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119 Commits
Author SHA1 Message Date
Evan MattsonandGitHub 7b8777d1fc Python: add(azure-ai): support reasoning config for AzureAIClient (#3403) 
* add(azure-ai): support reasoning config for AzureAIClient

* Update sample

* Merge main

* improvements

* improve sample
 2026-01-23 09:37:23 +00:00
Giles OdigweandGitHub a97bc322ac Python: Azure AI mapping HostedImageGenerationTool to ImageGenTool (#3263) 
* azureai image gen sample fix

* mypy fixes

* addressed comments + mapping updates

* image model fix

* content type fix
 2026-01-23 06:11:16 +00:00
Giles OdigweandGitHub 88e0ee1a2c Python: Fix local MCP tools with AzureAIProjectAgentProvider (#3315) 
* azureai v2 local mcp fix

* addressed copilot comments
 2026-01-21 12:43:05 +00:00
Eduard van ValkenburgandGitHub 83e6229c11 Python: [Breaking] Simplified Content types to a single class with classmethod constructors. (#3252) 
* ported Content to a new model

* fixed linting

* fixes

* fixed data format handling

* fix for 3.10 mypy

* fix

* fix int test
 2026-01-20 22:09:39 +00:00
Dmytro StrukandGitHub 83e8965c8e Python: [BREAKING] Make response_format validation errors visible to users (#3274) 
* Make response_format validation errors visible to users

* Small fix

* Addressed comments
 2026-01-19 17:20:46 +00:00
Dmytro StrukGitHubCopilot
 		3243652df6 Python: Filter conversation_id when passing kwargs to agent as tool (#3266) 
* Filter conversation_id when passing kwargs to agent as tool

* Small fix

* Update python/samples/getting_started/agents/azure_ai/README.md

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

* Update python/samples/getting_started/agents/openai/openai_responses_client_with_agent_as_tool.py

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

* Update python/samples/getting_started/agents/azure_ai/azure_ai_with_agent_as_tool.py

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

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
 2026-01-19 12:54:06 +00:00
Dmytro StrukandGitHub 915df3b404 Python: Added rai_config to Azure AI agent creation (#3265) 
* Add kwargs to create_agent method

* Added test for kwargs

* Addressed comment

* Added doc string
 2026-01-19 12:51:27 +00:00
Dmytro StrukandGitHub 5687e13221 Python: [BREAKING] Renamed create_agent to as_agent (#3249) 
* Renamed create_agent to as_agent

* Override for as_agent

* Added override
 2026-01-16 19:21:52 +00:00
Dmytro StrukandGitHub b773830e4b Create/Get Agent API - fixes and example improvements (#3246) 2026-01-16 04:36:34 +00:00
Dmytro StrukandGitHub b5ca0c8eda Python: Create/Get Agent API for OpenAI Assistants (#3208) 
* Added provider implementation

* Added example with response format

* Small improvements
 2026-01-15 22:52:32 +00:00
Dmytro StrukandGitHub 48d124efbe Python: Create/Get Agent API for Azure V1 (#3192) 
* Added provider implementation for Azure AI V1

* Small fixes

* Fixed OpenAPI example

* Fixed local MCP example

* Fixed hosted MCP example

* Fixed file search sample

* Small fixes

* Resolved comments

* Doc updates
 2026-01-15 22:19:03 +00:00
Evan MattsonandGitHub 15d0c34d9f Python: Properly configure structured outputs based on new options dict (#3213) 
* Properly configure structured outputs based on new options dict

* Fix mypy
 2026-01-15 11:41:46 +09:00
Giles OdigweandGitHub 9b9a0f178c Python: Added AzureAI sample for downloading code interpreter generated files (#3189) 
* added azure ai code interpreter file download sample

* copilot fix suggestions

* function name fixes + readme update

* small fix
 2026-01-14 22:50:07 +00:00
Dmytro StrukGitHubCopilot
 		99c5718696 Python: Create/Get Agent API for Azure V2 (#3059) 
* Added get_agent method to Azure AI V2

* Small fixes

* Small fix

* Removed AzureAIAgentProvider

* Added create_agent method

* Small fixes

* Fixed code interpreter tool mapping

* Added agent provider for V2 client

* Updated response format handling

* Added provider example

* Fixed errors

* Update python/samples/getting_started/agents/azure_ai/README.md

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

* Small fix

* Updates from merge

* Resolved comments

* Resolved comments

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
 2026-01-14 19:35:01 +00:00
Eduard van ValkenburgandGitHub d8cf8361bd renamed all (#3207) 2026-01-14 05:54:07 +00:00
Eduard van ValkenburgandGitHub 3e97425245 Python: [BREAKING]: Introducing Options as TypedDict and Generic (#3140) 
* WIP typeddict for options

* updated all clients and ChatAgents

* updated everything

* added ADR

* fix mypy

* proper typevar imports

* fixed import

* fixed other imports

* slight update in the sample

* updated from feedback

* fixes

* fixed missing covariants and test fixes

* fixed typing

* updated anthropic thinking config

* ruff fixes

* fixed int tests

* fix tests and mypy

* updated integration tests

* updated docstring and test fix

* improved options handling in obser

* mypy fix

* updated a host of integration tests

* fix tests

* bedrock fix
 2026-01-13 16:41:05 +00:00
Eduard van ValkenburgandGitHub 203fb7b1c4 Python: [BREAKING]: removed display_name, renamed context_providers, middleware and AggregateContextProvider (#3139) 
* removed display_name, renamed context_providers, middleware and AggregateContextProvider

* fixes

* fixed test

* testfix

* removed mistakenly put back test

* updated new test

* rename middlewares to middleware

* middleware fixes
 2026-01-13 02:24:07 +00:00
Giles OdigweandGitHub ef44fb4960 azureai direct a2a endpoint support (#3127) 2026-01-12 22:03:04 +00:00
Dina Suehiro JonesandGitHub 3a5fe31263 Fix Ollama model env var in documentation (#3156) 
Signed-off-by: Dina Suehiro Jones <dina.s.jones@intel.com>
 2026-01-12 14:15:49 +00:00
CopilotGitHubeavanvalkenburgcopilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>eavanvalkenburg
 		3f7ea350dc Python: Add tool call/result content types and update connectors and samples (#2971) 
* Add new AI content types and image tool support

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

* Add Python content types for tool calls/results and image generation tool support

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

* Address review feedback for tool content and samples

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

* Tighten image generation typing and sample tools list

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

* Align image generation output typing

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

* Handle MCP naming, image options mapping, and connector tool content

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

* Allow MCP call in function approval request

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

* Remove raw image_generation tool remapping

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

* Restore Anthropic tool_use to function calls unless code execution

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

* Fix lint issues for hosted file docstring and MCP parsing

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

* Import ChatResponse types in Anthropic client

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

* Fix Anthropics citation type imports and MCP typing for handoff/tools

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

* Skip lightning tests without agentlightning and fix function call import

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

* fix lint on lab package

* rebuilt anthropic parsing

* redid anthropic parsing

* typo

* updated parsing and added missing docstrings

* fix tests

* mypy fixes

* second mypy fix

* add new class to other samples

---------

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: eavanvalkenburg <github@vanvalkenburg.eu>
 2026-01-08 19:46:32 +00:00
Giles OdigweandGitHub ea370f8ff6 sharepoint sample fix (#3108) 2026-01-06 22:57:54 +00:00
SuperKenVeryandGitHub 85d70f01f6 Python: Preserve reasoning blocks with OpenRouter (#2950) 
* Preserve reasoning blocks with OpenRouter

* Put encrypted reasoning in TextReasoningContent

* Remove unneccessary change

* Fix docs

* Support streaming

* Fix handling None in TextReasoningContent.text
 2025-12-19 17:03:19 +00:00
Evan MattsonandGitHub 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
Giles OdigweandGitHub d5527982b6 Python: Azure AI Agent with Bing Grounding Citations Sample (#2892) 
* bing grounding sample with citations

* small fix

* fix
 2025-12-17 00:43:38 +00:00
Nico MöllerGitHubCopilotEduard van Valkenburg
 		2f06fe557a Python : Ollama Connector for Agent Framework (#1104) 
* Initial Commit for Olama Connector

* Added Olama Sample

* Add Sample & Fixed Open Telemetry

* Fixed Spelling from Olama to Ollama

* remove"opentelemetry-semantic-conventions-ai ~=0.4.13" since its handled in a different pr

* Added Tool Calling

* Finalizing test cases

* Adjust samples to be more reliable

* Update python/packages/ollama/agent_framework_ollama/_chat_client.py

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

* Update python/packages/ollama/pyproject.toml

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

* Update python/packages/ollama/tests/test_ollama_chat_client.py

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

* Update python/packages/ollama/agent_framework_ollama/_chat_client.py

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

* Improved Docstrings & Sample

* Update python/packages/ollama/agent_framework_ollama/_chat_client.py

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

* Integrate PR Feedback
- Divided Streaming and Non-Streaming into independent Methods
- Catch Ollama Validation Error
- Add OTEL Provider Name
- Checked Ollama Messages
- Add Usage Statistics

* Revert setting, so it can be none

* Validate Message formatting between AF and Ollama

* Catch Ollama Error and raise a ServiceResponse Error

* Fix mypy error

* remove .vscode comma

* Add Reasoning support & adjust to new structure

* Add Ollama Multimodality and Reasoning

* Add test cases for reasoning

* Add Tests for Error Handling in Ollama Client

* Update python/samples/getting_started/multimodal_input/ollama_chat_multimodal.py

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

* Integrated Copilot Feedback

* Implement first PR Feedback

* Adjust Readme files for examples

* Adjust argument passing via additional chat options

* Implemented PR Feedback

* Removing Ollama Package from Core and moving samples

* Fix Link & Adding Samples to Main Sample Readme

* Fixing Links in Readme

* Moved Multimodal and Chat Example

* Fixed Link in ChatClient to Ollama

* Fix AgentFramework Links in Ollama Project

* Fix observability breaking change

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>
 2025-12-16 15:02:38 +00:00
Evan MattsonandGitHub 3481914981 Capture file IDs from code interpreter in streaming responses (#2741) 2025-12-11 07:30:19 +00:00
Giles OdigweandGitHub b55095f0fb azureai image gen sample update (#2709) 2025-12-09 13:50:04 +00:00
Dmytro StrukandGitHub cfcb71334a Renamed async_credential to credential (#2648) 2025-12-08 01:21:18 +00:00
Giles OdigweandGitHub 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
Giles OdigweandGitHub 365e438981 Python: AzureAI Local MCP Sample (#2616) 
* added azure ai local mcp sample

* small fix

* handling for local mcp

* remove redundant local mcp handling
 2025-12-04 19:10:00 +00:00
Dmytro StrukGitHubCopilot
 		5d8be5836c Python: Added support for application endpoints in Azure AI client (#2460) 
* Added support for application endpoints in Azure AI client

* Fixed tests

* Update python/samples/getting_started/agents/azure_ai/azure_ai_with_application_endpoint.py

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

* Addressed comments

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
 2025-11-25 19:32:55 +00:00
Dmytro StrukandGitHub b8260ae24c Python: [BREAKING] Removed default "store" value (#2443) 
* Removed default store value

* Small fix
 2025-11-25 17:53:08 +00:00
Evan MattsonandGitHub 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
Giles OdigweandGitHub e303cc963d Python: AzureAI OpenAPI + Memory Search Samples (#2390) 
* openapi + memory search samples

* readme update

* memory store name fix
 2025-11-25 01:17:14 +00:00
Eduard van ValkenburgandGitHub 9f43108ef1 Python: renamed ai search and cleanup of samples and unified import logic (#2369) 
* renamed ai search and cleanup of samples and unified import logic

* fixed error messages

* fixed folder name

* remove old samples from readme
 2025-11-24 17:06:22 +00:00
Giles OdigweandGitHub ec08ee541d a2a sample update (#2391) 2025-11-24 10:57:00 +00:00
Dmytro StrukGitHubCopilot
 		ee8936d514 Python: Integration tests for Azure AI client and fixes in samples (#2387) 
* Added integration tests

* Update python/packages/azure-ai/tests/test_azure_ai_client.py

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

* Small fixes in samples

* Small fix

* Small fix

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
 2025-11-22 00:31:57 +00:00
Bryan OstdiekGitHubCopilot
 		d18ce24bf8 Python: feat(mcp): add full _meta field support for CallToolResult objects (#2286) 
* feat(mcp): add full _meta field support for CallToolResult objects

- Extract and preserve complete _meta field from MCP CallToolResult responses
- Merge metadata into additional_properties of converted content items
- Handle isError field for proper error state integration
- Support arbitrary metadata like token usage, costs, and performance metrics
- Maintain backward compatibility with existing tool execution workflows
- Add comprehensive test coverage for all metadata scenarios including edge cases
- Update documentation with metadata handling examples and patterns

Fixes protocol compliance violation where _meta fields were being dropped,
enables proper monitoring and cost tracking of MCP tool usage.

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

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

* Clarify MCP _meta field test to use generic example metadata

- Updated test_mcp_call_tool_result_with_meta_arbitrary_data to use arbitrary metadata fields
- Added comments to emphasize that _meta structure is server-specific and not standardized

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
 2025-11-21 08:43:24 +00:00
Evan MattsonandGitHub 5bdf8a774a Sample to show passing in JSON schema for structured outputs (#2362) 2025-11-21 01:42:46 +00:00
Farzad SunavalaGitHubClaudeFarzad Sunavala <farzad.sunavala.enovate.ai>farzad528
 		04e711cd55 Python: Feature/azure ai search agentic rag (search as separate package) (#2328) 
* Python: Fix pyright errors and move search provider to core (#1546)

* address pablo coments

* update azure ai search pypi version to latest prev

* init update

* Fix MyPy type annotation errors in search provider

- Add type annotation to DEFAULT_CONTEXT_PROMPT
- Add type annotation to vectorizable_fields
- Add union type annotation to vector_queries

* Fix DEFAULT_CONTEXT_PROMPT MyPy error and update test

- Rename DEFAULT_CONTEXT_PROMPT to _DEFAULT_SEARCH_CONTEXT_PROMPT to avoid conflict with base class Final variable
- Update test to use new constant name
- All core package tests passing (1123 passed)

* Python: Move Azure AI Search to separate package per PR feedback

Addresses reviewer feedback from PR #1546 by isolating the beta dependency
(azure-search-documents==11.7.0b2) into a new agent-framework-aisearch package.

Changes:
- Created new agent-framework-aisearch package with complete structure
- Moved AzureAISearchContextProvider from core to aisearch package
- Added AzureAISearchSettings class for environment variable auto-loading
- Added support for direct API key string (auto-converts to AzureKeyCredential)
- Added azure_openai_api_key parameter for Knowledge Base authentication
- Updated embedding_function type to Callable[[str], Awaitable[list[float]]]
- Moved Role import to top-level imports
- Maintained lazy loading through agent_framework.azure module
- Removed beta dependency from core package
- Updated all tests to use new package location
- All quality checks pass: ruff format/lint, pyright, mypy (0 errors)
- All 21 unit tests pass with 59% coverage

Semantic search mode verified working with both API key and managed identity authentication.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* Python: Clarify top_k parameter only applies to semantic mode

Updated documentation to clarify that the top_k parameter only affects
semantic search mode. In agentic mode, the server-side Knowledge Base
determines retrieval based on query complexity and reasoning effort.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* Python: Add Knowledge Base output mode and retrieval reasoning effort parameters

Added support for configurable Knowledge Base behavior in agentic mode:

- knowledge_base_output_mode: "extractive_data" (default) or "answer_synthesis"
  Some knowledge sources require answer_synthesis mode for proper functionality.

- retrieval_reasoning_effort: "minimal" (default), "medium", or "low"
  Controls query planning complexity and multi-hop reasoning depth.

These parameters give users fine-grained control over Knowledge Base behavior
and enable support for knowledge sources that require answer synthesis.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* effort and outputmode query params

* Address PR review feedback for Azure AI Search context provider

* comments eduward

* ed latest comments

---------

Co-authored-by: Farzad Sunavala <farzad.sunavala.enovate.ai>
Co-authored-by: farzad528 <farzad528@users.noreply.github.com>
Co-authored-by: Claude <noreply@anthropic.com>
 2025-11-20 22:34:46 +00:00
Brandon McConnellGitHubCopilot
 		79bb87061b Python: Clean up imports (#2318) 
* chore: tidy imports

* Update python/packages/azurefunctions/agent_framework_azurefunctions/_errors.py

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

* Update python/packages/azurefunctions/agent_framework_azurefunctions/_callbacks.py

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

* chore: revert stub file change

* chore: trigger pre-commit hook, re-add `annotations` import

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
 2025-11-19 23:41:01 +00:00
Giles OdigweandGitHub d5165e2532 Python: Added Foundry Sample for A2A + SharePoint Samples (#2313) 
* a2a + sharepoint samples

* small fixes
 2025-11-19 11:13:47 +00:00
Eduard van ValkenburgandGitHub 8a7260140a Python: Anthropic foundry (#2302) 
* added anthropic foundry sample

* updated readme

* typo
 2025-11-18 16:03:40 +00:00
Dmytro StrukandGitHub ea066771d9 Python: Updated documentation for Azure AI (#2280) 
* Updated documentation for Azure AI

* Small fixes
 2025-11-17 19:14:07 +00:00
Eduard van ValkenburgandGitHub fcc3f1b6c0 Python: fix anthropic code interpreter tool repr (#2244) 
* fix anthropic code interpreter tool repr

* fixes

* added skills and sample

* test fix

* add new sample to readme

* fixes tests
 2025-11-17 10:06:10 +00:00
Giles OdigweGitHubDmytro Struk
 		c1786b38a7 Python: Added Bing Custom Search Sample using HostedWebSearchTool (#2226) 
* custom search sample using hostedwebsearch

* small fixes

* Update python/samples/getting_started/agents/azure_ai_agent/azure_ai_with_bing_custom_search.py

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

---------

Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com>
 2025-11-14 19:12:51 +00:00
Giles OdigweandGitHub 8b3732795c Python: Added Fabric and Browser Automation Samples (#2207) 
* fabric + browser automation

* tool type fixes
 2025-11-14 19:00:22 +00:00
Dmytro StrukandGitHub 8458b4ade7 Agent name as required for AzureAIClient (#2198) 2025-11-14 01:17:50 +00:00
Guy GregoryGitHubCopilot
 		15d0bda8a2 Python: Added an Azure OpenAI Responses API Hosted MCP sample (#2108) 
* Add files via upload

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

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

* Updated README.md

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
 2025-11-13 22:44:49 +00:00
Giles OdigweandGitHub f04f5ef297 Python: Added Samples for Bing Grounding and Custom Search (#2200) 
* bing grounding and custom search samples

* readme
 2025-11-13 21:57:16 +00:00