Evan Mattson and GitHub
ca1532cf22
Python: Move ollama samples to samples getting started dir ( #2921 )
...
* Move ollama samples to samples getting started dir
* Address feedback
2025-12-18 08:37:05 +00:00
Evan Mattson and GitHub
360839782c
Pass kwargs into subworkflows ( #2923 )
2025-12-18 04:34:33 +00:00
Ege Ozan Özyedek and GitHub
ee53fe4666
Python: Correction of MCP image type conversion in _mcp.py ( #2901 )
...
* Correction of MCP image type conversion in _mcp.py
* Added a new overload to the init function of the DataContent() type of the Agent Framework, edited the test case to correctly test the usage of the data and uri fields while using DataContent()
* Fixed tests related to the changes of the DataContent type, added testing for both string and byte representations
2025-12-17 16:11:39 +00:00
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 MattsonandGitHub
Ege Ozan ÖzyedekandGitHub
Tao ChenandGitHub
Dmytro StrukandGitHub
Giles OdigweandGitHub
Eduard van ValkenburgandGitHub
KurtandGitHub
SuperKenVeryandGitHub
