agent-framework

Python: Add Function Approval UI to DevUI (#1401 )

* ensure function aproval is parsed correctly

* udpate ui, add deployment guide button, other debug panel fixes

* feat(devui): Implement lazy loading architecture with enhanced security and state management

Major architectural improvements to DevUI for better performance, security, and developer experience:

Performance & Architecture:
- Implement lazy loading for entity discovery - entities loaded on-demand instead of at startup
- Add hot reload capability for development workflow via new reload endpoint
- Reduce startup time and memory footprint by deferring module imports

Security Enhancements:
- Remove remote entity loading capabilities (POST /v1/entities/add, DELETE endpoints)
- DevUI now strictly local development tool - no remote code execution
- Add explicit security documentation and best practices in README

Frontend Improvements:
- Migrate to Zustand for centralized state management (replacing prop drilling)
- Add lightweight zero-dependency markdown renderer with code block copy support
- Improve gallery UX with setup instructions modal instead of direct URL loading
- Enhanced message UI with copy functionality and better token usage display

Testing & Quality:
- Expand test coverage for lazy loading, type detection, and cache invalidation
- Add comprehensive tests for new behaviors (+231 lines of test code)
- Improve type safety and documentation throughout

Breaking Changes:
- Remote entity loading via URLs is no longer supported
- Entities must be loaded from local filesystem only

* update ui issues, uupdate test descripion

Victor Dibia · 2025-10-15 21:36:29 +00:00

b64358df7e

Python: Added instructions for GitHub Copilot (#1468 )

* Python instructions for GitHub Copilot

* Changed file location

* Revert "Changed file location"

This reverts commit 54a4723f8a.

Dmytro Struk · 2025-10-15 17:40:49 +00:00

a4ba6eed57

Python: Post-Fix GH008 - Re-Upload missing favicons via LFS (#1490 )

* Stop tracking favicons via LFS and store as regular files

* Cleanup fav icons

Roger Barreto · 2025-10-15 16:35:50 +00:00

49455ad1b9

Temp: re-upload missing favicons via LFS (#1479 )

Roger Barreto · 2025-10-15 15:34:36 +00:00

f593bb535a

Python: Enhanced documentation for dependency injection and serialization features (#1324 )

* improvements in dep injection and sample

* fix for falsy default

* fix mypy

* update to use a nested dict instead of a string.

* clarify docs

* Update python/packages/core/agent_framework/_tools.py

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

* Update python/packages/core/agent_framework/_tools.py

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

* Update python/packages/core/agent_framework/_tools.py

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* Update python/packages/core/agent_framework/_serialization.py

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* format

---------

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Eric Zhu · 2025-10-13 20:34:27 +00:00

9148392d00

Python: Refactor RequestInfoExecutor (#1403 )

* Refactor RequestInfoExecutor

* Update AI script

* Fix formatting

* Address comments

* fix unit test

Tao Chen · 2025-10-13 19:18:17 +00:00

fc12ab9fed

Python: Added URL Citation Support to Azure AI Agent (#1397 )

* added url citation to agentrunresponse

* small fix

* fix

* Update python/packages/azure-ai/agent_framework_azure_ai/_chat_client.py

Co-authored-by: Tao Chen <taochen@microsoft.com>

---------

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Giles Odigwe · 2025-10-13 19:04:08 +00:00

baf59ca1ed

Update uv requirement from <0.9.0,>=0.8.2 to >=0.8.2,<0.10.0 in /python (#1430 )

Updates the requirements on [uv](https://github.com/astral-sh/uv) to permit the latest version.
- [Release notes](https://github.com/astral-sh/uv/releases)
- [Changelog](https://github.com/astral-sh/uv/blob/main/CHANGELOG.md)
- [Commits](https://github.com/astral-sh/uv/compare/0.8.2...0.9.2)

---
updated-dependencies:
- dependency-name: uv
  dependency-version: 0.9.2
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
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dependabot[bot] · 2025-10-13 18:26:26 +00:00

166aa8fd54

Python: Update README to list all available examples (#1394 )

* Initial plan

* Update Python samples README with comprehensive example tables

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

* Fix relative links to use ./ prefix in README

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

* Remove ./ prefix from link display text while keeping it in URLs

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* Add missing MCP authentication example to README

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Copilot · 2025-10-13 17:17:03 +00:00

d1ac2d9331

Added example with MCP and authentication (#1389 )

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

Dmytro Struk · 2025-10-10 19:10:24 +00:00

29cb87b805

Python: Fix AI Search Tool Sample and improve AI Search Exceptions (#1206 )

* Python: Fix AI Search Tool Sample and improve AI Search Exceptions

* Python: Fix AI Search Tool Test

---------

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

Hassan Warsi · 2025-10-10 18:46:57 +00:00

350cdfc1cd

Python: Fix Failure with Function Approval Messages in Chat Clients (#1322 )

* Python: set role=tool when processing approval responses

* Python: set role=tool when processing approval responses

* Fix approval mode with OpenAIChatClient and threads: add approval requests to assistant message, fix deduplication/rejection call_id, filter approval content, add tests and example

* update test tools after change

* Rename _collect_approval_todos to _collect_approval_responses and filter empty call_ids

Victor Dibia · 2025-10-10 18:38:23 +00:00

e032fe3993

Python: AzureAI Bing Connection Name Support (#1364 )

* bing connection name support

* error handling + unit tests

* connection id and name handling

Giles Odigwe · 2025-10-09 21:13:07 +00:00

7238cde5af

Python: A2A AuthInterceptor Support (#1317 )

* a2a authinterceptor support

* Update python/packages/a2a/agent_framework_a2a/_agent.py

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

* small fix

---------

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Giles Odigwe · 2025-10-09 18:56:54 +00:00

2f53ce4abd

Python: Added function approval example with streaming (#1365 )

* Added function approval example with streaming

* Update python/samples/getting_started/tools/ai_tool_with_approval.py

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

---------

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Dmytro Struk · 2025-10-09 17:31:36 +00:00

9fe4a61dd0

Python: Fixed instructions duplication in model clients (#1332 )

* Small fix

* Updated instruction handling in chat clients

Dmytro Struk · 2025-10-09 14:49:03 +00:00

a02b82f022

Python: Fix deadlock in Magentic workflow (#1325 )

* Fix deadlock in Magentic workflow

* Fix unit test

Tao Chen · 2025-10-09 00:23:46 +00:00

2397795c1d

Python: samples: add api_key for Ollama sample usage (#1240 )

* samples: add api_key for Ollama sample usage

* Update python/samples/getting_started/agents/ollama/ollama_with_openai_chat_client.py

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

* fix: update Ollama API key to an unused constant

---------

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Mars Wang · 2025-10-08 20:45:24 +00:00

3d31a4a204

Python: Included existing agent definition in requests to Azure AI (#1285 )

* Fixed instructions handling for existing Azure AI agents

* Updated tool handling for existing agents

* Small update

* Added more comments

Dmytro Struk · 2025-10-08 20:33:57 +00:00

7e891fab39

Python: DevUI - Internal Refactor, Conversations API support, and per… (#1235 )

* Python: DevUI - Internal Refactor, Conversations API support, and performance improvements

Comprehensive refactor of DevUI package including samples relocation,
frontend reorganization, OpenAI Conversations API support, and critical
performance and code quality improvements.

Key Changes:

Architecture & Organization
- Moved DevUI samples to python/samples/getting_started/devui/
- Consolidated with other framework samples for better discoverability
- Added .env.example files and comprehensive README
- Restructured frontend components into feature-based folders (agent, workflow, gallery, layout)
- Created new OpenAI-compliant message renderers (devui should render oai responses types primarily)

New Features
- Added _conversations.py (467 lines) - Full conversation storage abstraction, replaces the /threads endpoint to better match oai conversations api
- Implements OpenAI Conversations API for thread management, Supports in-memory and extensible storage backends

API Simplification
- Use 'model' field as entity_id (agent/workflow name) instead of extra_body
- Use standard OpenAI 'conversation' field for conversation context.

Performance & Quality Improvements
- Improved context management in MessageMapper with bounded memory (~500KB max)
- Implemented hybrid LRU + cleanup approach to prevent unbounded memory growth
- General QOL improvement - Eliminated ~150 lines of dead/duplicate code, Consolidated helper functions into _utils.py, Extracted magic numbers to module-level constants, Optimized conversation item lookups with index-based approach

Testing
- Added test_conversations.py (13 tests)
- Added test_performance_fixes.py (9 tests)
- Updated existing tests for code consolidation
- 53 tests passing

Impact: 76 files changed: +4,106 insertions, -2,373 deletions
All linting and formatting checks passing. No breaking changes - backward compatible.

Migration: Samples moved to python/samples/getting_started/devui/

* readme lint fixes

* initial support for function approval and minor ui fixes

Victor Dibia · 2025-10-08 19:34:30 +00:00

c341ee7ed2

Python: sample with Foundry Redteams (#1306 )

* sample with evals

* remove demo output

Eduard van Valkenburg · 2025-10-08 19:16:44 +00:00

f5abbc67ae

Python: improved thread serialization and deser with better tests (#1316 )

* improved thread serialization and deser with better tests

* update redis with the same

Eduard van Valkenburg · 2025-10-08 19:04:11 +00:00

a36e183600

Python: Reorganize workflows modules (#1282 )

* Reorganize modules

* Fix unit tests

* Remove submodules

Tao Chen · 2025-10-08 17:04:06 +00:00

c2c8ec3d4e

Python: fix tool call content not showing up in workflow events (#1290 )

* fix tool call content not showing up in workflow events

* fix lint

* touch up

* add another sample to show function bridge

* missing sample

Eric Zhu · 2025-10-08 16:39:08 +00:00

1c5e607a1f

Python: AzureAI Agent AI Search Sample (#1281 )

* azure ai search sample

* small fix

Giles Odigwe · 2025-10-08 15:52:02 +00:00

334d52f300

Python: bump version and update changelog (#1277 )

* bump version and update changelog

* undo lab package version bump

* add changelog to exclude pattern for links

* fix for ignore path

* exclude file

Eduard van Valkenburg · 2025-10-07 21:41:59 +00:00

8b73b5b1be

Python: [BREAKING] parameter naming and other fixes (#1255 )

* parameter naming and other fixes

* fix test

* fix azure openai responses decorator ordering

* fix test

* fix mypy

* fixes in options handling

* fix tests

* final fixes

* exclude macos tests

* fix model param

Eduard van Valkenburg · 2025-10-07 21:18:48 +00:00

76900f0eab

Python: Add CHANGELOG.md to python folder with all merged PRs since first release (#1205 )

* Initial plan

* Add CHANGELOG.md to python folder with all merged PRs since 1.0.0b251001

Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>

* Update python/CHANGELOG.md

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

* Update python/CHANGELOG.md

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

* fixed headers in changelog

---------

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Copilot · 2025-10-07 18:34:10 +00:00

93577f76b1

Python: Added method to expose agent as MCP server (#1248 )

* Added method to expose agent as MCP server

* Update python/packages/core/agent_framework/_agents.py

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

* Update python/packages/core/agent_framework/_agents.py

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

* Addressed PR feedback

* Updated doc string

---------

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Dmytro Struk · 2025-10-07 17:21:53 +00:00

a45e2ab28e

Python: Add PDF file support to OpenAI content parser with filename mapping (#1121 )

* Add mapping for application media type in OpenAI responses client

* Enhance multimodal input samples: Add PDF testing functionality and fix image sample

* Standardize filename handling and add multimodal samples

- Standardized filename extraction logic between chat and responses clients
- Both clients now omit filename when not provided (no default fallback)
- Added Azure Responses API multimodal sample with PDF support
- Cleaned up Azure Chat sample to focus on supported features only
- Fixed test comment placement for better code documentation
- Updated README with clear API capability differences

* Enhance multimodal input samples with image and PDF handling

- Refactor image and PDF handling in `azure_chat_multimodal.py` and `openai_chat_multimodal.py` to use new utility functions.
- Add `load_sample_pdf` and `create_sample_image` functions for better test asset management.
- Remove redundant code for creating sample images and PDFs.
- Introduce a sample PDF file in `sample_assets` for testing purposes.

* Fix formatting in OpenAI chat client

---------

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

Christian Glessner · 2025-10-07 17:04:33 +00:00

8bb1266020

Python: ollama + azureai openapi samples fix (#1244 )

* ollama + azureai openapi samples fix

* small fix

Giles Odigwe · 2025-10-07 16:14:34 +00:00

1d27b57672

Python: Introduce add_agent functionality and added output_response to AgentExecutor; agent streaming behavior to follow workflow invocation (#1184 )

* refactor AgentExecutor, add output_response flag for switching on or off workflow output for each agent.

* introduce add_agent

* make default agent's streaming to false

* address comments

* fix test

* add is_streaming to RunnerContext and WorkflowContext

* fix add_agent return

* fix tests

* address comments

* resolve conflict

* update to address comments

* fix

Eric Zhu · 2025-10-07 16:11:40 +00:00

d01d9afb92

Python: Sample on integration of Azure OpenAI Responses Client with a local MCP server (#1215 )

* added a sample on integration of Azure OpenAI Responses Client with hosted Model Context Protocol (MCP)

* added additional comments mentioning that the Microsoft Learn MCP server can be replaced by any other desired MCP server

* corrected the MCP server type to local

* added a newline at the end

* Update python/samples/getting_started/agents/azure_openai/azure_responses_client_with_local_mcp.py

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

---------

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Saurabh Vartak · 2025-10-07 07:54:29 +00:00

49f25358d7

Python: added approval_mode and allowed_tools to local MCP (#1203 )

* added approval_mode and allowed_tools to local MCP

* updated docs

Eduard van Valkenburg · 2025-10-07 07:44:08 +00:00

b49395fa3d

docs: update dev.md to fix "Get the Code" section (#1217 )

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

Kim · 2025-10-06 19:53:34 +00:00

66009c617d

Python: OpenAI Clients accepting api_key callback (#1139 )

* openai clients accepting callable

* fixes

* version checks

Giles Odigwe · 2025-10-06 19:51:34 +00:00

4e6ae443cf

Python: updated docstrings (#1225 )

* updated docstrings

* fix tests and mypy

* hosted file search docstring update

* updated versions

Eduard van Valkenburg · 2025-10-06 16:04:39 +00:00

714e7b50d4

Add Devcontainers to allow easy use of the AF repo from github codespaces (#1224 )

* Add dev containers

* Add workspace folder and cs dev extension

* Try other workspace folder format

* Add default solution.

* Move default solution to settings.json

* Fix repo open

* Remove duplicate python codespace and rename folder

* Add recommended C# extensions and a default build task

* Add vscode icons extension by default

* Add python setup and customizations, plus ai studio for all

* Add bash command

* Try running devsetup from workspace folder

* Remove echo and cd

* Change workspace mount

* Change dotnet workspace name

* Revert workspacemount addition

* Try workspace mount to root

* remove trailing slash

* Try workspacefolder with var

* Revert to original approach

* Modify dev containers to work in main repo.

* Remove trailing comma

* Apply suggestion from @Copilot

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---------

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westey · 2025-10-06 14:20:34 +00:00

b839669eee

Python: Standardize docstrings: Use Keyword Args for Settings classes and add environment variable examples (#1202 )

* Initial plan

* Update Settings classes to use Keyword Args and add examples

Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>

* Add examples and env var documentation to chat clients

Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>

* Add env var docs and examples to Responses and AzureAI clients

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* Remove Args from class docstrings where they belong in __init__

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* Add env var docs and examples to Assistants clients

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* updated to keyword args

* Fix incorrect code block formatting in _workflows/_executor.py

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* Fix markdown code blocks in _workflows/_edge.py - use Sphinx format

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* Update _assistants_client.py

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Copilot · 2025-10-06 07:37:34 +00:00

8bd3e11d3e

added missing lib/utils.ts in devui frontend (#1197 )

Co-authored-by: Alex Lavaee <alexlavaee@microsoft.com>

Alex Lavaee · 2025-10-06 07:34:34 +00:00

0cd794abe7

feat: Add name and description support to workflows (#1183 )

Add optional name and description fields to workflows in both Python and .NET implementations, matching the existing agent API pattern.

Python changes:
- Add name/description parameters to WorkflowBuilder.__init__
- Add name/description attributes to Workflow class
- Include name/description in to_dict() serialization
- Add WORKFLOW_NAME and WORKFLOW_DESCRIPTION OTEL attributes
- Add tests in test_serialization.py and test_workflow_observability.py

.NET changes:
- Add Name and Description properties to Workflow and Workflow<T>
- Add WithName() and WithDescription() fluent methods to WorkflowBuilder
- Add WorkflowName and WorkflowDescription OTEL tags
- Add test in WorkflowBuilderSmokeTests.cs

This enables applications like DevUI to display human-readable workflow names (e.g., 'Data Processing Pipeline') instead of auto-generated UUIDs (e.g., 'Workflow 50fdd917').

Fixes: #1181

Victor Dibia · 2025-10-04 15:20:17 +00:00

5a7ca13af6

Python: Introducing AI Function approval (#1131 )

* support for local function approval

* small fix

* fix mypy

* added bigger test scenario's for function calling and approvals

* updated lock

* updated return message for rejection

* fix test

* updated function result content handling

Eduard van Valkenburg · 2025-10-04 15:19:16 +00:00

fd819c6c02

Python: DevUI improvements. (#1091 )

* enable deeplinking in ui, add agent details to entity info, add usage data, add middleware example in samples and foundry agent.

* update ui build

* Update python/packages/devui/frontend/src/components/workflow/workflow-input-form.tsx

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* Update python/packages/devui/pyproject.toml

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* Update python/packages/devui/pyproject.toml

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* imporove mapping for agent nodes and serialiation for agent run events

* lint fixes

* update pyproj toml and ui updates

---------

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Victor Dibia · 2025-10-03 22:22:03 +00:00

01f438d710

Python: Updating python DEV_SETUP to add brew-based uv installation. (#1173 )

* Updating python DEV_SETUP to add brew-based uv installation.

* Apply suggestion from @Copilot

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---------

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Ben Thomas · 2025-10-03 20:57:12 +00:00

54b35e76ed

docs: Update References to Agent2Agent protocol to use correct terminology (#1162 )

Should be `Agent2Agent Protocol` not `Agent-to-Agent` unless talking about general agent to agent communication

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

Holt Skinner · 2025-10-03 19:10:05 +00:00

50c532b4ae

Python: Default DevUI workflows to string input when start node is auto-wrapped agent (#1143 )

* DevUI workflows default to string input when start node is AgentExecutor

* Remove unnecessary sample

* Fix lint issue

Evan Mattson · 2025-10-03 08:11:38 +00:00

c543dbaa92

docs: add missing pre flag (#1130 )

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

Vincent Koc · 2025-10-02 18:50:47 +00:00

2696de7428

Python: updated docstrings of all _files (#1107 )

* updated docstrings of all _files

* fix mypy

* fixed codeblocks in workflows and some other files

---------

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

Eduard van Valkenburg · 2025-10-02 16:18:58 +00:00

8b80a03fbb

Python: Added Ollama example using OpenAIChatClient (#1100 )

* Added Ollama example using OpenAIChatClient

* Small improvement

Dmytro Struk · 2025-10-02 15:14:29 +00:00

c7f20c8ec5

Python: Fix Azure AI Getting Started samples: Improve documentation and code readability (#1089 )

* Initial plan

* Fix Azure AI samples: Add dotenv support, fix async input, improve docs

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

* Remove dotenv.load_dotenv() and revert async input() changes per review feedback

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Copilot · 2025-10-02 03:22:44 +00:00

07db91174b

237 Commits