkenburg · 2025-08-04 08:13:44 +00:00

c39845d473

Python: OpenAI Assistants Chat Client and Agent (#288 )

* Initial version of assistant client

* More updates to assistant client

* Finished assistant chat client implementation

* Small fixes and basic example

* Added code interpreter example

* More examples

* Added chat client example

* Small fixes

* Added tests

* Enabled telemetry

* Small fix

* Removed files temporarily

* Revert "Removed files temporarily"

This reverts commit 5cdfa0d299.

* Small fixes

* Addressed PR feedback

* Fixed tests

* Small update

Dmytro Struk · 2025-08-01 12:12:41 +00:00

75794b4687

61 Commits