Evan Mattson and GitHub
06cdcb93f0
Fix Pydantic error when using Literal type for tool params ( #2893 )
2025-12-17 00:27:01 +00:00
Evan Mattson and GitHub
6adcac2e97
Python: Flow custom kwargs to agents via Workflow SharedState ( #2894 )
...
* Flow custom kwargs to agents via SharedState
* Address Copilot feedback
* Improve sample typing
* Fix test
2025-12-17 00:04:00 +00:00
Tao Chen and GitHub
8fca71e5ad
[BREAKING] Python: Add factory pattern to handoff orchestration builder ( #2844 )
...
* WIP: Factory pattern to handoff
* Add factory pattern to concurrent orchestration builder; Next: tests and sample verification
* Add tests and improve comments
* Fix mypy
* Simplify handoff_simple.py
* Simplify handoff_autonoumous.py and bug fix
* Update readme
* Address Copilot comments
2025-12-16 23:38:33 +00:00
Dmytro Struk and GitHub
e319707058
Updated package versions ( #2913 )
2025-12-16 18:51:44 +00:00
Giles Odigwe and GitHub
54f482df73
Python: Update Mem0Provider to use v2 search API filters parameter ( #2766 )
...
* short fix to move id parameters to filters object
* added tests
* small fix
* mem0 dependency update
2025-12-16 18:23:37 +00:00
Evan Mattson and GitHub
958a488f96
Python: Fix context duplication in handoff workflows when restoring from checkpoint ( #2867 )
...
* Fix context duplication in handoff workflows when restoring from checkpoint
* Address Copilot PR review
2025-12-16 09:52:59 +00:00
Evan Mattson and GitHub
11d6dcfe80
Python: Fix middleware terminate flag to exit function calling loop immediately ( #2868 )
...
* Fix middleware terminate flag to exit function calling loop immediately
* Eliminating duck typing
* Improve function exec result handling
* Fix race condition
* Fix mypy issues
2025-12-16 09:52:52 +00:00
Eduard van Valkenburg and GitHub
3139347526
Python: [BREAKING] Observability updates ( #2782 )
...
* fixes Python: Add env_file_path parameter to setup_observability() similar to AzureOpenAIChatClient
Fixes #2186
* WIP on updates using configure_azure_monitor
* improved setup and clarity
* fixed root .env.example
* revert changes
* updated files
* updated sample
* updated zero code
* test fixes and fixed links
* fix devui
* removed planning docs
* added enable method and updated readme and samples
* clarified docstring
* add return annotation
* updated naming
* update capatilized version
* updated readme and some fixes
* updated decorator name inline with the rest
* feedback from comments addressed
2025-12-16 06:56:30 +00:00
3c379718e9
Python: Use agent description in HandoffBuilder auto-generated tools ( #2713 ) ( #2714 )
...
## Summary
Enhanced `HandoffBuilder._apply_auto_tools` to use the target agent's
description when creating handoff tools, providing more informative tool
descriptions for LLMs.
## Changes
- Modified `_apply_auto_tools` to extract `description` from
`AgentExecutor._agent` when available
- Updated iteration to use `.items()` for more efficient dict traversal
- Handoff tools now use agent descriptions instead of generic placeholders
## Example
Before: "Handoff to the refund_agent agent."
After: "You handle refund requests. Ask for order details and process refunds."
## Testing
- All handoff tests pass (20/20)
- No breaking changes to existing API
Fixes #2713
Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com >
2025-12-16 01:31:26 +00:00
Evan Mattson and GitHub
a7298757f5
Python: Fix WorkflowAgent to emit yield_output as agent response ( #2866 )
...
* Fix WorkflowAgent to emit yield_output as agent response
* use raw_representation
* Raw representation handling
2025-12-16 01:14:26 +00:00
Evan Mattson and GitHub
0dcebc6eae
Python: Filter framework kwargs from MCP tool invocations ( #2870 )
...
* Filter framework kwargs from MCP tool invocations
* Fixes
2025-12-16 01:10:09 +00:00
Tao Chen and GitHub
e0ff153ee9
Python: Remove warnings from workflow builder on not using factories ( #2808 )
...
* Revert concurrent
* Fix comments
2025-12-12 07:56:16 +00:00
Evan Mattson and GitHub
0fc7933a92
Fix WorkflowAgent to include thread convo history. Enable checkpointing. ( #2774 )
2025-12-12 04:04:31 +00:00
Dmytro Struk and GitHub
d7434d59ce
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
2025-12-12 01:53:04 +00:00
Dmytro Struk and GitHub
8d53b20026
Python: Updated package versions ( #2784 )
...
* Updated package versions
* Small fix
2025-12-11 18:39:08 +00:00
Eduard van Valkenburg and GitHub
c376868ec9
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
2025-12-11 17:24:08 +00:00
Evan Mattson and GitHub
3481914981
Capture file IDs from code interpreter in streaming responses ( #2741 )
2025-12-11 07:30:19 +00:00
Kurt and GitHub
4c6a5d4aa1
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
2025-12-11 02:34:12 +00:00
Tao Chen and GitHub
191779ce80
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
2025-12-11 01:23:28 +00:00
Tao Chen and GitHub
523305ac62
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
2025-12-10 18:16:10 +00:00
Evan Mattson and GitHub
b378ca75d1
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
2025-12-10 15:59:29 +00:00
Dmytro Struk and GitHub
43302fb4cd
Python: Updated package versions ( #2737 )
...
* Updated package versions
* Updated changelog
2025-12-09 22:58:45 +00:00
551219cb55
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 >
2025-12-08 09:52:18 +00:00
Giles Odigwe and GitHub
f5f909f2e2
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
2025-12-05 19:01:48 +00:00
SuperKenVery and GitHub
f43261094f
Python: Display system prompt in langfuse ( #2653 )
...
* Display system prompt in langfuse
* Explain that the system_instructions are put first into the list
2025-12-05 17:11:29 +00:00
Evan Mattson and GitHub
b78a2b6d2e
Python: Support an autonomous handoff flow ( #2497 )
...
* Support an autonomous handoff flow.
* Simplify public API
* Address feedback
2025-12-05 07:13:22 +00:00
Tao Chen and GitHub
f2ed5b55f6
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
2025-12-05 05:26:10 +00:00
Dmytro Struk and GitHub
f5786b2c5b
Updated package versions ( #2643 )
2025-12-04 22:08:47 +00:00
Tao Chen and GitHub
d858c23bab
Fix observability module mypy error ( #2641 )
2025-12-04 19:11:05 +00:00
Evan Mattson and GitHub
19ac6e57c0
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
2025-12-04 05:13:27 +00:00
292a2078fa
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 >
2025-12-04 05:09:52 +00:00
ae06c9e4bb
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 >
2025-12-04 01:41:47 +00:00
Evan Mattson and GitHub
f7a9005235
Python: Add executor I/O data to ExecutorInvokedEvent and ExecutorCompletedEvent ( #2591 )
...
* Add executor I/O data to ExecutorInvokedEvent and ExecutorCompletedEvent
* Sample cleanup
2025-12-04 01:41:40 +00:00
d774b64df0
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 >
2025-12-04 01:30:56 +00:00
Evan Mattson and GitHub
a683c0e865
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
2025-12-04 01:03:12 +00:00
Evan Mattson and GitHub
a597a925cb
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
2025-12-04 00:40:49 +00:00
Eduard van Valkenburg and GitHub
a81279d960
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
2025-12-03 18:19:17 +00:00
1edd28b264
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 >
2025-12-02 14:35:32 +00:00
Evan Mattson and GitHub
c2d285e614
Fix MangenticAgentExecutor producing repr str for tool call content ( #2566 )
2025-12-02 08:40:11 +00:00
Evan Mattson and GitHub
0d5d10d24a
Python: Emit ExecutorFailedEvent before WorkflowFailedEvent when executor throws exception ( #2537 )
...
* Emit ExecutorFailedEvent before WorkflowFailedEvent when executor throws exception
* Cleanup
2025-12-02 01:21:28 +00:00
Evan Mattson and GitHub
e3b700ad9f
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
2025-12-02 00:50:13 +00:00
Evan Mattson and GitHub
8cf8b0f995
Python: Refactor ag-ui to clean up some patterns ( #2363 )
...
* Refactor ag-ui to clean up some patterns
* Mypy fixes
* Fix imports, typing, tests, logging.
* Fix test import error
* Fix imports again
* Fix thread handling
2025-11-27 02:13:03 +00:00
6c624319db
Python: docs: Update Python orchestration documentation ( #2087 )
...
* docs: Update Python orchestration documentation
Remove outdated 'coming soon' statements for GroupChat, Sequential,
and Concurrent orchestrations in core package README and transparency FAQ.
Add links to existing samples in python/samples/getting_started/workflows/orchestration/.
Note: python/README.md was already updated in PR #1914 (2499262f#1899 .
* Address review feedback: make TRANSPARENCY_FAQ language-neutral
Remove Python-specific sample links from TRANSPARENCY_FAQ.md as it should
pertain to all MAF languages (Python and .NET), not strictly Python.
The python/packages/core/README.md retains the specific sample links as
that is Python-specific documentation.
* Update Learn documentation link in README
---------
Co-authored-by: kishikawa-hayato <84244732+HerBest-max@users.noreply.github.com >
Co-authored-by: Victor Dibia <chuvidi2003@gmail.com >
2025-11-27 00:13:15 +00:00
Evan Mattson and GitHub
907d79ab3c
[BREAKING] Python: Standardize orchestration outputs as list of ChatMessage. Allow agent as group chat manager. ( #2291 )
...
* Standardize orchestration outputs as list of chatmessage. Add chat options to group chat prompt manager
* refactor group chat
* Improve group chat manager
* README Update
* Cleanup
* Add comment
* More cleanup
* Standardize termination condition for group chat
* Improvements on termination logic
* Fix tests
* Fix new line
* PR feedback
* Update ChatKit based on OpenAI type change
* Raise error if response format is not expected type
* Only one starting executor required. Add tests.
* Add magentic start executor test
2025-11-26 07:51:04 +00:00
Dmytro Struk and GitHub
b8260ae24c
Python: [BREAKING] Removed default "store" value ( #2443 )
...
* Removed default store value
* Small fix
2025-11-25 17:53:08 +00:00
27b3a517eb
[BREAKING] Python: Adjust magentic event types raised. No need for custom events. ( #2215 )
...
* Adjust magentic event types raised. No need for custom events.
* Cleanup
* Fix test
* Update python/packages/core/agent_framework/_workflows/_magentic.py
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com >
---------
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com >
2025-11-25 08:24:08 +00:00
Eduard van Valkenburg and GitHub
1b4103dce3
Python: fix for logging setup ( #2371 )
...
* fix for logging setup
* typo fixes
* fix text
2025-11-25 08:19:34 +00:00
Evan Mattson and GitHub
2a4802eac3
Python: Fix runtime response format for responses client ( #2440 )
...
* Fix runtime response format for responses client
* Handle run time schema for Azure AI Client.
2025-11-25 07:50:20 +00:00
Tomek Słoma and GitHub
c78edda64f
fix: always include output in function call result message ( #2414 )
...
This follows the official OpenAI API schema
2025-11-25 00:44:43 +00:00
Giles Odigwe and GitHub
bcbf1b33e8
Python: Preserve MCP array items schema in Pydantic field generation ( #2382 )
...
* mcp tool parameter fix
* small fixes
2025-11-24 17:16:30 +00:00
Evan MattsonandGitHub
Tao ChenandGitHub
Dmytro StrukandGitHub
Giles OdigweandGitHub
Eduard van ValkenburgandGitHub
KurtandGitHub
SuperKenVeryandGitHub
Tomek SłomaandGitHub