test

.github/.linkspector.yml

@@ -0,0 +1,32 @@
+dirs:
+  - .
+excludedFiles:
+  - ./python/CHANGELOG.md
+ignorePatterns:
+  - pattern: "/github/"
+  - pattern: "./actions"
+  - pattern: "./blob"
+  - pattern: "./issues"
+  - pattern: "./discussions"
+  - pattern: "./pulls"
+  - pattern: "https:\/\/platform.openai.com"
+  - pattern: "http:\/\/localhost"
+  - pattern: "http:\/\/127.0.0.1"
+  - pattern: "https:\/\/localhost"
+  - pattern: "https:\/\/127.0.0.1"
+  - pattern: "0001-spec.md"
+  - pattern: "0001-madr-architecture-decisions.md"
+  - pattern: "https://api.powerplatform.com/.default"
+  - pattern: "https://your-resource.openai.azure.com/"
+  - pattern: "http://host.docker.internal"
+  - pattern: "https://openai.github.io/openai-agents-js/openai/agents/classes/"
+# excludedDirs:
+  # Folders which include links to localhost, since it's not ignored with regular expressions
+baseUrl: https://github.com/microsoft/agent-framework/
+aliveStatusCodes:
+  - 200
+  - 206
+  - 429
+  - 500
+  - 503
+useGitIgnore: true

.github/CODEOWNERS

@@ -0,0 +1,4 @@
+# Code ownership assignments
+# https://docs.github.com/repositories/managing-your-repositorys-settings-and-features/customizing-your-repository/about-code-owners
+
+python/packages/azurefunctions/ @microsoft/agentframework-durabletask-developers

.github/ISSUE_TEMPLATE/config.yml

@@ -0,0 +1,8 @@
+blank_issues_enabled: true
+contact_links:
+  - name: Documentation
+    url: https://aka.ms/agent-framework
+    about: Check out the official documentation for guides and API reference.
+  - name: Discussions
+    url: https://github.com/microsoft/agent-framework/discussions
+    about: Ask questions about Agent Framework.

.github/ISSUE_TEMPLATE/dotnet-issue.yml

@@ -0,0 +1,70 @@
+name: .NET Bug Report
+description: Report a bug in the Agent Framework .NET SDK
+title: ".NET: [Bug]: "
+labels: ["bug", ".NET"]
+type: bug
+body:
+  - type: textarea
+    id: description
+    attributes:
+      label: Description
+      description: Please provide a clear and detailed description of the bug.
+      placeholder: |
+        - What happened?
+        - What did you expect to happen?
+        - Steps to reproduce the issue
+    validations:
+      required: true
+
+  - type: textarea
+    id: code-sample
+    attributes:
+      label: Code Sample
+      description: If applicable, provide a minimal code sample that demonstrates the issue.
+      placeholder: |
+        ```csharp
+        // Your code here
+        ```
+      render: markdown
+    validations:
+      required: false
+
+  - type: textarea
+    id: error-messages
+    attributes:
+      label: Error Messages / Stack Traces
+      description: Include any error messages or stack traces you received.
+      placeholder: |
+        ```
+        Paste error messages or stack traces here
+        ```
+      render: markdown
+    validations:
+      required: false
+
+  - type: input
+    id: dotnet-packages
+    attributes:
+      label: Package Versions
+      description: List the Microsoft.Agents.* packages and versions you are using
+      placeholder: "e.g., Microsoft.Agents.AI.Abstractions: 1.0.0, Microsoft.Agents.AI.OpenAI: 1.0.0"
+    validations:
+      required: true
+
+  - type: input
+    id: dotnet-version
+    attributes:
+      label: .NET Version
+      description: What version of .NET are you using?
+      placeholder: "e.g., .NET 8.0"
+    validations:
+      required: false
+
+  - type: textarea
+    id: additional-context
+    attributes:
+      label: Additional Context
+      description: Add any other context or screenshots that might be helpful.
+      placeholder: "Any additional information..."
+    validations:
+      required: false

.github/ISSUE_TEMPLATE/feature-request.yml

@@ -0,0 +1,51 @@
+name: Feature Request
+description: Request a new feature for Microsoft Agent Framework
+title: "[Feature]: "
+type: feature
+body:
+
+  - type: textarea
+    id: description
+    attributes:
+      label: Description
+      description: Please describe the feature you'd like and why it would be useful.
+      placeholder: |
+        Describe the feature you're requesting:
+        - What problem does it solve?
+        - What would the expected behavior be?
+        - Are there any alternatives you've considered?
+    validations:
+      required: true
+
+  - type: textarea
+    id: code-sample
+    attributes:
+      label: Code Sample
+      description: If applicable, provide a code sample showing how you'd like to use this feature.
+      placeholder: |
+        ```python
+        # Your code here
+        ```
+
+        or
+
+        ```csharp
+        // Your code here
+        ```
+      render: markdown
+    validations:
+      required: false
+
+  - type: dropdown
+    id: language
+    attributes:
+      label: Language/SDK
+      description: Which language/SDK does this feature apply to?
+      options:
+        - Both
+        - .NET
+        - Python
+        - Other / Not Applicable
+      default: 0
+    validations:
+      required: false

.github/ISSUE_TEMPLATE/python-issue.yml

@@ -0,0 +1,70 @@
+name: Python Bug Report
+description: Report a bug in the Agent Framework Python SDK
+title: "Python: [Bug]: "
+labels: ["bug", "Python"]
+type: bug
+body:
+  - type: textarea
+    id: description
+    attributes:
+      label: Description
+      description: Please provide a clear and detailed description of the bug.
+      placeholder: |
+        - What happened?
+        - What did you expect to happen?
+        - Steps to reproduce the issue
+    validations:
+      required: true
+
+  - type: textarea
+    id: code-sample
+    attributes:
+      label: Code Sample
+      description: If applicable, provide a minimal code sample that demonstrates the issue.
+      placeholder: |
+        ```python
+        # Your code here
+        ```
+      render: markdown
+    validations:
+      required: false
+
+  - type: textarea
+    id: error-messages
+    attributes:
+      label: Error Messages / Stack Traces
+      description: Include any error messages or stack traces you received.
+      placeholder: |
+        ```
+        Paste error messages or stack traces here
+        ```
+      render: markdown
+    validations:
+      required: false
+
+  - type: input
+    id: python-packages
+    attributes:
+      label: Package Versions
+      description: List the agent-framework-* packages and versions you are using
+      placeholder: "e.g., agent-framework-core: 1.0.0, agent-framework-azure-ai: 1.0.0"
+    validations:
+      required: true
+
+  - type: input
+    id: python-version
+    attributes:
+      label: Python Version
+      description: What version of Python are you using?
+      placeholder: "e.g., Python 3.11"
+    validations:
+      required: false
+
+  - type: textarea
+    id: additional-context
+    attributes:
+      label: Additional Context
+      description: Add any other context or screenshots that might be helpful.
+      placeholder: "Any additional information..."
+    validations:
+      required: false

.github/actions/azure-functions-integration-setup/action.yml

@@ -0,0 +1,48 @@
+name: Azure Functions Integration Test Setup
+description: Prepare local emulators and tools for Azure Functions integration tests
+
+runs:
+    using: "composite"
+    steps:
+      - name: Start Durable Task Scheduler Emulator
+        shell: bash
+        run: |
+          if [ "$(docker ps -aq -f name=dts-emulator)" ]; then
+            echo "Stopping and removing existing Durable Task Scheduler Emulator"
+            docker rm -f dts-emulator
+          fi
+          echo "Starting Durable Task Scheduler Emulator"
+          docker run -d --name dts-emulator -p 8080:8080 -p 8082:8082 -e DTS_USE_DYNAMIC_TASK_HUBS=true mcr.microsoft.com/dts/dts-emulator:latest
+          echo "Waiting for Durable Task Scheduler Emulator to be ready"
+          timeout 30 bash -c 'until curl --silent http://localhost:8080/healthz; do sleep 1; done'
+          echo "Durable Task Scheduler Emulator is ready"
+      - name: Start Azurite (Azure Storage emulator)
+        shell: bash
+        run: |
+          if [ "$(docker ps -aq -f name=azurite)" ]; then
+            echo "Stopping and removing existing Azurite (Azure Storage emulator)"
+            docker rm -f azurite
+          fi
+          echo "Starting Azurite (Azure Storage emulator)"
+          docker run -d --name azurite -p 10000:10000 -p 10001:10001 -p 10002:10002 mcr.microsoft.com/azure-storage/azurite
+          echo "Waiting for Azurite (Azure Storage emulator) to be ready"
+          timeout 30 bash -c 'until curl --silent http://localhost:10000/devstoreaccount1; do sleep 1; done'
+          echo "Azurite (Azure Storage emulator) is ready"
+      - name: Start Redis
+        shell: bash
+        run: |
+          if [ "$(docker ps -aq -f name=redis)" ]; then
+            echo "Stopping and removing existing Redis"
+            docker rm -f redis
+          fi
+          echo "Starting Redis"
+          docker run -d --name redis -p 6379:6379 redis:latest
+          echo "Waiting for Redis to be ready"
+          timeout 30 bash -c 'until docker exec redis redis-cli ping | grep -q PONG; do sleep 1; done'
+          echo "Redis is ready"
+      - name: Install Azure Functions Core Tools
+        shell: bash
+        run: |
+          echo "Installing Azure Functions Core Tools"
+          npm install -g azure-functions-core-tools@4 --unsafe-perm true
+          func --version

.github/actions/python-setup/action.yml

@@ -0,0 +1,25 @@
+name: Reusable Setup UV
+description: Reusable workflow to setup uv environment
+
+inputs:
+    python-version:
+      description: The Python version to set up
+      required: true
+    os:
+      description: The operating system to set up
+      required: true
+
+runs:
+    using: "composite"
+    steps:
+      - name: Set up uv
+        uses: astral-sh/setup-uv@v6
+        with:
+            version-file: "python/pyproject.toml"
+            enable-cache: true
+            cache-suffix: ${{ inputs.os }}-${{ inputs.python-version }}
+            cache-dependency-glob: "**/uv.lock"
+      - name: Install the project
+        shell: bash
+        run: |
+          cd python && uv sync --all-packages --all-extras --dev -U --prerelease=if-necessary-or-explicit

.github/copilot-instructions.md

@@ -0,0 +1,69 @@
+# GitHub Copilot Instructions
+
+This repository contains both Python and C# code.
+All python code resides under the `python/` directory.
+All C# code resides under the `dotnet/` directory.
+
+The purpose of the code is to provide a framework for building AI agents.
+
+When contributing to this repository, please follow these guidelines:
+
+## C# Code Guidelines
+
+Here are some general guidelines that apply to all code.
+
+- The top of all *.cs files should have a copyright notice: `// Copyright (c) Microsoft. All rights reserved.`
+- All public methods and classes should have XML documentation comments.
+- After adding, modifying or deleting code, run `dotnet build`, and then fix any reported build errors.
+- After adding or modifying code, run `dotnet format` to automatically fix any formatting errors.
+
+### C# Sample Code Guidelines
+
+Sample code is located in the `dotnet/samples` directory.
+
+When adding a new sample, follow these steps:
+
+- The sample should be a standalone .net project in one of the subdirectories of the samples directory.
+- The directory name should be the same as the project name.
+- The directory should contain a README.md file that explains what the sample does and how to run it.
+- The README.md file should follow the same format as other samples.
+- The csproj file should match the directory name.
+- The csproj file should be configured in the same way as other samples.
+- The project should preferably contain a single Program.cs file that contains all the sample code.
+- The sample should be added to the solution file in the samples directory.
+- The sample should be tested to ensure it works as expected.
+- A reference to the new samples should be added to the README.md file in the parent directory of the new sample.
+
+The sample code should follow these guidelines:
+
+- Configuration settings should be read from environment variables, e.g. `var endpoint = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT") ?? throw new InvalidOperationException("AZURE_OPENAI_ENDPOINT is not set.");`.
+- Environment variables should use upper snake_case naming convention.
+- Secrets should not be hardcoded in the code or committed to the repository.
+- The code should be well-documented with comments explaining the purpose of each step.
+- The code should be simple and to the point, avoiding unnecessary complexity.
+- Prefer inline literals over constants for values that are not reused. For example, use `new ChatClientAgent(chatClient, instructions: "You are a helpful assistant.")` instead of defining a constant for "instructions".
+- Ensure that all private classes are sealed
+- Use the Async suffix on the name of all async methods that return a Task or ValueTask.
+- Prefer defining variables using types rather than var, to help users understand the types involved.
+- Follow the patterns in the samples in the same directories where new samples are being added.
+- The structure of the sample should be as follows:
+  - The top of the Program.cs should have a copyright notice: `// Copyright (c) Microsoft. All rights reserved.`
+  - Then add a comment describing what the sample is demonstrating.
+  - Then add the necessary using statements.
+  - Then add the main code logic.
+  - Finally, add any helper methods or classes at the bottom of the file.
+
+### C# Unit Test Guidelines
+
+Unit tests are located in the `dotnet/tests` directory in projects with a `.UnitTests.csproj` suffix.
+
+Unit tests should follow these guidelines:
+
+- Use `this.` for accessing class members
+- Add Arrange, Act and Assert comments for each test
+- Ensure that all private classes, that are not subclassed, are sealed
+- Use the Async suffix on the name of all async methods
+- Use the Moq library for mocking objects where possible
+- Validate that each test actually tests the target behavior, e.g. we should not have tests that creates a mock, calls the mock and then verifies that the mock was called, without the target code being involved. We also shouldn't have tests that test language features, e.g. something that the compiler would catch anyway.
+- Avoid adding excessive comments to tests. Instead favour clear easy to understand code.
+- Follow the patterns in the unit tests in the same project or classes to which new tests are being added

.github/dependabot.yml

@@ -0,0 +1,52 @@
+# To get started with Dependabot version updates, you'll need to specify which
+# package ecosystems to update and where the package manifests are located.
+# Please see the documentation for all configuration options:
+# https://docs.github.com/github/administering-a-repository/configuration-options-for-dependency-updates
+
+version: 2
+updates:
+  # Maintain dependencies for nuget
+  - package-ecosystem: "nuget"
+    directory: "dotnet/"
+    schedule:
+      interval: "cron"
+      cronjob: "0 8 * * 4,0" # Every Thursday(4) and Sunday(0) at 8:00 UTC
+    ignore:
+      # For all System.* and Microsoft.Extensions/Bcl.* packages, ignore all major version updates
+      - dependency-name: "System.*"
+        update-types: ["version-update:semver-major"]
+      - dependency-name: "Microsoft.Extensions.*"
+        update-types: ["version-update:semver-major"]
+      - dependency-name: "Microsoft.Bcl.*"
+        update-types: ["version-update:semver-major"]
+      - dependency-name: "Moq"
+    labels:
+      - ".NET"
+      - "dependencies"
+
+  # Maintain dependencies for python
+  - package-ecosystem: "pip"
+    directory: "python/"
+    schedule:
+      interval: "weekly"
+      day: "monday"
+    labels:
+      - "python"
+      - "dependencies"
+  - package-ecosystem: "uv"
+    directory: "python/"
+    schedule:
+      interval: "weekly"
+      day: "monday"
+    labels:
+      - "python"
+      - "dependencies"
+
+  # Maintain dependencies for github-actions
+  - package-ecosystem: "github-actions"
+    # Workflow files stored in the
+    # default location of `.github/workflows`
+    directory: "/"
+    schedule:
+      interval: "weekly"
+      day: "sunday"

.github/instructions/durabletask-dotnet.instructions.md

@@ -0,0 +1,17 @@
+---
+applyTo: "dotnet/src/Microsoft.Agents.AI.DurableTask/**,dotnet/src/Microsoft.Agents.AI.Hosting.AzureFunctions/**"
+---
+
+# Durable Task area code instructions
+
+The following guidelines apply to pull requests that modify files under
+`dotnet/src/Microsoft.Agents.AI.DurableTask/**` or
+`dotnet/src/Microsoft.Agents.AI.Hosting.AzureFunctions/**`:
+
+## CHANGELOG.md
+
+- Each pull request that modifies code should add just one bulleted entry to the `CHANGELOG.md` file containing a change title (usually the PR title) and a link to the PR itself.
+- New PRs should be added to the top of the `CHANGELOG.md` file under a "## [Unreleased]" heading.
+- If the PR is the first since the last release, the existing "## [Unreleased]" heading should be replaced with a "## v[X.Y.Z]" heading and the PRs since the last release should be added to the new "## [Unreleased]" heading.
+- The style of new `CHANGELOG.md` entries should match the style of the other entries in the file.
+- If the PR introduces a breaking change, the changelog entry should be prefixed with "[BREAKING]".

.github/labeler.yml

@@ -0,0 +1,34 @@
+# Add 'python' label to any change within the 'python' directory
+python:
+- changed-files:
+  - any-glob-to-any-file:
+    - python/**
+
+# Add '.NET' label to any change within samples or kernel 'dotnet' directories.
+.NET:
+- changed-files:
+  - any-glob-to-any-file:
+    - dotnet/**
+
+# Add 'documentation' label to any change within the 'docs' directory, or any '.md' files
+documentation:
+- changed-files:
+  - any-glob-to-any-file:
+    - docs/**
+    - '**/*.md'
+
+# Add 'workflows' label to any change within the dotnet or python workflows src or samples
+workflows:
+- changed-files:
+  - any-glob-to-any-file:
+    - dotnet/src/Microsoft.Agents.AI.Workflows/**
+    - dotnet/src/Microsoft.Agents.AI.Workflows.Declarative/**
+    - dotnet/samples/GettingStarted/Workflow/**
+    - python/packages/main/agent_framework/_workflow/**
+    - python/samples/getting_started/workflow/**
+
+# Add 'lab' label to any change within the 'python/packages/lab' directory
+lab:
+- changed-files:
+  - any-glob-to-any-file:
+    - python/packages/lab/**

.github/pull_request_template.md

@@ -0,0 +1,23 @@
+### Motivation and Context
+
+<!-- Thank you for your contribution to the Agent Framework repo!
+Please help reviewers and future users, providing the following information:
+  1. Why is this change required?
+  2. What problem does it solve?
+  3. What scenario does it contribute to?
+  4. If it fixes an open issue, please link to the issue here.
+-->
+
+### Description
+
+<!-- Describe your changes, the overall approach, the underlying design.
+     These notes will help understanding how your code works. Thanks! -->
+
+### Contribution Checklist
+
+<!-- Before submitting this PR, please make sure: -->
+
+- [ ] The code builds clean without any errors or warnings
+- [ ] The PR follows the [Contribution Guidelines](https://github.com/microsoft/agent-framework/blob/main/CONTRIBUTING.md)
+- [ ] All unit tests pass, and I have added new tests where possible
+- [ ] **Is this a breaking change?** If yes, add "[BREAKING]" prefix to the title of the PR.

.github/workflows/codeql-analysis.yml

@@ -0,0 +1,69 @@
+# CodeQL is the code analysis engine developed by GitHub to automate security checks.
+# The results are shown as code scanning alerts in GitHub. For more details, visit:
+# https://docs.github.com/en/code-security/code-scanning/automatically-scanning-your-code-for-vulnerabilities-and-errors/about-code-scanning-with-codeql
+
+name: "CodeQL"
+
+on:
+  workflow_dispatch:
+  push:
+    # TODO: Add "feature*" back in again, once we determine the cause of the ongoing CodeQL failures.
+    branches: ["main", "experimental*", "*-development"]
+  schedule:
+    - cron: "17 11 * * 2"
+
+jobs:
+  analyze:
+    name: Analyze
+    runs-on: ubuntu-latest
+    permissions:
+      actions: read
+      contents: read
+      security-events: write
+
+    strategy:
+      fail-fast: false
+      matrix:
+        language: ["csharp", "python"]
+        # CodeQL supports [ 'cpp', 'csharp', 'go', 'java', 'javascript', 'python', 'ruby' ]
+        # Use only 'java' to analyze code written in Java, Kotlin or both
+        # Use only 'javascript' to analyze code written in JavaScript, TypeScript or both
+        # Learn more about CodeQL language support at https://aka.ms/codeql-docs/language-support
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v6
+        with:
+          persist-credentials: false
+
+      # Initializes the CodeQL tools for scanning.
+      - name: Initialize CodeQL
+        uses: github/codeql-action/init@v4
+        with:
+          languages: ${{ matrix.language }}
+          # If you wish to specify custom queries, you can do so here or in a config file.
+          # By default, queries listed here will override any specified in a config file.
+          # Prefix the list here with "+" to use these queries and those in the config file.
+
+          # Details on CodeQL's query packs refer to : https://docs.github.com/en/code-security/code-scanning/automatically-scanning-your-code-for-vulnerabilities-and-errors/configuring-code-scanning#using-queries-in-ql-packs
+          # queries: security-extended,security-and-quality
+
+      # Autobuild attempts to build any compiled languages  (C/C++, C#, Go, or Java).
+      # If this step fails, then you should remove it and run the build manually (see below)
+      - name: Autobuild
+        uses: github/codeql-action/autobuild@v4
+
+      # ℹ️ Command-line programs to run using the OS shell.
+      # 📚 See https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#jobsjob_idstepsrun
+
+      #   If the Autobuild fails above, remove it and uncomment the following three lines.
+      #   modify them (or add more) to build your code if your project, please refer to the EXAMPLE below for guidance.
+
+      # - run: |
+      #     echo "Run, Build Application using script"
+      #     ./location_of_script_within_repo/buildscript.sh
+
+      - name: Perform CodeQL Analysis
+        uses: github/codeql-action/analyze@v4
+        with:
+          category: "/language:${{matrix.language}}"

.github/workflows/dotnet-build-and-test.yml

@@ -0,0 +1,285 @@
+#
+# This workflow will build all .slnx files in the dotnet folder, and run all unit tests and integration tests using dotnet docker containers,
+# each targeting a single version of the dotnet SDK.
+#
+
+name: dotnet-build-and-test
+
+on:
+  workflow_dispatch:
+  pull_request:
+    branches: ["main", "feature*"]
+  merge_group:
+    branches: ["main", "feature*"]
+  push:
+    branches: ["main", "feature*"]
+  schedule:
+    - cron: "0 0 * * *" # Run at midnight UTC daily
+
+env:
+  COVERAGE_THRESHOLD: 80
+  COVERAGE_FRAMEWORK: net10.0 # framework target for which we run/report code coverage
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
+permissions:
+  contents: read
+  id-token: "write"
+
+jobs:
+  paths-filter:
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      pull-requests: read
+    outputs:
+      dotnetChanges: ${{ steps.filter.outputs.dotnet }}
+      cosmosDbChanges: ${{ steps.filter.outputs.cosmosdb }}
+    steps:
+      - uses: actions/checkout@v6
+      - uses: dorny/paths-filter@v3
+        id: filter
+        with:
+          filters: |
+            dotnet:
+              - 'dotnet/**'
+            cosmosdb:
+              - 'dotnet/src/Microsoft.Agents.AI.CosmosNoSql/**'
+      # run only if 'dotnet' files were changed
+      - name: dotnet tests
+        if: steps.filter.outputs.dotnet == 'true'
+        run: echo "Dotnet file"
+      - name: dotnet CosmosDB tests
+        if: steps.filter.outputs.cosmosdb == 'true'
+        run: echo "Dotnet CosmosDB changes"
+      # run only if not 'dotnet' files were changed
+      - name: not dotnet tests
+        if: steps.filter.outputs.dotnet != 'true'
+        run: echo "NOT dotnet file"
+
+  dotnet-build-and-test:
+    needs: paths-filter
+    if: needs.paths-filter.outputs.dotnetChanges == 'true'
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - { targetFramework: "net10.0", os: "ubuntu-latest", configuration: Release, integration-tests: true, environment: "integration" }
+          - { targetFramework: "net9.0", os: "windows-latest", configuration: Debug }
+          - { targetFramework: "net8.0", os: "ubuntu-latest", configuration: Release }
+          - { targetFramework: "net472", os: "windows-latest", configuration: Release, integration-tests: true, environment: "integration" }
+
+    runs-on: ${{ matrix.os }}
+    environment: ${{ matrix.environment }}
+    steps:
+      - uses: actions/checkout@v6
+        with:
+            persist-credentials: false
+            sparse-checkout: |
+              .
+              .github
+              dotnet
+              python
+              workflow-samples
+              
+      # Start Cosmos DB Emulator for all integration tests and only for unit tests when CosmosDB changes happened)
+      - name: Start Azure Cosmos DB Emulator
+        if: ${{ runner.os == 'Windows' && (needs.paths-filter.outputs.cosmosDbChanges == 'true' || (github.event_name != 'pull_request' && matrix.integration-tests)) }}
+        shell: pwsh
+        run: |
+          Write-Host "Launching Azure Cosmos DB Emulator"
+          Import-Module "$env:ProgramFiles\Azure Cosmos DB Emulator\PSModules\Microsoft.Azure.CosmosDB.Emulator"
+          Start-CosmosDbEmulator -NoUI -Key "C2y6yDjf5/R+ob0N8A7Cgv30VRDJIWEHLM+4QDU5DE2nQ9nDuVTqobD4b8mGGyPMbIZnqyMsEcaGQy67XIw/Jw=="
+          echo "COSMOS_EMULATOR_AVAILABLE=true" >> $env:GITHUB_ENV
+
+      - name: Setup dotnet
+        uses: actions/setup-dotnet@v5.1.0
+        with:
+          global-json-file: ${{ github.workspace }}/dotnet/global.json
+      - name: Build dotnet solutions
+        shell: bash
+        run: |
+          export SOLUTIONS=$(find ./dotnet/ -type f -name "*.slnx" | tr '\n' ' ')
+          for solution in $SOLUTIONS; do
+            dotnet build $solution -c ${{ matrix.configuration }} --warnaserror
+          done
+      - name: Package install check
+        shell: bash
+        # All frameworks are only built for the release configuration, so we only run this step for the release configuration
+        # and dotnet new doesn't support net472
+        if: matrix.configuration == 'Release' && matrix.targetFramework != 'net472'
+        run: |
+          TEMP_DIR=$(mktemp -d)
+
+          export SOLUTIONS=$(find ./dotnet/ -type f -name "*.slnx" | tr '\n' ' ')
+          for solution in $SOLUTIONS; do
+            dotnet pack $solution /property:TargetFrameworks=${{ matrix.targetFramework }} -c ${{ matrix.configuration }} --no-build --no-restore --output "$TEMP_DIR/artifacts"
+          done
+
+          pushd "$TEMP_DIR"
+
+          # Create a new console app to test the package installation
+          dotnet new console -f ${{ matrix.targetFramework }} --name packcheck --output consoleapp
+
+          # Create minimal nuget.config and use only dotnet nuget commands
+          echo '<?xml version="1.0" encoding="utf-8"?><configuration><packageSources><clear /></packageSources></configuration>' > consoleapp/nuget.config
+
+          # Add sources with local first using dotnet nuget commands
+          dotnet nuget add source ../artifacts --name local --configfile consoleapp/nuget.config
+          dotnet nuget add source https://api.nuget.org/v3/index.json --name nuget.org --configfile consoleapp/nuget.config
+
+          # Change to project directory to ensure local nuget.config is used
+          pushd consoleapp
+          dotnet add packcheck.csproj package Microsoft.Agents.AI --prerelease
+          dotnet build -f ${{ matrix.targetFramework }} -c ${{ matrix.configuration }} packcheck.csproj
+
+          # Clean up
+          popd
+          popd
+          rm -rf "$TEMP_DIR"
+          
+      - name: Run Unit Tests
+        shell: bash
+        run: |
+          export UT_PROJECTS=$(find ./dotnet -type f -name "*.UnitTests.csproj" | tr '\n' ' ')
+          for project in $UT_PROJECTS; do
+            # Query the project's target frameworks using MSBuild with the current configuration
+            target_frameworks=$(dotnet msbuild $project -getProperty:TargetFrameworks -p:Configuration=${{ matrix.configuration }} -nologo 2>/dev/null | tr -d '\r')
+            
+            # Check if the project supports the target framework
+            if [[ "$target_frameworks" == *"${{ matrix.targetFramework }}"* ]]; then
+              if [[ "${{ matrix.targetFramework }}" == "${{ env.COVERAGE_FRAMEWORK }}" ]]; then
+                dotnet test -f ${{ matrix.targetFramework }} -c ${{ matrix.configuration }} $project --no-build -v Normal --logger trx --collect:"XPlat Code Coverage" --results-directory:"TestResults/Coverage/" -- DataCollectionRunSettings.DataCollectors.DataCollector.Configuration.ExcludeByAttribute=GeneratedCodeAttribute,CompilerGeneratedAttribute,ExcludeFromCodeCoverageAttribute
+              else
+                dotnet test -f ${{ matrix.targetFramework }} -c ${{ matrix.configuration }} $project --no-build -v Normal --logger trx
+              fi
+            else
+              echo "Skipping $project - does not support target framework ${{ matrix.targetFramework }} (supports: $target_frameworks)"
+            fi
+          done
+        env:
+          # Cosmos DB Emulator connection settings
+          COSMOSDB_ENDPOINT: https://localhost:8081
+          COSMOSDB_KEY: C2y6yDjf5/R+ob0N8A7Cgv30VRDJIWEHLM+4QDU5DE2nQ9nDuVTqobD4b8mGGyPMbIZnqyMsEcaGQy67XIw/Jw==
+
+      - name: Log event name and matrix integration-tests
+        shell: bash 
+        run: echo "github.event_name:${{ github.event_name }} matrix.integration-tests:${{ matrix.integration-tests }} github.event.action:${{ github.event.action }} github.event.pull_request.merged:${{ github.event.pull_request.merged }}" 
+
+      - name: Azure CLI Login
+        if: github.event_name != 'pull_request' && matrix.integration-tests
+        uses: azure/login@v2
+        with:
+          client-id: ${{ secrets.AZURE_CLIENT_ID }}
+          tenant-id: ${{ secrets.AZURE_TENANT_ID }}
+          subscription-id: ${{ secrets.AZURE_SUBSCRIPTION_ID }}
+
+        # This setup action is required for both Durable Task and Azure Functions integration tests.
+        # We only run it on Ubuntu since the Durable Task and Azure Functions features are not available
+        # on .NET Framework (net472) which is what we use the Windows runner for.
+      - name: Set up Durable Task and Azure Functions Integration Test Emulators
+        if: github.event_name != 'pull_request' && matrix.integration-tests && matrix.os == 'ubuntu-latest'
+        uses: ./.github/actions/azure-functions-integration-setup
+        id: azure-functions-setup
+
+      - name: Run Integration Tests
+        shell: bash
+        if: github.event_name != 'pull_request' && matrix.integration-tests
+        run: |
+          export INTEGRATION_TEST_PROJECTS=$(find ./dotnet -type f -name "*IntegrationTests.csproj" | tr '\n' ' ')
+          for project in $INTEGRATION_TEST_PROJECTS; do
+            # Query the project's target frameworks using MSBuild with the current configuration
+            target_frameworks=$(dotnet msbuild $project -getProperty:TargetFrameworks -p:Configuration=${{ matrix.configuration }} -nologo 2>/dev/null | tr -d '\r')
+            
+            # Check if the project supports the target framework
+            if [[ "$target_frameworks" == *"${{ matrix.targetFramework }}"* ]]; then
+              dotnet test -f ${{ matrix.targetFramework }} -c ${{ matrix.configuration }} $project --no-build -v Normal --logger trx
+            else
+              echo "Skipping $project - does not support target framework ${{ matrix.targetFramework }} (supports: $target_frameworks)"
+            fi
+          done
+        env:
+          # Cosmos DB Emulator connection settings
+          COSMOSDB_ENDPOINT: https://localhost:8081
+          COSMOSDB_KEY: C2y6yDjf5/R+ob0N8A7Cgv30VRDJIWEHLM+4QDU5DE2nQ9nDuVTqobD4b8mGGyPMbIZnqyMsEcaGQy67XIw/Jw==
+          # OpenAI Models
+          OpenAI__ApiKey: ${{ secrets.OPENAI__APIKEY }}
+          OpenAI__ChatModelId: ${{ vars.OPENAI__CHATMODELID }}
+          OpenAI__ChatReasoningModelId: ${{ vars.OPENAI__CHATREASONINGMODELID }}
+          # Azure OpenAI Models
+          AZURE_OPENAI_CHAT_DEPLOYMENT_NAME: ${{ vars.AZUREOPENAI__CHATDEPLOYMENTNAME }}
+          AZURE_OPENAI_ENDPOINT: ${{ vars.AZUREOPENAI__ENDPOINT }}
+          # Azure AI Foundry
+          AzureAI__Endpoint: ${{ secrets.AZUREAI__ENDPOINT }}
+          AzureAI__DeploymentName: ${{ vars.AZUREAI__DEPLOYMENTNAME }}
+          AzureAI__BingConnectionId: ${{ vars.AZUREAI__BINGCONECTIONID }}
+          FOUNDRY_PROJECT_ENDPOINT: ${{ vars.FOUNDRY_PROJECT_ENDPOINT }}
+          FOUNDRY_MEDIA_DEPLOYMENT_NAME: ${{ vars.FOUNDRY_MEDIA_DEPLOYMENT_NAME }}
+          FOUNDRY_MODEL_DEPLOYMENT_NAME: ${{ vars.FOUNDRY_MODEL_DEPLOYMENT_NAME }}
+          FOUNDRY_CONNECTION_GROUNDING_TOOL: ${{ vars.FOUNDRY_CONNECTION_GROUNDING_TOOL }}
+
+      # Generate test reports and check coverage
+      - name: Generate test reports
+        if: matrix.targetFramework == env.COVERAGE_FRAMEWORK
+        uses: danielpalme/ReportGenerator-GitHub-Action@5.5.1
+        with:
+          reports: "./TestResults/Coverage/**/coverage.cobertura.xml"
+          targetdir: "./TestResults/Reports"
+          reporttypes: "HtmlInline;JsonSummary"
+
+      - name: Upload coverage report artifact
+        if: matrix.targetFramework == env.COVERAGE_FRAMEWORK
+        uses: actions/upload-artifact@v6
+        with:
+          name: CoverageReport-${{ matrix.os }}-${{ matrix.targetFramework }}-${{ matrix.configuration }} # Artifact name
+          path: ./TestResults/Reports # Directory containing files to upload
+
+      - name: Check coverage
+        if: matrix.targetFramework == env.COVERAGE_FRAMEWORK
+        shell: pwsh
+        run: .github/workflows/dotnet-check-coverage.ps1 -JsonReportPath "TestResults/Reports/Summary.json" -CoverageThreshold $env:COVERAGE_THRESHOLD
+
+  # This final job is required to satisfy the merge queue. It must only run (or succeed) if no tests failed
+  dotnet-build-and-test-check:
+    if: always()
+    runs-on: ubuntu-latest
+    needs: [dotnet-build-and-test]
+    steps:
+      - name: Get Date
+        shell: bash
+        run: |
+          echo "date=$(date +'%m/%d/%Y %H:%M:%S')" >> "$GITHUB_ENV"
+
+      - name: Run Type is Daily
+        if: ${{ github.event_name == 'schedule' }}
+        shell: bash
+        run: |
+          echo "run_type=Daily" >> "$GITHUB_ENV"
+
+      - name: Run Type is Manual
+        if: ${{ github.event_name == 'workflow_dispatch' }}
+        shell: bash
+        run: |
+          echo "run_type=Manual" >> "$GITHUB_ENV"
+
+      - name: Run Type is ${{ github.event_name }}
+        if: ${{ github.event_name != 'schedule' && github.event_name != 'workflow_dispatch'}}
+        shell: bash
+        run: |
+          echo "run_type=${{ github.event_name }}" >> "$GITHUB_ENV"
+
+      - name: Fail workflow if tests failed
+        id: check_tests_failed
+        if: contains(join(needs.*.result, ','), 'failure')
+        uses: actions/github-script@v8
+        with:
+          script: core.setFailed('Integration Tests Failed!')
+
+      - name: Fail workflow if tests cancelled
+        id: check_tests_cancelled
+        if: contains(join(needs.*.result, ','), 'cancelled')
+        uses: actions/github-script@v8
+        with:
+          script: core.setFailed('Integration Tests Cancelled!')

.github/workflows/dotnet-check-coverage.ps1

@@ -0,0 +1,82 @@
+param (
+    [string]$JsonReportPath,
+    [double]$CoverageThreshold
+)
+
+$jsonContent = Get-Content $JsonReportPath -Raw | ConvertFrom-Json
+$coverageBelowThreshold = $false
+
+$nonExperimentalAssemblies = [System.Collections.Generic.HashSet[string]]::new()
+
+$assembliesCollection = @(
+    'Microsoft.Agents.AI.Abstractions'
+    'Microsoft.Agents.AI'
+)
+
+foreach ($assembly in $assembliesCollection) {
+    $nonExperimentalAssemblies.Add($assembly)
+}
+
+function Get-FormattedValue {
+    param (
+        [float]$Coverage,
+        [bool]$UseIcon = $false
+    )
+    $formattedNumber = "{0:N1}" -f $Coverage
+    $icon = if (-not $UseIcon) { "" } elseif ($Coverage -ge $CoverageThreshold) { '✅' } else { '❌' }
+    
+    return "$formattedNumber% $icon"
+}
+
+$totallines = $jsonContent.summary.totallines
+$totalbranches = $jsonContent.summary.totalbranches
+$lineCoverage = $jsonContent.summary.linecoverage
+$branchCoverage = $jsonContent.summary.branchcoverage
+
+$totalTableData = [PSCustomObject]@{
+    'Metric'          = 'Total Coverage'
+    'Total Lines'     = $totallines
+    'Total Branches'  = $totalbranches
+    'Line Coverage'   = Get-FormattedValue -Coverage $lineCoverage
+    'Branch Coverage' = Get-FormattedValue -Coverage $branchCoverage
+}
+
+$totalTableData | Format-Table -AutoSize
+
+$assemblyTableData = @()
+
+foreach ($assembly in $jsonContent.coverage.assemblies) {
+    $assemblyName = $assembly.name
+    $assemblyTotallines = $assembly.totallines
+    $assemblyTotalbranches = $assembly.totalbranches
+    $assemblyLineCoverage = $assembly.coverage
+    $assemblyBranchCoverage = $assembly.branchcoverage
+    
+    $isNonExperimentalAssembly = $nonExperimentalAssemblies -contains $assemblyName
+
+    $lineCoverageFailed = $assemblyLineCoverage -lt $CoverageThreshold -and $assemblyTotallines -gt 0
+    $branchCoverageFailed = $assemblyBranchCoverage -lt $CoverageThreshold -and $assemblyTotalbranches -gt 0
+
+    if ($isNonExperimentalAssembly -and ($lineCoverageFailed -or $branchCoverageFailed)) {
+        $coverageBelowThreshold = $true
+    }
+
+    $assemblyTableData += [PSCustomObject]@{
+        'Assembly Name' = $assemblyName
+        'Total Lines'     = $assemblyTotallines
+        'Total Branches'  = $assemblyTotalbranches
+        'Line Coverage'   = Get-FormattedValue -Coverage $assemblyLineCoverage -UseIcon $isNonExperimentalAssembly
+        'Branch Coverage' = Get-FormattedValue -Coverage $assemblyBranchCoverage -UseIcon $isNonExperimentalAssembly
+    }
+}
+
+$sortedTable = $assemblyTableData | Sort-Object {
+    $nonExperimentalAssemblies -contains $_.'Assembly Name'
+} -Descending
+
+$sortedTable | Format-Table -AutoSize
+
+if ($coverageBelowThreshold) {
+    Write-Host "Code coverage is lower than defined threshold: $CoverageThreshold. Stopping the task."
+    exit 1
+}

.github/workflows/dotnet-format.yml

@@ -0,0 +1,96 @@
+#
+# This workflow runs the dotnet formatter on all c-sharp code.
+#
+
+name: dotnet-format
+
+on:
+  workflow_dispatch:
+  pull_request:
+    branches: ["main", "feature*"]
+    paths:
+      - dotnet/**
+      - '.github/workflows/dotnet-format.yml'
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  check-format:
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - { dotnet: "10.0", configuration: Release, os: ubuntu-latest }
+
+    runs-on: ${{ matrix.os }}
+    env:
+      NUGET_CERT_REVOCATION_MODE: offline
+
+    steps:
+      - name: Check out code
+        uses: actions/checkout@v6
+        with:
+          fetch-depth: 0
+          persist-credentials: false
+          sparse-checkout: |
+            .
+            .github
+            dotnet
+
+      - name: Get changed files
+        id: changed-files
+        if: github.event_name == 'pull_request'
+        uses: jitterbit/get-changed-files@v1
+        continue-on-error: true
+
+      - name: No C# files changed
+        id: no-csharp
+        if: github.event_name == 'pull_request' && steps.changed-files.outputs.added_modified == ''
+        run: echo "No C# files changed"
+
+      # This step will loop over the changed files and find the nearest .csproj file for each one, then store the unique csproj files in a variable
+      - name: Find csproj files
+        id: find-csproj
+        if: github.event_name != 'pull_request' || steps.changed-files.outputs.added_modified != '' || steps.changed-files.outcome == 'failure'
+        run: |
+          csproj_files=()
+          exclude_files=("Experimental.Orchestration.Flow.csproj" "Experimental.Orchestration.Flow.UnitTests.csproj" "Experimental.Orchestration.Flow.IntegrationTests.csproj")
+          if [[ ${{ steps.changed-files.outcome }} == 'success' ]]; then
+            for file in ${{ steps.changed-files.outputs.added_modified }}; do
+              echo "$file was changed"
+              dir="./$file"
+              while [[ $dir != "." && $dir != "/" && $dir != $GITHUB_WORKSPACE ]]; do
+                if find "$dir" -maxdepth 1 -name "*.csproj" -print -quit | grep -q .; then
+                  csproj_path="$(find "$dir" -maxdepth 1 -name "*.csproj" -print -quit)"
+                  if [[ ! "${exclude_files[@]}" =~ "${csproj_path##*/}" ]]; then
+                    csproj_files+=("$csproj_path")
+                  fi
+                  break
+                fi
+
+                dir=$(echo ${dir%/*})
+              done
+            done
+          else
+            # if the changed-files step failed, run dotnet on the whole slnx instead of specific projects
+            csproj_files=$(find ./ -type f -name "*.slnx" | tr '\n' ' ');
+          fi
+          csproj_files=($(printf "%s\n" "${csproj_files[@]}" | sort -u))
+          echo "Found ${#csproj_files[@]} unique csproj/slnx files: ${csproj_files[*]}"
+          echo "csproj_files=${csproj_files[*]}" >> $GITHUB_OUTPUT
+
+      - name: Pull container dotnet/sdk:${{ matrix.dotnet }}
+        if: steps.find-csproj.outputs.csproj_files != ''
+        run: docker pull mcr.microsoft.com/dotnet/sdk:${{ matrix.dotnet }}
+
+      # This step will run dotnet format on each of the unique csproj files and fail if any changes are made
+      # exclude-diagnostics should be removed after fixes for IL2026 and IL3050 are out: https://github.com/dotnet/sdk/issues/51136
+      - name: Run dotnet format
+        if: steps.find-csproj.outputs.csproj_files != ''
+        run: |
+          for csproj in ${{ steps.find-csproj.outputs.csproj_files }}; do
+            echo "Running dotnet format on $csproj"
+            docker run --rm -v $(pwd):/app -w /app mcr.microsoft.com/dotnet/sdk:${{ matrix.dotnet }} /bin/sh -c "dotnet format $csproj --verify-no-changes --verbosity diagnostic --exclude-diagnostics IL2026 IL3050"
+          done

.github/workflows/label-issues.yml

@@ -0,0 +1,112 @@
+name: Label issues
+on:
+  issues:
+    types:
+      - reopened
+      - opened
+
+jobs:
+  label_issues:
+    name: "Issue: add labels"
+    if: ${{ github.event.action == 'opened' || github.event.action == 'reopened' }}
+    runs-on: ubuntu-latest
+    permissions:
+      issues: write
+    steps:
+      - uses: actions/github-script@v8
+        with:
+          github-token: ${{ secrets.GH_ACTIONS_PR_WRITE }}
+          script: |
+            // Get the issue body and title
+            const body = context.payload.issue.body
+            let title = context.payload.issue.title
+
+            // Define the labels array
+            let labels = []
+
+            // Check if the issue author is in the agentframework-developers team
+            let isTeamMember = false
+            try {
+              const teamMembership = await github.rest.teams.getMembershipForUserInOrg({
+                org: context.repo.owner,
+                team_slug: process.env.TEAM_NAME,
+                username: context.payload.issue.user.login
+              })
+              console.log("Team Membership Data:", teamMembership);
+              isTeamMember = teamMembership.data.state === 'active'
+            } catch (error) {
+              // User is not in the team or team doesn't exist
+              console.error("Error fetching team membership:", error);
+              isTeamMember = false
+            }
+
+            // Only add triage label if the author is not in the team
+            if (!isTeamMember) {
+              labels.push("triage")
+            }
+
+            // Helper function to extract field value from issue form body
+            // Issue forms format fields as: ### Field Name\n\nValue
+            function getFormFieldValue(body, fieldName) {
+              if (!body) return null
+              const regex = new RegExp(`###\\s*${fieldName}\\s*\\n\\n([^\\n#]+)`, 'i')
+              const match = body.match(regex)
+              return match ? match[1].trim() : null
+            }
+
+            // Check for language from issue form dropdown first
+            const languageField = getFormFieldValue(body, 'Language')
+            let languageLabelAdded = false
+
+            if (languageField) {
+              if (languageField === 'Python') {
+                labels.push("python")
+                languageLabelAdded = true
+              } else if (languageField === '.NET') {
+                labels.push(".NET")
+                languageLabelAdded = true
+              }
+              // 'None / Not Applicable' - don't add any language label
+            }
+
+            // Fallback: Check if the body or the title contains the word 'python' (case-insensitive)
+            // Only if language wasn't already determined from the form field
+            if (!languageLabelAdded) {
+              if ((body != null && body.match(/python/i)) || (title != null && title.match(/python/i))) {
+                // Add the 'python' label to the array
+                labels.push("python")
+              }
+
+              // Check if the body or the title contains the words 'dotnet', '.net', 'c#' or 'csharp' (case-insensitive)
+              if ((body != null && body.match(/\.net/i)) || (title != null && title.match(/\.net/i)) ||
+                  (body != null && body.match(/dotnet/i)) || (title != null && title.match(/dotnet/i)) ||
+                  (body != null && body.match(/C#/i)) || (title != null && title.match(/C#/i)) ||
+                  (body != null && body.match(/csharp/i)) || (title != null && title.match(/csharp/i))) {
+                // Add the '.NET' label to the array
+                labels.push(".NET")
+              }
+            }
+
+            // Check for issue type from issue form dropdown
+            const issueTypeField = getFormFieldValue(body, 'Type of Issue')
+            if (issueTypeField) {
+              if (issueTypeField === 'Bug') {
+                labels.push("bug")
+              } else if (issueTypeField === 'Feature Request') {
+                labels.push("enhancement")
+              } else if (issueTypeField === 'Question') {
+                labels.push("question")
+              }
+            }
+
+            // Add the labels to the issue (only if there are labels to add)
+            if (labels.length > 0) {
+              github.rest.issues.addLabels({
+                issue_number: context.issue.number,
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                labels: labels
+              });
+            }
+        env:
+          TEAM_NAME: ${{ secrets.DEVELOPER_TEAM }}

.github/workflows/label-pr.yml

@@ -0,0 +1,21 @@
+# This workflow will triage pull requests and apply a label based on the
+# paths that are modified in the pull request.
+#
+# To use this workflow, you will need to set up a .github/labeler.yml
+# file with configuration.  For more information, see:
+# https://github.com/actions/labeler
+
+name: Label pull request
+on: [pull_request_target]
+
+jobs:
+  add_label:
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      pull-requests: write
+
+    steps:
+      - uses: actions/labeler@v6
+        with:
+          repo-token: "${{ secrets.GH_ACTIONS_PR_WRITE }}"

.github/workflows/label-title-prefix.yml

@@ -0,0 +1,72 @@
+name: Label title prefix
+on:
+  issues:
+    types: [labeled]
+  pull_request_target:
+    types: [labeled]
+
+jobs:
+  add_title_prefix:
+    name: "Issue/PR: add title prefix"
+    continue-on-error: true
+    runs-on: ubuntu-latest
+    permissions:
+      issues: write
+      pull-requests: write
+
+    steps:
+      - uses: actions/github-script@v8
+        name: "Issue/PR: update title"
+        with:
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+          script: |
+            let prefixLabels = {
+              "python": "Python",
+              ".NET": ".NET"
+            };
+
+            function addTitlePrefix(title, prefix)
+            {
+              // Update the title based on the label and prefix
+              // Check if the title starts with the prefix (case-sensitive)
+              if (!title.startsWith(prefix + ": ")) {
+                // If not, check if the first word is the label (case-insensitive)
+                if (title.match(new RegExp(`^${prefix}`, 'i'))) {
+                  // If yes, replace it with the prefix (case-sensitive)
+                  title = title.replace(new RegExp(`^${prefix}`, 'i'), prefix);
+                } else {
+                  // If not, prepend the prefix to the title
+                  title = prefix + ": " + title;
+                }
+              }
+
+              return title;
+            }
+
+            labelAdded = context.payload.label.name
+
+            // Check if the issue or PR has the label
+            if (labelAdded in prefixLabels) {
+              let prefix = prefixLabels[labelAdded];
+              switch(context.eventName) {
+                case 'issues':
+                  github.rest.issues.update({
+                    issue_number: context.issue.number,
+                    owner: context.repo.owner,
+                    repo: context.repo.repo,
+                    title: addTitlePrefix(context.payload.issue.title, prefix)
+                  });
+                  break
+
+                case 'pull_request_target':
+                  github.rest.pulls.update({
+                    pull_number: context.issue.number,
+                    owner: context.repo.owner,
+                    repo: context.repo.repo,
+                    title: addTitlePrefix(context.payload.pull_request.title, prefix)
+                  });
+                  break
+                default:
+                  core.setFailed('Unrecognited eventName: ' + context.eventName);
+              }
+            }

.github/workflows/markdown-link-check.yml

@@ -0,0 +1,33 @@
+name: Check .md links
+
+on:
+  workflow_dispatch:
+  pull_request:
+    branches: ["main"]
+    paths:
+      - '**.md'
+      - '.github/workflows/markdown-link-check.yml'
+      - '.github/.linkspector.yml'
+  schedule:
+    - cron: "0 0 * * *" # Run at midnight UTC daily
+
+permissions:
+  contents: read
+
+jobs:
+  markdown-link-check:
+    runs-on: ubuntu-22.04
+    # check out the latest version of the code
+    steps:
+      - uses: actions/checkout@v6
+        with:
+          persist-credentials: false
+
+      # Checks the status of hyperlinks in all files
+      - name: Run linkspector
+        uses: umbrelladocs/action-linkspector@v1
+        with:
+          reporter: local
+          filter_mode: nofilter
+          fail_on_error: true
+          config_file: ".github/.linkspector.yml"

.github/workflows/merge-gatekeeper.yml

@@ -0,0 +1,32 @@
+name: Merge Gatekeeper
+
+on:
+  pull_request:
+    branches: [ "main", "feature*" ]
+  merge_group:
+    branches: ["main"]
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  merge-gatekeeper:
+    runs-on: ubuntu-latest
+    # Restrict permissions of the GITHUB_TOKEN.
+    # Docs: https://docs.github.com/en/actions/using-jobs/assigning-permissions-to-jobs
+    permissions:
+      checks: read
+      statuses: read
+    steps:
+      - name: Run Merge Gatekeeper
+        # NOTE: v1 is updated to reflect the latest v1.x.y. Please use any tag/branch that suits your needs:
+        #       https://github.com/upsidr/merge-gatekeeper/tags
+        #       https://github.com/upsidr/merge-gatekeeper/branches
+        uses: upsidr/merge-gatekeeper@v1
+        if: github.event_name == 'pull_request'
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+          timeout: 3600
+          interval: 30
+          ignored: CodeQL,CodeQL analysis (csharp)

.github/workflows/python-code-quality.yml

@@ -0,0 +1,53 @@
+name: Python - Code Quality
+on:
+  merge_group:
+  workflow_dispatch:
+  pull_request:
+    branches: ["main"]
+    paths:
+      - "python/**"
+
+env:
+  # Configure a constant location for the uv cache
+  UV_CACHE_DIR: /tmp/.uv-cache
+
+jobs:
+  pre-commit:
+    name: Checks
+    if: "!cancelled()"
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ["3.10", "3.14"]
+    runs-on: ubuntu-latest
+    continue-on-error: true
+    defaults:
+      run:
+        working-directory: ./python
+    env:
+      UV_PYTHON: ${{ matrix.python-version }}
+    steps:
+      - uses: actions/checkout@v6
+        with:
+          fetch-depth: 0
+      - name: Set up python and install the project
+        id: python-setup
+        uses: ./.github/actions/python-setup
+        with:
+          python-version: ${{ matrix.python-version }}
+          os: ${{ runner.os }}
+        env:
+          # Configure a constant location for the uv cache
+          UV_CACHE_DIR: /tmp/.uv-cache
+      - uses: actions/cache@v5
+        with:
+          path: ~/.cache/pre-commit
+          key: pre-commit|${{ matrix.python-version }}|${{ hashFiles('python/.pre-commit-config.yaml') }}
+      - uses: pre-commit/action@v3.0.1
+        name: Run Pre-Commit Hooks
+        with:
+          extra_args: --config python/.pre-commit-config.yaml --all-files
+      - name: Run Mypy
+        env:
+          GITHUB_BASE_REF: ${{ github.event.pull_request.base.ref || github.base_ref || 'main' }}
+        run: uv run poe ci-mypy

.github/workflows/python-docs.yml

@@ -0,0 +1,39 @@
+name: Python - Create Docs
+
+on:
+  workflow_dispatch:
+  release:
+    types: [published]
+
+permissions:
+  contents: write
+  id-token: write
+env:
+  # Configure a constant location for the uv cache
+  UV_CACHE_DIR: /tmp/.uv-cache
+
+jobs:
+  python-build-docs:
+    if: github.event_name == 'release' && startsWith(github.event.release.tag_name, 'python-')
+    name: Python Build Docs
+    runs-on: ubuntu-latest
+    environment: "integration"
+    env:
+      UV_PYTHON: "3.11"
+    defaults:
+      run:
+        working-directory: python
+    steps:
+      - uses: actions/checkout@v6
+      - name: Set up uv
+        uses: astral-sh/setup-uv@v7
+        with:
+          version-file: "python/pyproject.toml"
+          enable-cache: true
+          cache-suffix: ${{ runner.os }}-${{ env.UV_PYTHON }}
+          cache-dependency-glob: "**/uv.lock"
+      - name: Install dependencies
+        run: uv sync --all-packages --dev --docs
+      - name: Build the docs
+        run: uv run poe docs-full
+    #  Upload docs to learn gh

.github/workflows/python-lab-tests.yml

@@ -0,0 +1,99 @@
+name: Python - Lab Tests
+
+on:
+  workflow_dispatch:
+  pull_request:
+    branches: ["main"]
+    paths:
+      - "python/packages/lab/**"
+  merge_group:
+    branches: ["main"]
+  schedule:
+    - cron: "0 0 * * *" # Run at midnight UTC daily
+
+env:
+  # Configure a constant location for the uv cache
+  UV_CACHE_DIR: /tmp/.uv-cache
+
+jobs:
+  paths-filter:
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      pull-requests: read
+    outputs:
+      pythonChanges: ${{ steps.filter.outputs.python}}
+    steps:
+      - uses: actions/checkout@v6
+      - uses: dorny/paths-filter@v3
+        id: filter
+        with:
+          filters: |
+            python:
+              - 'python/**'
+      # run only if 'python' files were changed
+      - name: python tests
+        if: steps.filter.outputs.python == 'true'
+        run: echo "Python file"
+      # run only if not 'python' files were changed
+      - name: not python tests
+        if: steps.filter.outputs.python != 'true'
+        run: echo "NOT python file"
+
+  python-lab-tests:
+    name: Python Lab Tests
+    needs: paths-filter
+    if: needs.paths-filter.outputs.pythonChanges == 'true'
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: true
+      matrix:
+        python-version: ["3.10", "3.11", "3.12", "3.13", "3.14"]
+        # TODO(ekzhu): re-enable macos-latest when this is fixed: https://github.com/actions/runner-images/issues/11881
+        os: [ubuntu-latest, windows-latest]
+    env:
+      UV_PYTHON: ${{ matrix.python-version }}
+    permissions:
+      contents: read
+    defaults:
+      run:
+        working-directory: python
+    steps:
+      - uses: actions/checkout@v6
+
+      - name: Set up python and install the project
+        id: python-setup
+        uses: ./.github/actions/python-setup
+        with:
+          python-version: ${{ matrix.python-version }}
+          os: ${{ runner.os }}
+        env:
+          # Configure a constant location for the uv cache
+          UV_CACHE_DIR: /tmp/.uv-cache
+
+      # Lab specific tests
+      - name: Run lab tests
+        run: cd packages/lab && uv run poe test
+
+      - name: Run lab lint
+        run: cd packages/lab && uv run poe lint
+
+      - name: Run lab format check
+        run: cd packages/lab && uv run poe fmt --check
+
+      - name: Run lab type checking
+        run: cd packages/lab && uv run poe pyright
+
+      - name: Run lab mypy
+        run: cd packages/lab && uv run poe mypy
+
+      # Surface failing tests
+      - name: Surface failing tests
+        if: always()
+        uses: pmeier/pytest-results-action@v0.7.2
+        with:
+          path: ./python/packages/lab/**.xml
+          summary: true
+          display-options: fEX
+          fail-on-empty: false
+          title: Lab Test Results

.github/workflows/python-merge-tests.yml

@@ -0,0 +1,198 @@
+name: Python - Merge - Tests
+
+on:
+  workflow_dispatch:
+  pull_request:
+    branches: ["main"]
+  merge_group:
+    branches: ["main"]
+  schedule:
+    - cron: "0 0 * * *" # Run at midnight UTC daily
+
+permissions:
+  contents: write
+  id-token: write
+
+env:
+  # Configure a constant location for the uv cache
+  UV_CACHE_DIR: /tmp/.uv-cache
+  RUN_INTEGRATION_TESTS: "true"
+  RUN_SAMPLES_TESTS: ${{ vars.RUN_SAMPLES_TESTS }}
+
+jobs:
+  paths-filter:
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      pull-requests: read
+    outputs:
+      pythonChanges: ${{ steps.filter.outputs.python}}
+    steps:
+      - uses: actions/checkout@v6
+      - uses: dorny/paths-filter@v3
+        id: filter
+        with:
+          filters: |
+            python:
+              - 'python/**'
+      # run only if 'python' files were changed
+      - name: python tests
+        if: steps.filter.outputs.python == 'true'
+        run: echo "Python file"
+      # run only if not 'python' files were changed
+      - name: not python tests
+        if: steps.filter.outputs.python != 'true'
+        run: echo "NOT python file"
+  python-tests-core:
+    name: Python Tests - Core
+    needs: paths-filter
+    if: github.event_name != 'pull_request' && needs.paths-filter.outputs.pythonChanges == 'true'
+    runs-on: ${{ matrix.os }}
+    environment: ${{ matrix.environment }}
+    strategy:
+      fail-fast: true
+      matrix:
+        python-version: ["3.10"]
+        os: [ubuntu-latest]
+        environment: ["integration"]
+    env:
+      UV_PYTHON: ${{ matrix.python-version }}
+      OPENAI_CHAT_MODEL_ID: ${{ vars.OPENAI__CHATMODELID }}
+      OPENAI_RESPONSES_MODEL_ID: ${{ vars.OPENAI__RESPONSESMODELID }}
+      OPENAI_API_KEY: ${{ secrets.OPENAI__APIKEY }}
+      ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
+      ANTHROPIC_CHAT_MODEL_ID: ${{ vars.ANTHROPIC_CHAT_MODEL_ID }}
+      AZURE_OPENAI_CHAT_DEPLOYMENT_NAME: ${{ vars.AZUREOPENAI__CHATDEPLOYMENTNAME }}
+      AZURE_OPENAI_RESPONSES_DEPLOYMENT_NAME: ${{ vars.AZUREOPENAI__RESPONSESDEPLOYMENTNAME }}
+      AZURE_OPENAI_ENDPOINT: ${{ vars.AZUREOPENAI__ENDPOINT }}
+      LOCAL_MCP_URL: ${{ vars.LOCAL_MCP__URL }}
+      # For Azure Functions integration tests
+      FUNCTIONS_WORKER_RUNTIME: "python"
+      DURABLE_TASK_SCHEDULER_CONNECTION_STRING: "Endpoint=http://localhost:8080;TaskHub=default;Authentication=None"
+      AzureWebJobsStorage: "UseDevelopmentStorage=true"
+
+    defaults:
+      run:
+        working-directory: python
+    steps:
+      - uses: actions/checkout@v6
+      - name: Set up python and install the project
+        id: python-setup
+        uses: ./.github/actions/python-setup
+        with:
+          python-version: ${{ matrix.python-version }}
+          os: ${{ runner.os }}
+        env:
+          # Configure a constant location for the uv cache
+          UV_CACHE_DIR: /tmp/.uv-cache
+      - name: Azure CLI Login
+        if: github.event_name != 'pull_request'
+        uses: azure/login@v2
+        with:
+          client-id: ${{ secrets.AZURE_CLIENT_ID }}
+          tenant-id: ${{ secrets.AZURE_TENANT_ID }}
+          subscription-id: ${{ secrets.AZURE_SUBSCRIPTION_ID }}
+      - name: Set up Azure Functions Integration Test Emulators
+        uses: ./.github/actions/azure-functions-integration-setup
+        id: azure-functions-setup
+      - name: Test with pytest
+        timeout-minutes: 10
+        run: uv run poe all-tests -n logical --dist loadfile --dist worksteal --timeout 600 --retries 3 --retry-delay 10
+        working-directory: ./python
+      - name: Test core samples
+        timeout-minutes: 10
+        if: env.RUN_SAMPLES_TESTS == 'true'
+        run: uv run pytest tests/samples/ -m "openai" -m "azure"
+        working-directory: ./python
+      - name: Surface failing tests
+        if: always()
+        uses: pmeier/pytest-results-action@v0.7.2
+        with:
+          path: ./python/**.xml
+          summary: true
+          display-options: fEX
+          fail-on-empty: false
+          title: Test results
+
+  python-tests-azure-ai:
+    name: Python Tests - Azure AI
+    needs: paths-filter
+    if: github.event_name != 'pull_request' && needs.paths-filter.outputs.pythonChanges == 'true'
+    runs-on: ${{ matrix.os }}
+    environment: ${{ matrix.environment }}
+    strategy:
+      fail-fast: true
+      matrix:
+        python-version: ["3.10"]
+        os: [ubuntu-latest]
+        environment: ["integration"]
+    env:
+      UV_PYTHON: ${{ matrix.python-version }}
+      AZURE_AI_PROJECT_ENDPOINT: ${{ secrets.AZUREAI__ENDPOINT }}
+      AZURE_AI_MODEL_DEPLOYMENT_NAME: ${{ vars.AZUREAI__DEPLOYMENTNAME }}
+      LOCAL_MCP_URL: ${{ vars.LOCAL_MCP__URL }}
+    defaults:
+      run:
+        working-directory: python
+    steps:
+      - uses: actions/checkout@v6
+      - name: Set up python and install the project
+        id: python-setup
+        uses: ./.github/actions/python-setup
+        with:
+          python-version: ${{ matrix.python-version }}
+          os: ${{ runner.os }}
+        env:
+          # Configure a constant location for the uv cache
+          UV_CACHE_DIR: /tmp/.uv-cache
+      - name: Azure CLI Login
+        if: github.event_name != 'pull_request'
+        uses: azure/login@v2
+        with:
+          client-id: ${{ secrets.AZURE_CLIENT_ID }}
+          tenant-id: ${{ secrets.AZURE_TENANT_ID }}
+          subscription-id: ${{ secrets.AZURE_SUBSCRIPTION_ID }}
+      - name: Test with pytest
+        timeout-minutes: 10
+        run: uv run --directory packages/azure-ai poe integration-tests -n logical --dist loadfile --dist worksteal --timeout 300 --retries 3 --retry-delay 10
+        working-directory: ./python
+      - name: Test Azure AI samples
+        timeout-minutes: 10
+        if: env.RUN_SAMPLES_TESTS == 'true'
+        run: uv run pytest tests/samples/ -m "azure-ai"
+        working-directory: ./python
+      - name: Surface failing tests
+        if: always()
+        uses: pmeier/pytest-results-action@v0.7.2
+        with:
+          path: ./python/**.xml
+          summary: true
+          display-options: fEX
+          fail-on-empty: false
+          title: Test results
+
+  # TODO: Add python-tests-lab
+
+  python-integration-tests-check:
+    if: always()
+    runs-on: ubuntu-latest
+    needs:
+      [
+        python-tests-core,
+        python-tests-azure-ai
+      ]
+    steps:
+
+      - name: Fail workflow if tests failed
+        id: check_tests_failed
+        if: contains(join(needs.*.result, ','), 'failure')
+        uses: actions/github-script@v8
+        with:
+          script: core.setFailed('Integration Tests Failed!')
+
+      - name: Fail workflow if tests cancelled
+        id: check_tests_cancelled
+        if: contains(join(needs.*.result, ','), 'cancelled')
+        uses: actions/github-script@v8
+        with:
+          script: core.setFailed('Integration Tests Cancelled!')

.github/workflows/python-release.yml

@@ -0,0 +1,62 @@
+name: Python - Build Release Assets
+
+on:
+  release:
+    types: [published]
+
+permissions:
+  contents: write
+  id-token: write
+env:
+  # Configure a constant location for the uv cache
+  UV_CACHE_DIR: /tmp/.uv-cache
+
+jobs:
+  python-build-assets:
+    if: github.event_name == 'release' && startsWith(github.event.release.tag_name, 'python-')
+    name: Python Build Assets and add to Release
+    runs-on: ubuntu-latest
+    environment: "integration"
+    env:
+      UV_PYTHON: "3.13"
+    defaults:
+      run:
+        working-directory: python
+    steps:
+      - uses: actions/checkout@v6
+      - name: Set up python and install the project
+        id: python-setup
+        uses: ./.github/actions/python-setup
+        with:
+          python-version: ${{ matrix.python-version }}
+          os: ${{ runner.os }}
+        env:
+          # Configure a constant location for the uv cache
+          UV_CACHE_DIR: /tmp/.uv-cache
+      - name: Set environment variables
+        run: |
+          # Extract package name from tag (format: python-<package>-<version>)
+          TAG="${{ github.event.release.tag_name }}"
+          PACKAGE=$(echo "$TAG" | sed 's/^python-\([^-]*\)-.*$/\1/')
+
+          # Validate package exists
+          if [[ ! -d "packages/$PACKAGE" ]]; then
+            echo "Error: Package '$PACKAGE' not found in packages/ directory"
+            echo "Available packages: $(ls packages/)"
+            exit 1
+          fi
+
+          echo "PACKAGE=$PACKAGE" >> $GITHUB_ENV
+          echo "Building package: $PACKAGE"
+
+      - name: Check version
+        run: |
+          echo "Building and uploading Python package version: ${{ github.event.release.tag_name }}"
+          echo "Package directory: packages/${{ env.PACKAGE }}"
+      - name: Build the package
+        run: uv run poe --directory packages/${{ env.PACKAGE }} build
+      - name: Release
+        uses: softprops/action-gh-release@v2
+        with:
+          files: |
+            python/dist/*

.github/workflows/python-test-coverage-report.yml

@@ -0,0 +1,59 @@
+name: Python - Test Coverage Report
+
+on:
+  workflow_run:
+    workflows: ["Python - Test Coverage"]
+    types:
+      - completed
+
+permissions:
+  contents: read
+  pull-requests: write
+
+jobs:
+  python-test-coverage-report:
+    runs-on: ubuntu-latest
+    if: github.event.workflow_run.conclusion == 'success'
+    continue-on-error: false
+    defaults:
+      run:
+        working-directory: python
+    steps:
+      - uses: actions/checkout@v6
+      - name: Download coverage report
+        uses: actions/download-artifact@v7
+        with:
+          github-token: ${{ secrets.GH_ACTIONS_PR_WRITE }}
+          run-id: ${{ github.event.workflow_run.id }}
+          path: ./python
+          merge-multiple: true
+      - name: Display structure of downloaded files
+        run: ls
+      - name: Read and set PR number
+        # Need to read the PR number from the file saved in the previous workflow
+        # because the workflow_run event does not have access to the PR number
+        # The PR number is needed to post the comment on the PR
+        run: |
+          if [ ! -s pr_number ]; then
+            echo "PR number file 'pr_number' is missing or empty"
+            exit 1
+          fi
+          PR_NUMBER=$(head -1 pr_number | tr -dc '0-9')
+          if [ -z "$PR_NUMBER" ]; then
+            echo "PR number file 'pr_number' does not contain a valid PR number"
+            exit 1
+          fi
+          echo "PR_NUMBER=$PR_NUMBER" >> "$GITHUB_ENV"
+      - name: Pytest coverage comment
+        id: coverageComment
+        uses: MishaKav/pytest-coverage-comment@v1.2.0
+        with:
+          github-token: ${{ secrets.GH_ACTIONS_PR_WRITE }}
+          issue-number: ${{ env.PR_NUMBER }}
+          pytest-xml-coverage-path: python/python-coverage.xml
+          title: "Python Test Coverage Report"
+          badge-title: "Python Test Coverage"
+          junitxml-title: "Python Unit Test Overview"
+          junitxml-path: python/pytest.xml
+          default-branch: "main"
+          report-only-changed-files: true

.github/workflows/python-test-coverage.yml

@@ -0,0 +1,49 @@
+name: Python - Test Coverage
+
+on:
+  pull_request:
+    branches: ["main", "feature*"]
+    paths:
+      - "python/packages/**"
+      - "python/tests/unit/**"
+env:
+  # Configure a constant location for the uv cache
+  UV_CACHE_DIR: /tmp/.uv-cache
+
+jobs:
+  python-tests-coverage:
+    runs-on: ubuntu-latest
+    continue-on-error: false
+    defaults:
+      run:
+        working-directory: python
+    env:
+      UV_PYTHON: "3.10"
+    steps:
+      - uses: actions/checkout@v6
+      # Save the PR number to a file since the workflow_run event
+      # in the coverage report workflow does not have access to it
+      - name: Save PR number
+        run: |
+          echo ${{ github.event.number }} > ./pr_number
+      - name: Set up python and install the project
+        id: python-setup
+        uses: ./.github/actions/python-setup
+        with:
+          python-version: ${{ matrix.python-version }}
+          os: ${{ runner.os }}
+        env:
+          # Configure a constant location for the uv cache
+          UV_CACHE_DIR: /tmp/.uv-cache
+      - name: Run all tests with coverage report
+        run: uv run poe all-tests-cov --cov-report=xml:python-coverage.xml -q --junitxml=pytest.xml
+      - name: Upload coverage report
+        uses: actions/upload-artifact@v6
+        with:
+          path: |
+            python/python-coverage.xml
+            python/pytest.xml
+            python/pr_number
+          overwrite: true
+          retention-days: 1
+          if-no-files-found: error

.github/workflows/python-tests.yml

@@ -0,0 +1,54 @@
+name: Python - Tests
+
+on:
+  pull_request:
+    branches: ["main", "feature*"]
+    paths:
+      - "python/**"
+env:
+  # Configure a constant location for the uv cache
+  UV_CACHE_DIR: /tmp/.uv-cache
+
+jobs:
+  python-tests:
+    name: Python Tests
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: true
+      matrix:
+        python-version: ["3.10", "3.11", "3.12", "3.13", "3.14"]
+        # todo: add macos-latest when problems are resolved
+        os: [ubuntu-latest, windows-latest]
+    env:
+      UV_PYTHON: ${{ matrix.python-version }}
+    permissions:
+      contents: write
+    defaults:
+      run:
+        working-directory: python
+    steps:
+      - uses: actions/checkout@v6
+      - name: Set up python and install the project
+        id: python-setup
+        uses: ./.github/actions/python-setup
+        with:
+          python-version: ${{ matrix.python-version }}
+          os: ${{ runner.os }}
+        env:
+          # Configure a constant location for the uv cache
+          UV_CACHE_DIR: /tmp/.uv-cache
+      # Unit tests
+      - name: Run all tests
+        run: uv run poe all-tests
+        working-directory: ./python
+
+      # Surface failing tests
+      - name: Surface failing tests
+        if: always()
+        uses: pmeier/pytest-results-action@v0.7.2
+        with:
+          path: ./python/**.xml
+          summary: true
+          display-options: fEX
+          fail-on-empty: false
+          title: Test results