agent-framework

Python: Filter framework kwargs from MCP tool invocations (#2870 )

* Filter framework kwargs from MCP tool invocations

* Fixes

Evan Mattson · 2025-12-16 01:10:09 +00:00

0dcebc6eae

Python: Remove warnings from workflow builder on not using factories (#2808 )

* Revert concurrent

* Fix comments

Tao Chen · 2025-12-12 07:56:16 +00:00

e0ff153ee9

Fix WorkflowAgent to include thread convo history. Enable checkpointing. (#2774 )

Evan Mattson · 2025-12-12 04:04:31 +00:00

0fc7933a92

Python: Added custom args and thread object to ai_function kwargs (#2769 )

* Added an example of using kwargs in ai_function

* Added thread object to ai_function kwargs

* Updated docs

* Small fix

* Added thread parameter filtering

Dmytro Struk · 2025-12-12 01:53:04 +00:00

d7434d59ce

Python: Updated package versions (#2784 )

* Updated package versions

* Small fix

Dmytro Struk · 2025-12-11 18:39:08 +00:00

8d53b20026

Python: added more complete parsing for mcp tool arguments (#2756 )

* added more complete parsing for mcp tool arguments

* fixed mypy

* added nonlocal model counter, and some fixes

* fixes in naming logic

* extracted json parsing function, added parametrized test and checked coverage

Eduard van Valkenburg · 2025-12-11 17:24:08 +00:00

c376868ec9

Capture file IDs from code interpreter in streaming responses (#2741 )

Evan Mattson · 2025-12-11 07:30:19 +00:00

3481914981

Python: fix: GroupChat ManagerSelectionResponse JSON Schema for OpenAI Structured Outpu… (#2750 )

* fix: ManagerSelectionResponse JSON Schema for OpenAI Structured Output Strict Mode

* refactor: install pre-commit then commit again

Kurt · 2025-12-11 02:34:12 +00:00

4c6a5d4aa1

Python: Add factory pattern to concurrent orchestration builder (#2738 )

* Add factory pattern to concurrent orchestration builder

* Update readme

* Address AI comments

* Fix unit tests

* Fix import

* Prevent multiple calls to set participants or factories

* Add comments

* Mitigate warnings

* Fix mypy

* Address comments

* Address Copilot comments

* Fix tests

Tao Chen · 2025-12-11 01:23:28 +00:00

191779ce80

Python: Add factory pattern to sequential orchestration builder (#2710 )

* Add factory pattern to sequential orchestration builder

* Use temp list to avoid override

* Add sample and some other fixes

* Fix comments

* Small fix

* Update readme

Tao Chen · 2025-12-10 18:16:10 +00:00

523305ac62

Python: Change DurableAIAgent log level from warning to debug when invoked without thread (#2736 )

* Initial plan

* Change logger.warning to logger.debug for missing thread

Co-authored-by: larohra <41490930+larohra@users.noreply.github.com>

* Fix test to use getMessage() method for log records

Co-authored-by: larohra <41490930+larohra@users.noreply.github.com>

* Remove test for logging change per review feedback

Co-authored-by: larohra <41490930+larohra@users.noreply.github.com>

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: larohra <41490930+larohra@users.noreply.github.com>
Co-authored-by: Laveesh Rohra <larohra@microsoft.com>

Copilot · 2025-12-10 17:57:08 +00:00

3f4eeb00be

Python: extend HITL support for all orchestration patterns (#2620 )

* Support HITL for orchestration patterns

* Cleanup around naming

* Fix typing issues

* Clean up

* Naming clean up

* Updates to HITL to make it cleaner

* Rename human input hook to orchestration request info

* Clean up per PR feedback

Evan Mattson · 2025-12-10 15:59:29 +00:00

b378ca75d1

fix: Standardize OpenAI API key environment variable naming (#1001 ) (#2629 )

- Replace OPENAI_APIKEY with OPENAI_API_KEY across all samples
- Replace AZURE_FOUNDRY_OPENAI_APIKEY with AZURE_FOUNDRY_OPENAI_API_KEY
- Ensures consistency with OpenAI's standard naming convention
- Applies to .NET and Python samples

Fixes #1001

Co-authored-by: Alexander Zarei <alzarei@users.noreply.github.com>

Alexander Zarei · 2025-12-10 10:33:35 +00:00

2f0b2db12a

Python: Updated package versions (#2737 )

* Updated package versions

* Updated changelog

Dmytro Struk · 2025-12-09 22:58:45 +00:00

43302fb4cd

azureai image gen sample update (#2709 )

Giles Odigwe · 2025-12-09 13:50:04 +00:00

b55095f0fb

Python: Fix DurableState schema serializations (#2670 )

* Fix created at

* Add pattern matching

Laveesh Rohra · 2025-12-08 22:38:45 +00:00

71d9d268dd

Python: Title: DevUI Fix WorkflowFailedEvent error extraction (#2706 )

* Title: Fix WorkflowFailedEvent error extraction to use details instead of error Body:
Summary
Fixed WorkflowFailedEvent mapping to extract error message from details.message instead of non-existent error attribute
Added support for including details.extra context in error messages when present
Problem
The WorkflowFailedEvent handler in _mapper.py was reading event.error, but WorkflowFailedEvent uses a details attribute (of type WorkflowErrorDetails), not error. This caused all workflow failures to display "Unknown error" in the UI instead of the actual error message.
Fix
Updated the handler to match the pattern already used by ExecutorFailedEvent:
Read from event.details instead of event.error
Extract details.message for the error text
Include details.extra context when available

* improve error handling consistency

Victor Dibia · 2025-12-08 21:44:32 +00:00

d889fa6f87

Python: Update fan in fan out sample to show concurrency (#2705 )

* Update fan in fan out sample to show concurrency

* Update python/samples/getting_started/workflows/parallelism/fan_out_fan_in_edges.py

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

---------

Co-authored-by: Victor Dibia <chuvidi2003@gmail.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

Tao Chen · 2025-12-08 19:53:37 +00:00

d7ca96923b

fixes Python: DevUI fails when uploading Pdf file (tested on Python Foundry Agent) (#2675 )

Fixes #2652

Victor Dibia · 2025-12-08 17:00:57 +00:00

0675000f4b

Python: Feature/fix context provider lifecycle agentic mode (#2650 )

* refactor KB for index creation logic

* add user agent header for tracking

* fix mypy issues

* fix agentic mode bug for search context provider

---------

Co-authored-by: farzad528 <farzad528@users.noreply.github.com>

Farzad Sunavala · 2025-12-08 09:52:18 +00:00

551219cb55

Improve sample logging (#2692 )

Evan Mattson · 2025-12-08 06:56:45 +00:00

c34af002b8

Renamed async_credential to credential (#2648 )

Dmytro Struk · 2025-12-08 01:21:18 +00:00

cfcb71334a

Python: DevUI, Fix message serialization issue, improve tests (#2674 )

* fix message serialization issue, improve tests for devui

* update tests

Victor Dibia · 2025-12-06 02:20:54 +00:00

8c6b12e664

Python: Add configurable timeout support to A2AAgent (#2432 )

* a2a timeout config

* added default timeout info

---------

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

Giles Odigwe · 2025-12-05 22:21:36 +00:00

2d3ba95036

Python: Added Azure OpenAI Responses File Search sample + Integration test update (#2645 )

* added azure responses file search sample + int test update

* sample update to use token credential

Giles Odigwe · 2025-12-05 19:01:48 +00:00

f5f909f2e2

Python: Display system prompt in langfuse (#2653 )

* Display system prompt in langfuse

* Explain that the system_instructions are put first into the list

SuperKenVery · 2025-12-05 17:11:29 +00:00

f43261094f

Python: Support an autonomous handoff flow (#2497 )

* Support an autonomous handoff flow.

* Simplify public API

* Address feedback

Evan Mattson · 2025-12-05 07:13:22 +00:00

b78a2b6d2e

Python: WorkflowBuilder registry (#2486 )

* Add workflow builder factory pattern

* Add internal edge groups to registered executors; next samples

* Update samples: Part 1

* register -> register_executor

* update hil samples

* Update other samples

* Update agent  samples

* Update doc string

* Add new sample

* Fix mypy

* Address comments

* Fix mypy

Tao Chen · 2025-12-05 05:26:10 +00:00

f2ed5b55f6

Updated package versions (#2643 )

Dmytro Struk · 2025-12-04 22:08:47 +00:00

f5786b2c5b

Fix observability module mypy error (#2641 )

Tao Chen · 2025-12-04 19:11:05 +00:00

d858c23bab

Python: AzureAI Local MCP Sample (#2616 )

* added azure ai local mcp sample

* small fix

* handling for local mcp

* remove redundant local mcp handling

Giles Odigwe · 2025-12-04 19:10:00 +00:00

365e438981

Python [BREAKING]: support magentic agent tool call approvals and plan stalling HITL behavior (#2569 )

* Provide way for HITL with magentic

* support tool call approvals and hitl stall replan

* human plan intervention sample

* Clean up

* Improve loging

* updates

Evan Mattson · 2025-12-04 05:13:27 +00:00

19ac6e57c0

Python: Fix: AgentRunResponse.created_at returns local datetime labeled as UTC (#2590 )

* Initial plan

* Fix created_at to use UTC datetime and add unit tests

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

* Address code review feedback: move datetime imports to top of test files

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

* Add UTC timestamp test for OpenAIResponsesClient._create_response_content

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

* Fix lint issue

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: moonbox3 <35585003+moonbox3@users.noreply.github.com>
Co-authored-by: Evan Mattson <evan.mattson@microsoft.com>

Copilot · 2025-12-04 05:09:52 +00:00

292a2078fa

Add support for Pydantic BaseModel as function call result (#2606 )

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com>

Copilot · 2025-12-04 01:41:47 +00:00

ae06c9e4bb

Python: Add executor I/O data to ExecutorInvokedEvent and ExecutorCompletedEvent (#2591 )

* Add executor I/O data to ExecutorInvokedEvent and ExecutorCompletedEvent

* Sample cleanup

Evan Mattson · 2025-12-04 01:41:40 +00:00

f7a9005235

Python: Fixed empty text content pydantic validation failure (#2539 )

* Fixed empty text content pydantic validation failure

* simplify syntax. renamed test

---------

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

Hao Luo · 2025-12-04 01:41:27 +00:00

b86c130411

Python: added inline yaml sample (#2582 )

* added inline yaml sample

* fixed some typos and added intro comment

* added description params and pass through to client

* add azure assistants

* fix tests

* observabiltiy mypy fix

* for some reason mypy doesn't accept a subclass

---------

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

Eduard van Valkenburg · 2025-12-04 01:30:56 +00:00

d774b64df0

Python: Document ChatKit frontend requirements and air-gapped limitations (#2587 )

- Add "Requirements and Limitations" section to chatkit package README
- Add "Network Requirements" and "Limitations" sections to chatkit-integration sample README
- Add explanatory comments in frontend code for CDN dependency and domain key configuration

Fixes #2347

Victor Dibia · 2025-12-04 01:19:14 +00:00

42ffe59592

Python: Use executor_id and edge_group_id as span names for meaningful observability traces (#2538 )

* Use executor_id and edge_group_id as span names for meaningful observability traces

* Update tests

* Adjust naming

Evan Mattson · 2025-12-04 01:03:12 +00:00

a683c0e865

Python: Add type annotations for AgentRunEvent and AgentRunUpdateEvent data attributes (#2589 )

* Add type annotations for AgentRunEvent and AgentRunUpdateEvent data attributes

* Fix unnecessary cast after typing improvement

* Mcp pkg update introduced type change. Fix it.

* update opentelemetry deps to 1.39.0 and use LogRecordExporter for type compatibility

Evan Mattson · 2025-12-04 00:40:49 +00:00

a597a925cb

Python: DevUI fixes : Add multimodal input support for workflows and refactor chat input (#2593 )

* show app version in devui .NET: Python: Improved Versioning for DevUI
Fixes #2059

* feat: Add multimodal input support for workflows and refactor chat input

This PR adds support for multimodal content (images, files) in workflow
inputs and refactors the chat input into a reusable component.

## Multimodal Workflow Support
- Add `isChatMessageSchema()` to detect ChatMessage input schemas
- Update `RunWorkflowButton` to use `ChatMessageInput` for ChatMessage workflows
- Wrap multimodal content in OpenAI message format for backend processing
- Add `_is_openai_multimodal_format()` to detect OpenAI ResponseInputParam
- Update `_parse_workflow_input()` to route multimodal input through
  existing `_convert_input_to_chat_message()` converter

## Reusable ChatMessageInput Component
- Extract chat input logic from agent-view into `ChatMessageInput` component
- Support file upload, drag & drop, paste handling, and attachments
- Add `useDragDrop` hook for parent-level drag handling with full-area
  drop zones
- Refactor agent-view to use the new shared component

## Other Improvements
- Add `isStreaming` prop to executor nodes for animation control
- Clean up unused imports and state variables in agent-view
- Add tests for multimodal workflow input handling

Fixes workflow input not receiving images when using AgentExecutor nodes.

* add self loop edge, fix #2470

* fix test

Victor Dibia · 2025-12-03 20:15:51 +00:00

411ee7a60f

Python: Update _provider.py (#2548 )

* Update _provider.py

* Update test_mem0_context_provider.py

* Update test_mem0_context_provider.py

Ruff linting fixes

* Update test_mem0_context_provider.py

---------

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

mdxw73 · 2025-12-03 19:54:05 +00:00

3cfd34836f

Python: Pin meta core (#2597 )

* pin core dependency in the meta package

* fix for mcp latest

* fix mypy

* test fix

* test fix

* fix tests for content parsing

Eduard van Valkenburg · 2025-12-03 18:19:17 +00:00

a81279d960

Python: Enable Agentic Mode to Use Existing Knowledge Bases Without index_name (#2464 )

* refactor KB for index creation logic

* add user agent header for tracking

* fix mypy issues

---------

Co-authored-by: farzad528 <farzad528@users.noreply.github.com>

Farzad Sunavala · 2025-12-03 16:00:59 +00:00

b5595f6f70

Python: Replace Eval SDK with AI Projects SDK in evaluation sample (#2540 )

* Replace Eval SDK with AI Projects SDK

* Update per PR review suggestions

David Wu · 2025-12-02 20:28:52 +00:00

e9ab514696

feat: pass agent run kwargs through to context providers (#1681 )

`_prepare_thread_and_messages` and `_notify_thread_of_new_messages` now are passing through the agent's `run` kwargs, sothat they can provide the context_provider with said kwargs

#1679

Co-authored-by: David Jadczyk <david.jadczyk@lht.dlh.de>
Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com>

David Jadczyk · 2025-12-02 14:35:32 +00:00

1edd28b264

Fix MangenticAgentExecutor producing repr str for tool call content (#2566 )

Evan Mattson · 2025-12-02 08:40:11 +00:00

c2d285e614

Python: Add orchestration ID to durable agent entity state and code refactor (#2484 )

* Initial plan

* Add orchestration ID to durable agent entity state for Python

Co-authored-by: larohra <41490930+larohra@users.noreply.github.com>

* Fix type safety checks

* Fix tests

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: larohra <41490930+larohra@users.noreply.github.com>
Co-authored-by: Laveesh Rohra <larohra@microsoft.com>

Copilot · 2025-12-02 01:34:18 +00:00

cb343dd707

Python: Emit ExecutorFailedEvent before WorkflowFailedEvent when executor throws exception (#2537 )

* Emit ExecutorFailedEvent before WorkflowFailedEvent when executor throws exception

* Cleanup

Evan Mattson · 2025-12-02 01:21:28 +00:00

0d5d10d24a

Python: Add sample to show handoff as agent with HITL (#2534 )

* Add sample to show handoff as agent with HITL

* Update uv.lock with latest pkg versions. Fix lint error.

* Upgrade grpcio to 1.76.0

* Handle grpcio versions

* Case insensitive compare for declarative

Evan Mattson · 2025-12-02 00:50:13 +00:00

e3b700ad9f

1098 Commits