agent-framework

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

Evan Mattson · 2025-12-17 00:04:00 +00:00

python-1.0.0b251216 6adcac2e97

[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

Tao Chen · 2025-12-16 23:38:33 +00:00

8fca71e5ad

Python: Switch to new "run" method name. (#2890 )

* Switch to `run` method.

* Add support for deprecated `run_agent`.

* Fix entity method name.

* Fix method name and improve tests.

* Update comment.

* Update Python CHANGELOG.

Phillip Hoff · 2025-12-16 22:08:12 +00:00

2bde58f915

.NET: Switch to new "Run" method name. (#2843 )

* Switch to new "RunAgent" method name.

* Try to disable false positive naming warning.

* Add comment about disabled warnings.

* Rename `RunAgent` to just `Run`.

* Update CHANGELOG.

Phillip Hoff · 2025-12-16 22:07:59 +00:00

03a403d2fa

Updated package versions (#2913 )

Dmytro Struk · 2025-12-16 18:51:44 +00:00

e319707058

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

Giles Odigwe · 2025-12-16 18:23:37 +00:00

54f482df73

.NET: Add TTLs to durable agent sessions (#2679 )

* .NET: Add TTLs to durable agent sessions

* Remove unnecessary async

* PR feedback: clarify UTC

* PR feedback: limit minimum signal delay to <= 5 minutes

* PR feedback: Fix TTL disablement

* Linter: use auto-property

* Fix build break from OpenAI SDK change

* Updated CHANGELOG.md

* PR feedback

* Reduce default TTL to 14 days to work around DTS bug

Chris Gillum · 2025-12-16 18:11:44 +00:00

754dfb2c9d

.NET: Cosmos DB UT Fast Skip (For Non-Configured Local envs) (#2906 )

* Cosmos DB UT Fast Skip (Non-Configured Local envs) + Long running UT skip in pipeline when no CosmosDB changes happened

* Force a CosmosDB source code change to trigger the pipeline

* Address possible string boolean mismatch

* Add debug

* Enabling emulator always when running IT

Roger Barreto · 2025-12-16 17:37:41 +00:00

b15466f058

Skip failing IT (#2904 )

Roger Barreto · 2025-12-16 17:21:22 +00:00

3a7047f6e4

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>

Nico Möller · 2025-12-16 15:02:38 +00:00

2f06fe557a

Bump actions/upload-artifact from 5 to 6 (#2860 )

Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 5 to 6.
- [Release notes](https://github.com/actions/upload-artifact/releases)
- [Commits](https://github.com/actions/upload-artifact/compare/v5...v6)

---
updated-dependencies:
- dependency-name: actions/upload-artifact
  dependency-version: '6'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

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dependabot[bot] · 2025-12-16 13:39:56 +00:00

1dbf3fd5cf

Bump actions/cache from 4 to 5 (#2861 )

Bumps [actions/cache](https://github.com/actions/cache) from 4 to 5.
- [Release notes](https://github.com/actions/cache/releases)
- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)
- [Commits](https://github.com/actions/cache/compare/v4...v5)

---
updated-dependencies:
- dependency-name: actions/cache
  dependency-version: '5'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

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dependabot[bot] · 2025-12-16 13:37:15 +00:00

0132cf65e4

Bump actions/download-artifact from 6 to 7 (#2862 )

Bumps [actions/download-artifact](https://github.com/actions/download-artifact) from 6 to 7.
- [Release notes](https://github.com/actions/download-artifact/releases)
- [Commits](https://github.com/actions/download-artifact/compare/v6...v7)

---
updated-dependencies:
- dependency-name: actions/download-artifact
  dependency-version: '7'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

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dependabot[bot] · 2025-12-16 13:36:56 +00:00

a53a3c7af8

.NET: Update to latest Azure.AI.*, OpenAI, and M.E.AI* (#2850 )

* Update to latest Azure.AI.*, OpenAI, and M.E.AI*

Absorb breaking changes in Responses surface area

* Update dotnet/samples/AgentWebChat/AgentWebChat.AgentHost/Utilities/ChatClientExtensions.cs

* Update dotnet/samples/AgentWebChat/AgentWebChat.AgentHost/Utilities/ChatClientExtensions.cs

* Update dotnet/samples/AgentWebChat/AgentWebChat.AgentHost/Utilities/ChatClientExtensions.cs

* Update dotnet/samples/GettingStarted/AgentWithOpenAI/Agent_OpenAI_Step04_CreateFromOpenAIResponseClient/Program.cs

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

* Using patch to remove the model is necessary, updated the response client to actually use the the ForAgent

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Roger Barreto <19890735+rogerbarreto@users.noreply.github.com>

Stephen Toub · 2025-12-16 12:41:20 +00:00

3c322c91e7

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

Evan Mattson · 2025-12-16 09:52:59 +00:00

958a488f96

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

Evan Mattson · 2025-12-16 09:52:52 +00:00

11d6dcfe80

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

Eduard van Valkenburg · 2025-12-16 06:56:30 +00:00

3139347526

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>

刘邦学AI · 2025-12-16 01:31:26 +00:00

3c379718e9

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

Evan Mattson · 2025-12-16 01:14:26 +00:00

a7298757f5

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

Update OpenAIResponses.yaml to match AgentSchema (#2598 )

1. Update `connection` child types --  `kind: ApiKey` to `kind: key` otherwise schema will fail: https://microsoft.github.io/AgentSchema/reference/apikeyconnection/

2.  Update `outputSchema`'s `PropertySchema` to be `kind` instead of `type` otherwise schema will fail: https://microsoft.github.io/AgentSchema/reference/propertyschema/

Richard Ortega · 2025-12-12 07:55:01 +00:00

e008144187

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

.NET: adds support for labels in edges, fixes rendering of labels in dot a… (#1507 )

* adds support for labels in edges,  fixes rendering of labels in dot and mermaid, adds rendering of labels in edges

* Update dotnet/src/Microsoft.Agents.AI.Workflows/Visualization/WorkflowVisualizer.cs

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

* escaping edge labels, adding tests for labels containing strange characters that would break the diagram and enabling the previous signature so the API has backwards compatibility.

* Unify label in EdgeData

* Edge API adjustments, removed useless "sanitizer"

* fixed test

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Jacob Alber <jaalber@microsoft.com>
Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>

Jose Luis Latorre Millas · 2025-12-12 00:31:45 +00:00

eb1117fff4

Bump actions/checkout from 5 to 6 (#2404 )

Bumps [actions/checkout](https://github.com/actions/checkout) from 5 to 6.
- [Release notes](https://github.com/actions/checkout/releases)
- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
- [Commits](https://github.com/actions/checkout/compare/v5...v6)

---
updated-dependencies:
- dependency-name: actions/checkout
  dependency-version: '6'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

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dependabot[bot] · 2025-12-11 18:43:52 +00:00

python-1.0.0b251211 16230d3b20

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

Bump Azure.AI.AgentServer.AgentFramework from 1.0.0-beta.4 to 1.0.0-beta.5 (#2778 )

---
updated-dependencies:
- dependency-name: Azure.AI.AgentServer.AgentFramework
  dependency-version: 1.0.0-beta.5
  dependency-type: direct:production
  update-type: version-update:semver-patch
- dependency-name: Azure.AI.AgentServer.AgentFramework
  dependency-version: 1.0.0-beta.5
  dependency-type: direct:production
  update-type: version-update:semver-patch
- dependency-name: Azure.AI.AgentServer.AgentFramework
  dependency-version: 1.0.0-beta.5
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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dependabot[bot] · 2025-12-11 14:08:20 +00:00

8bb9927f3c

Bump Azure.Identity from 1.17.0 to 1.17.1 (#2780 )

---
updated-dependencies:
- dependency-name: Azure.Identity
  dependency-version: 1.17.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
- dependency-name: Azure.Identity
  dependency-version: 1.17.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
- dependency-name: Azure.Identity
  dependency-version: 1.17.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
- dependency-name: Azure.Identity
  dependency-version: 1.17.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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dependabot[bot] · 2025-12-11 11:04:22 +00:00

194486c4cc

Bump AWSSDK.Extensions.Bedrock.MEAI from 4.0.4.7 to 4.0.4.11 (#2777 )

---
updated-dependencies:
- dependency-name: AWSSDK.Extensions.Bedrock.MEAI
  dependency-version: 4.0.4.11
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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dependabot[bot] · 2025-12-11 11:01:19 +00:00

0413f4220a

.NET: Add Conversation State Sample (Step05) (#2697 )

* Initial plan

* Add Agent_OpenAI_Step05_Conversation sample for conversation state management

Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>

* Update Program.cs comment to accurately describe the sample

Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>

* Update the code to use the ConversationClient more in line with the samples in OpenAI

* Apply suggestions from code review

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

* Changing sample to use ChatClientAgent and conversationId in GetNewThread

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

Copilot · 2025-12-11 10:58:42 +00:00

67e83042cf

code ql sm04598 (#2723 )

Co-authored-by: Mark Wallace <127216156+markwallace-microsoft@users.noreply.github.com>

Korolev Dmitry · 2025-12-11 10:34:58 +00:00

5da1c2fd4c

.NET: [BREAKING] Prevent nulls in AIAgent property (#2719 )

* prevent nulls in AIAgent property

* address feedback

SergeyMenshykh · 2025-12-11 09:50:25 +00:00

989b6ebe71

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

Update Microsoft.Extensions.AI.* packages to 10.1.0 (#2735 )

* Initial plan

* Update Microsoft.Extensions.AI dependencies to latest versions (10.1.0)

Co-authored-by: stephentoub <2642209+stephentoub@users.noreply.github.com>

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
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Copilot · 2025-12-10 19:04:05 +00:00

638fbb5f03

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>

---------

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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

.NET: use valid Gemini model (#2695 )

* use proper Gemini model

* use named parameters

---------

Co-authored-by: Roger Barreto <19890735+rogerbarreto@users.noreply.github.com>

Jochen Kirstätter · 2025-12-10 12:23:06 +00:00

0d9ae1920d

.NET: Add LoggingAgent wrapper for ILogger-based observability (#2701 )

* Initial plan

* Add LoggingAgent class and UseLogging extension method

Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>

* Add unit tests for LoggingAgent and fix JSON serialization error handling

Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>

* Add comments explaining unreachable code in test async iterators

Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>

* Fix file encoding - add UTF-8 BOM to all C# files

Co-authored-by: rogerbarreto <19890735+rogerbarreto@users.noreply.github.com>

* Address Format issues

* Addres format

* Break up extensions in dedicated files

* Adjust class names

* Add xmldoc info

---------

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Copilot · 2025-12-10 12:17:01 +00:00

90964acd2d

.NET: Update the migration guidelines with latest changes (#2703 )

* Update the migration guidelines with latest changes

* Update code interpreter sample

Roger Barreto · 2025-12-10 11:57:10 +00:00

1949193a2e

Bump AWSSDK.Extensions.Bedrock.MEAI from 4.0.4.6 to 4.0.4.7 (#2173 )

---
updated-dependencies:
- dependency-name: AWSSDK.Extensions.Bedrock.MEAI
  dependency-version: 4.0.4.7
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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dependabot[bot] · 2025-12-10 11:42:42 +00:00

bc8dbe4b05

Update analyzers for .NET 10 SDK (#2611 )

Stephen Toub · 2025-12-10 10:34:56 +00:00

b01fd23cd2

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

Bump Aspire.Hosting.Azure.CognitiveServices from 13.0.1 to 13.0.2 (#2624 )

---
updated-dependencies:
- dependency-name: Aspire.Hosting.Azure.CognitiveServices
  dependency-version: 13.0.2
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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dependabot[bot] · 2025-12-10 09:32:11 +00:00

7be860e4c4

Bump Aspire.Hosting.AppHost from 13.0.1 to 13.0.2 (#2623 )

---
updated-dependencies:
- dependency-name: Aspire.Hosting.AppHost
  dependency-version: 13.0.2
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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dependabot[bot] · 2025-12-10 09:32:04 +00:00

1dce2581b8

Bump Aspire.Microsoft.Azure.Cosmos from 13.0.1 to 13.0.2 (#2625 )

---
updated-dependencies:
- dependency-name: Aspire.Microsoft.Azure.Cosmos
  dependency-version: 13.0.2
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>

dependabot[bot] · 2025-12-10 09:31:10 +00:00

9313168eeb

1115 Commits