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Author SHA1 Message Date
Evan MattsonandGitHub d81b579111 Python: Bump ag-ui package to 1.0.0b251105 for a release. Update changelog. (#1922)
* Bump ag-ui package to 1.0.0b251105 for a release. Update changelog.

* Fix authors and license-files
2025-11-05 08:30:52 +00:00
Evan MattsonandGitHub 35a8565495 Python: AG-UI protocol support (#1826)
* Add AG-UI integration

* Fix tests. PR feedback

* Cleanup

* PR Feedback

* Improve README and getting started experience

* Fix links
2025-11-05 05:25:24 +00:00
0c862e97a6 Python: feat: Add ChatKit integration with a sample application (#1273)
* feat: Add ChatKit integration with a new frontend application

- Created a new frontend application using React and Vite for the ChatKit integration.
- Added essential files including package.json, vite.config.ts, and Tailwind CSS configuration.
- Implemented core components: App, Home, ChatKitPanel, ThemeToggle, and hooks for color scheme management.
- Established SQLite-based store implementation for ChatKit data persistence in store.py.
- Integrated theme toggling functionality for light and dark modes.
- Set up ESLint and TypeScript configurations for better development experience.

* git ignore

* fix mypy

* add mising file

* minimal frontend for chatkit sample

* update ignore files

* version

* set python version lowerbound on chatkit

* update project settings for chatkit

* update setup

* update setup

* update setup

* update setup

* weather widget

* add select city widget sample

* remove widget helper

* update chatkit to include file attachments and cover more thread item types

* update readme with mermaid diagram

* update diagram

* update instructions

* update chatkit dependency

* fix converter imports

* move to demos/

* move to demos/ -- rename references

* support multiple session instead of using global variable in sample

* support chunk streaming

* fix tests

* Update python/samples/demos/chatkit-integration/store.py

Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com>

* use local host

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Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com>
2025-11-05 02:11:40 +00:00
Peter IbekweandGitHub bbde248839 .NET: Add unit tests for CreateConversation executor (#1915)
* Add unit tests for create conversation executor

* Update indentation and comment typo.
2025-11-05 01:40:10 +00:00
Tao ChenandGitHub 552f7c781d .NET: Make sure Workflow activities are as expected (#1903)
* Make sure Workflow activities are as expected

* misc

* Copliot comments

* Fix unit tests

* Improve test stability

* Fix unit tests

* Fix formatting
2025-11-05 00:37:31 +00:00
Evan MattsonandGitHub 2499262f30 Add orchestration samples link (#1914) 2025-11-05 00:30:56 +00:00
f415959d33 .NET: Add Writer-Critic Iterative Refinement Workflow Sample (#1790)
* Adding Sample for writer-critic workflow implemented using Worfklow, custom executors, agents, switch, custom states, different entry points for the executors.

* Update dotnet/samples/GettingStarted/Workflows/_Foundational/08_WriterCriticWorkflow/Program.cs

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

* Update dotnet/samples/GettingStarted/Workflows/_Foundational/08_WriterCriticWorkflow/Program.cs

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

* using now structured output, with streaming for UX responsiveness.

* improved comments and order, so comments directly precede what they're describing

* fixing issue with internal class that the analyzer doesn't recognize that CriticDecision is instantiated, just indirectly via JSON deserialization

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
2025-11-04 23:50:41 +00:00
Evan MattsonandGitHub 7b3e2a7e82 Update changelog with a new PR that went in (#1912) 2025-11-04 23:20:13 +00:00
Evan MattsonandGitHub d5040236c9 Fix mcp tool cloning for handoff pattern (#1883) 2025-11-04 22:49:34 +00:00
Dmytro StrukandGitHub 9e1b3c9b85 Python: .NET: Updated package version and small fix (#1911)
* Removed public key

* Updated package version

* Updated Python package versions
2025-11-04 22:42:07 +00:00
westeyandGitHub 8b4aa1ebb5 .NET: Add additional error handling to existing providers. (#1837)
* Add additional error handling to existing providers.

* Add additional information when logging mem0 messages.

* Fix formatting.
2025-11-04 17:09:45 +00:00
westeyandGitHub ada5b83c80 .NET: Add rag samples with sample TextSearchStore (#1664)
* Port store for adding text to a vector store to AF

* Fix typo.

* Change TextSearchStore to sample, and add sample to use it and do rag with a custom schema

* Add more tests and fix broken ones

* Fix merge issue

* Fix sample after merge.

* Convert TextSearchStore to use Dynamic mode to be AOT compatible.

* Add some more clarification on when to use assistant messages in rag searches.
2025-11-04 16:24:26 +00:00
64fc3f381f .NET: Response & foundry agent hosted MCP sample (#1568)
* Adding sample demonstrating hosted MCP with Responses

* Add mcp readme.md to slnx

* Update FoundryAgent sample to use MCP types from abstraction and to show how to do approval

* Fix param name after package update.

* Fix environment variable name for consistency

* Apply suggestion from @Copilot

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

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Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2025-11-04 15:54:20 +00:00
Evan MattsonandGitHub 50d9b13bfc Python: [BREAKING] consolidate workflow run APIs (#1723)
* consolidate workflow run apis

* improve validation, add tests

* Proper code tags for docs

* Update sample output

* Remove cycle validation

* PR feedback

* Validation

* Cleanup
2025-11-03 23:34:59 +00:00
Tao ChenandGitHub b0ee7028a6 .NET: Add workflow as an agent with observability sample (#1612)
* Add workflow as an agent with observability sample

* Address comment

* Fix formatting

* enable sensitive data

* enable sensitive data for sub agents

* adjust aggregator handlers
2025-11-03 20:36:33 +00:00
Eduard van ValkenburgandGitHub 12d17acdc0 Python: Introducing the Anthropic Client (#1819)
* initial version of anthropic connector

* updated implementation and added tests

* fix type and readme

* mypy fix and int tests enabled

* add integration test setup

* updated based on comments

* improved function result handling

* added extra unordered test

* updated from review

* fix tool choice handling

* same fix for chat client
2025-11-03 19:32:28 +00:00
Giles OdigweandGitHub a766a81243 a2a workflows fix (#1860) 2025-11-03 18:47:09 +00:00
Eduard van ValkenburgandGitHub e462d209fd Python: fix middleware and cleanup confusing function (#1865)
* fix middleware and cleanup redundant function

* added test to validate
2025-11-03 18:42:59 +00:00
0b843d2b3e .NET: Add simple rag sample for catalog (#1834)
* add simple rag sample for catalog

* Update dotnet/samples/Catalog/AgentWithTextSearchRag/AgentWithTextSearchRag.csproj

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

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Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2025-11-03 18:25:16 +00:00
Jacob AlberandGitHub b25b0af49b .NET: [BREAKING] Unify ExecutorIsh and ExecutorRegistration, unify/simplify APIs (#1637)
* refactor: Unify ExecutorIsh and ExecutorRegistration => ExecutorBinding

* Switch to more modern Record type-tree for Sum Types
* Unify APIs for getting ExecutorBinding
* Fix an issue where workflows consisting entirely of cross-run shareable executors which are not instance-resettable do not properly clear state when running non-concurrently.

* feat: Simplify function-to-executor pattern

* refactor: Normalize API naming
2025-11-03 18:20:35 +00:00
91c66f8a2c .NET: Sample demonstrating the use of agents in workflows (#1836)
* add sample demonstrating the use of agents in workflows

* Update dotnet/samples/Catalog/AgentsInWorkflows/README.md

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

* use type instead of var

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Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2025-11-03 17:53:38 +00:00
c83011b30d .NET: Peibekwe/workflows cancellation token fix (#1740)
* Propagate cancellation token down the stack

* Added unit tests to cover workflow cancellation scenarios

* Updated tests based on feedback to simplify assert.

* Create custom AsyncEnumrable to gracefully handle cancellation for Channel reader. Tailor cancellation tests to declarative scenarios.

* Update comment and naming for readability.

* Fixing minor stylistic recommendation.

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Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
2025-11-03 16:34:55 +00:00
e87eed573b .NET: Change GetAIAgentAsync to be synchronous (#1846)
* Change GetAIAgentAsync to be synchronous

* Update dotnet/tests/Microsoft.Agents.AI.A2A.UnitTests/Extensions/A2AAgentCardExtensionsTests.cs

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

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2025-11-03 15:16:19 +00:00
CopilotGitHubcopilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>stephentoub
b467ddf92a Update Microsoft.Extensions.AI libraries to 9.10.2 and OpenAI to 2.6.0 (#1859)
Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: stephentoub <2642209+stephentoub@users.noreply.github.com>
2025-11-03 13:09:44 +00:00
Giles OdigweandGitHub a9a1b1e567 Python: Azure AI top_p and temperature parameters fix (#1839)
* azure ai parameters fix

* added unit tests

* unit test fix

* fix
2025-10-31 20:46:38 +00:00
a5db641ce3 .NET: Background responses sample (#1831)
* add samples that demonstrate background responses with function calling and agent state persistence

* update readme

* update sample description

* rename sample project

* remove unnecessary namespace and ysed task delay instead thread sleep generated by ai

* change names

* Update dotnet/samples/GettingStarted/Agents/Agent_Step20_BackgroundResponsesWithToolsAndPersistence/AgentStateStore.cs

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

* simplify sample and address pr review comments

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Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2025-10-31 17:13:43 +00:00
889f45a7ef Python: Ensure agent thread is part of checkpoint (#1756)
* ensure agent thread is part of checkpoint

* Update python/packages/core/agent_framework/_workflows/_agent_executor.py

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

* remove data copying for server side thread.

* refine warning check

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2025-10-31 15:48:43 +00:00
Tao ChenandGitHub 68b6a55757 [BREAKING] Python: Remove request_type param from ctx.request_info() (#1824)
* Remove request_type param from ctx.request_info()

* Address comments
2025-10-31 14:31:15 +00:00
westeyandGitHub 2101d9d36d Don't stamp unknown author name on output messages. (#1830) 2025-10-31 14:12:20 +00:00
Eric ZhuandGitHub 1543370027 Python: Lab: Updates to GAIA module (#1763)
* Lab: Updates to GAIA module

* update

* emoj!

* fix lint

* update lab test workflow to only trigger for python changes

* lint

* lint

* Fix broken OpenAI agents JS documentation link
2025-10-30 22:02:31 +00:00
7431b46bf0 Add community readme (#1817)
* Add community readme

* Update COMMUNITY.md

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

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Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2025-10-30 20:29:01 +00:00
westeyandGitHub 947e9eb1dc Fix broken .md link (#1818) 2025-10-30 20:03:29 +00:00
ChrisandGitHub b9d3e51734 Clean-up (#1810) 2025-10-30 17:49:31 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>Chris
42f20b431c Bump OpenTelemetry.Instrumentation.AspNetCore from 1.12.0 to 1.13.0 (#1802)
---
updated-dependencies:
- dependency-name: OpenTelemetry.Instrumentation.AspNetCore
  dependency-version: 1.13.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

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2025-10-30 16:52:41 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>Chris
a24624e28e Bump Microsoft.Identity.Client.Extensions.Msal from 4.77.1 to 4.78.0 (#1798)
---
updated-dependencies:
- dependency-name: Microsoft.Identity.Client.Extensions.Msal
  dependency-version: 4.78.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

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2025-10-30 16:27:41 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>Chris
6e49c7a7b7 Bump OpenTelemetry.Extensions.Hosting from 1.12.0 to 1.13.1 (#1800)
---
updated-dependencies:
- dependency-name: OpenTelemetry.Extensions.Hosting
  dependency-version: 1.13.1
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

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2025-10-30 16:26:33 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>Chris
23b76b382f Bump OpenTelemetry.Instrumentation.Http from 1.12.0 to 1.13.0 (#1801)
---
updated-dependencies:
- dependency-name: OpenTelemetry.Instrumentation.Http
  dependency-version: 1.13.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

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2025-10-30 16:26:14 +00:00
Eduard van ValkenburgandGitHub 434ffb8ab8 Python: [BREAKING] Cleanup of dependencies (#1803)
* removed extra and non-released deps

* added comments

* added space and lock

* fix pyright config
2025-10-30 15:24:29 +00:00
KurtandGitHub abfdf75cfb fix: Remove strict thread id validation for tool results (#1769)
* fix: remove strict thread id validation for tool results

* test: remove corresponding test for strict thread_id validation
2025-10-30 14:32:46 +00:00
westeyandGitHub fb7086b2e0 .NET: [BREAKING] Fix issue where AIContextProvider messages were not added to MessageStores (#1788)
* Fix issue where AIContextProvider messages were not added to MessageStores

* Fix typos

* Update XML docs to reduce ambiguity.

* Update AIContext XML docs

* Fix merge issue
2025-10-30 11:55:48 +00:00
westeyandGitHub 36532e929e .NET: Add a Mem0 usage sample (#1779)
* Add a Mem0 usage sample

* Change charset

* Add variable types
2025-10-30 09:31:29 +00:00
Giles OdigweandGitHub 2059e7b3e8 Python: Azure AI Search Support Update + Refactored Samples & Unit Tests (#1683)
* azure ai search sample update

* azure ai search update

* small fix
2025-10-30 02:30:06 +00:00
Tao ChenandGitHub 943d92674e [BREAKING] Python: Replace RequestInfoExecutor with request_info API and @response_handler (#1466)
* Prototype: Add request_info API and @response_handler

* Add original_request as a parameter to the response handler

* Prototype: request interception in sub workflows

* Prototype: request interception in sub workflows 2

* WIP: Make checkpointing work

* checkpointing with sub workflow

* Fix function executor

* Allow sub-workflow to output directly

* Remove ReqeustInfoExecutor and related classes; Debugging checkpoint_with_human_in_the_loop

* Fix Handoff and sample

* fix pending requests in checkpoint

* Fix unit tests

* Fix formatting

* Resolve comments

* Address comment

* Add checkpoint tests

* Add tests

* misc

* fix mypy

* fix mypy

* Use request type as part of the key

* Log warning if there is not response handler for a request

* Update Internal edge group comments

* REcord message type in executor processing span

* Update sample

* Improve tests
2025-10-29 23:31:23 +00:00
westeyandGitHub f6eadd412e Shorten TextSearchSearchResult to TextSearchResult (#1780) 2025-10-29 21:16:28 +00:00
CopilotGitHublokitothcopilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>Jacob Alber
a2ee840eef .NET: Make ChatProtocolExecutor public (#1781)
* Initial plan

* Make ChatProtocolExecutor and ChatProtocolExecutorOptions public with XML documentation

Co-authored-by: lokitoth <6936551+lokitoth@users.noreply.github.com>

* Address PR review feedback - remove remarks, fix parameter descriptions

Co-authored-by: lokitoth <6936551+lokitoth@users.noreply.github.com>

* ci: Empty Commit to kick over CI

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: lokitoth <6936551+lokitoth@users.noreply.github.com>
Co-authored-by: Jacob Alber <jaalber@microsoft.com>
2025-10-29 19:02:27 +00:00
westeyandGitHub 8a3cab38ee .NET: Add a sample that shows how to do RAG with the TextSearchProvider (#1757)
* Add a sample that shows how to do RAG with the TextSearchProvider

* Update file encoding.
2025-10-29 14:34:00 +00:00
6325873906 .NET: Add deep-research sample (#1752)
* add deep-research sample

* update sample description

* update readme

* remove duplicating section

* Update dotnet/samples/GettingStarted/Agents/README.md

Co-authored-by: westey <164392973+westey-m@users.noreply.github.com>

* Update dotnet/samples/GettingStarted/Agents/Agent_Step18_DeepResearch/Program.cs

Co-authored-by: westey <164392973+westey-m@users.noreply.github.com>

* Update dotnet/samples/GettingStarted/Agents/Agent_Step18_DeepResearch/Program.cs

Co-authored-by: westey <164392973+westey-m@users.noreply.github.com>

* Use CreateAIAgentAsync extension method to create agent

* move deep research agent sample to the catalog folder

---------

Co-authored-by: westey <164392973+westey-m@users.noreply.github.com>
2025-10-29 12:42:21 +00:00
Tao ChenandGitHub 1fbdcf8268 Python: Fix type compatibility check (#1753)
* Fix type compatibility check

* Address comments
2025-10-29 00:48:01 +00:00
ChrisandGitHub 00a78d7bc6 .NET Workflows - Sample and Package Update (#1759)
* Update #1

* Sample comments

* Formatting

* Whitespace
2025-10-28 23:26:55 +00:00
Dmytro StrukandGitHub eed7e59f3f Updated Python and .NET package versions (#1758) 2025-10-28 18:49:50 +00:00
westeyandGitHub 4d9980c5c3 Disable packing mem0 to avoid release for now (#1751) 2025-10-28 16:41:57 +00:00
adba312cd6 Python: Added thread to AgentRunContext (#1732)
* Added thread to agent run context

* Added sample

* Update python/samples/getting_started/middleware/thread_behavior_middleware.py

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

* Small fix

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2025-10-28 16:31:09 +00:00
westeyandGitHub a816408cd4 .NET: Add Rag AIContext Provider (#1630)
* Add Rag AIContext Provider

* Fix issues

* Improve options naming based on PR feedback.

* Move Rag Provider to Data namespace

* Add Raw Representation to RagSearchResult

* Renaming RagProvider to TextSearchProvider
2025-10-28 14:16:29 +00:00
ChrisandGitHub b70030daec .NET Workflows - Expose SendMessage override to all platforms (#1741)
* For real

* Fine-tune

* One more miss
2025-10-28 12:29:01 +00:00
westeyandGitHub 742203fb12 .NET: Porting Mem0Provider to Agent Framework (#1601)
* Porting Mem0Provider to AF from SK

* Switch integration tests to manual

* Address issues

* Move Mem0Provider to separate project.

* Move integration tests to new project

* Address PR comments.
2025-10-28 12:28:37 +00:00
Stephen ToubandGitHub 8408209c70 Fix gen_ai.operation.name to be invoke_agent (#1729) 2025-10-28 01:45:09 +00:00
Eric ZhuandGitHub 3194851c11 Python: AutoGen migration samples (#1738)
* add autogen migration samples

* fix typo

* remove comment

* fix typo

* fix lab pyright

* fix for HuggingFace change
2025-10-28 00:47:31 +00:00
ChrisandGitHub 92925a8bc7 .NET Workflows - Add support for tool approval (#1685)
* Draft

* Nullable init

* Complete

* Consistency

* Test fix

* Typo

* Comment

* Updated

* Fix identifier

* Test fix

* Comment typo

* Better naming

* Comment

* Tweak comment
2025-10-27 17:40:45 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
f8b427c6ec Bump Anthropic.SDK from 5.7.1 to 5.8.0 (#1703)
---
updated-dependencies:
- dependency-name: Anthropic.SDK
  dependency-version: 5.8.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
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2025-10-27 16:46:16 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
76f3d4aa42 Bump Aspire.Hosting.AppHost from 9.5.1 to 9.5.2 (#1704)
---
updated-dependencies:
- dependency-name: Aspire.Hosting.AppHost
  dependency-version: 9.5.2
  dependency-type: direct:production
  update-type: version-update:semver-patch
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2025-10-27 16:45:51 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
81ec5da1b3 Bump Aspire.Hosting.Azure.CognitiveServices from 9.5.1 to 9.5.2 (#1705)
---
updated-dependencies:
- dependency-name: Aspire.Hosting.Azure.CognitiveServices
  dependency-version: 9.5.2
  dependency-type: direct:production
  update-type: version-update:semver-patch
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2025-10-27 16:45:37 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
8a3a67e1cf Bump Aspire.Microsoft.Azure.Cosmos from 9.5.1 to 9.5.2 (#1706)
---
updated-dependencies:
- dependency-name: Aspire.Microsoft.Azure.Cosmos
  dependency-version: 9.5.2
  dependency-type: direct:production
  update-type: version-update:semver-patch
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2025-10-27 16:45:21 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
a0282b7b9a Bump danielpalme/ReportGenerator-GitHub-Action from 5.4.17 to 5.4.18 (#1713)
Bumps [danielpalme/ReportGenerator-GitHub-Action](https://github.com/danielpalme/reportgenerator-github-action) from 5.4.17 to 5.4.18.
- [Release notes](https://github.com/danielpalme/reportgenerator-github-action/releases)
- [Commits](https://github.com/danielpalme/reportgenerator-github-action/compare/5.4.17...5.4.18)

---
updated-dependencies:
- dependency-name: danielpalme/ReportGenerator-GitHub-Action
  dependency-version: 5.4.18
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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2025-10-27 16:39:16 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
c1d8ae90e1 Bump actions/download-artifact from 5 to 6 (#1714)
Bumps [actions/download-artifact](https://github.com/actions/download-artifact) from 5 to 6.
- [Release notes](https://github.com/actions/download-artifact/releases)
- [Commits](https://github.com/actions/download-artifact/compare/v5...v6)

---
updated-dependencies:
- dependency-name: actions/download-artifact
  dependency-version: '6'
  dependency-type: direct:production
  update-type: version-update:semver-major
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2025-10-27 16:38:08 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
b0f9cdb605 Bump actions/upload-artifact from 4 to 5 (#1715)
Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 4 to 5.
- [Release notes](https://github.com/actions/upload-artifact/releases)
- [Commits](https://github.com/actions/upload-artifact/compare/v4...v5)

---
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  dependency-version: '5'
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  update-type: version-update:semver-major
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2025-10-27 16:37:58 +00:00
Evan MattsonandGitHub e2d1ba3192 Python: reject @executor on staticmethod/classmethod with clear error message (#1719)
* reject executor on static method w clear error

* Simplify

* Cleanup
2025-10-27 05:31:58 +00:00
ff7de7a500 excluded devui frontend in pyproject.toml (#1697)
Co-authored-by: Alex Lavaee <alexlavaee@microsoft.com>
Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com>
2025-10-27 05:30:12 +00:00
Evan MattsonandGitHub e3aad8e4e0 Python: [BREAKING] Python: Intro group chat and refactor orchestrations. Fix as_agent(). Standardize orchestration start msg types. (#1538)
* Intro group chat and refactor magentic. Fix as_agent()

* Cleanup and improvements

* Add as_agent docstring clarification

* Standardize orchestration messages to use agent-style inputs.

* Simplify group chat constructs

* Further cleanup

* Add sk to af group chat migration sample. Update README.

* Improvements and simplifications

* consolidating shared orchestration logic

* Further clean up

* Add group chat sample

* Improve typing

* Fix test imports

* Fix readme links

* Cleanup per PR Feedback
2025-10-25 00:14:06 +00:00
Jacob AlberandGitHub 899d8ff775 fix: .NET: Concurrency Support for Orchestrations (#1689)
Concurrent run support was recently added to workflows, but Orchestrations did not fully update to support it. A few executors were missing Cross-Run Shareable annotations, and the ConcurrentEnd executor needed to be factory-instantiated.

This also ports the fix for #1613 from #1637, to avoid waiting on that PR.
2025-10-24 23:18:51 +00:00
Eric ZhuandGitHub aba505df77 Python: Update lab packages and installation instructions (#1687)
* update lab packages and installation instructions

* fix dep
2025-10-24 21:12:08 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>Chris
418d7f2353 Bump Anthropic.SDK from 5.6.0 to 5.7.1 (#1647)
---
updated-dependencies:
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  dependency-version: 5.7.1
  dependency-type: direct:production
  update-type: version-update:semver-minor
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2025-10-24 17:19:14 +00:00
458819a12b Python: [BREAKING] Update Agent Framework Lab Lightning to use Agent-lightning v0.2.0 API (#1644)
* Merge changes from AGL release

* Merge changes from AGL release

* fix mypy

* fix tool call with pydantic

* Apply suggestion from @ekzhu

* fix lint

---------

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
2025-10-24 17:02:56 +00:00
73eb00b37b .NET: API to manage AgentThreads in hosting scenarios (#1520)
* skeleton

* wip

* rename + fix tests

* implement workflow tests

* fix comments

* Update dotnet/src/Microsoft.Agents.AI.Hosting/HostApplicationBuilderWorkflowExtensions.cs

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

* fixes

* proto

* fix worfklow build logic

* build it / no reflection / no generics / extensions on aiagent

* rollback + new overload on workflow builder

* address PR comments

* fix build

* take from main

* correct based on latest API

* apply suggestion

* address PR comments x1

* address PR comments 2

* renames

* *With*

* refactor api a bit

* refactor + merge main + apply suggestions

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2025-10-24 11:17:25 +00:00
Tao ChenandGitHub 31701dbb92 [BREAKING] Python: Refactor Checkpointing for runner and runner context (#1645)
* Refactor Checkpointing for runner and runner context

* exception

* Fix formatting

* Comments

* rename

* Add detailed doc string
2025-10-24 03:34:55 +00:00
Jacob AlberandGitHub 3aa682082a feat: Add Cancellation API on StreamingRun (#1675) 2025-10-23 20:01:56 +00:00
Jacob AlberandGitHub b2246efa69 fix: InMemoryCheckpointManager is not JSON serializable (#1639)
Checkpointing is used by the WorkflowHostAgent to be able to support resume from a provided thread. When a CheckpointManager is not specified, we use the InMemoryCheckpointManager and serialize its state into the thread's Serialize()ed JsonElement.

At some point InMemoryCheckpointManager became not serializable, breaking this behaviour. This change restores serializability, and adds a test.
2025-10-23 19:32:52 +00:00
Victor DibiaandGitHub 6b66a34609 Python: DevUI Fix Serialization, Timestamp and Other Issues (#1584)
* refactor(devui): adopt standard OpenAI lifecycle events for agents and workflows

- Replace custom workflow events with OpenAI Responses API standard lifecycle events
- Add AgentStartedEvent, AgentCompletedEvent, AgentFailedEvent for clean separation
- Implement ExecutorActionItem for workflow executor tracking
- Convert informational events to trace events to reduce noise
- Update README mapper table with comprehensive event mappings
- Maintain full backward compatibility with legacy events

* fix(devui): resolve timestamp overwriting and Content serialization errors

- Fix tool call timestamps being overwritten on each render (#1483)
- Add recursive Content serialization to handle ChatMessage and nested objects (#1548)
- Implement proper MCP tool cleanup on server shutdown
- Add timestamp field to function_result.complete events
- Enhance credential and client resource cleanup

Fixes #1483, #1548
Partial improvements for #1476
2025-10-23 18:19:20 +00:00
Eric ZhuandGitHub 064ee8afbe Python: Update lab test trigger (#1632)
* Update lab test trigger

* fix tests
2025-10-23 18:11:57 +00:00
Giles OdigweandGitHub 1f19a6da5c Python: MCP Error Handling Fix + Added Unit Tests (#1621)
* mcp error fix

* test docstring fixes
2025-10-23 18:01:10 +00:00
SergeyMenshykhandGitHub c408a2d8c3 update the sample to have more relevant background responses prompts and reference official documentation. (#1654) 2025-10-23 17:47:54 +00:00
Korolev DmitryandGitHub 72c391bc08 .NET: Refactor A2A and AIAgent hosting extensions (#1625)
* a2a reformat

* and refactor extensions on serviceCollection

* units

* fix build

* add remark for agentcard overloads
2025-10-23 17:43:48 +00:00
Eric ZhuandGitHub 905e730dc2 Python: Skip flaky openai vector store file tests (#1667)
* Add poll interval to fix integration test

* skip flaky tests
2025-10-23 17:31:41 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>Chris
8441b7e9e9 Bump OpenTelemetry and OpenTelemetry.Exporter.InMemory (#1651)
Bumps OpenTelemetry from 1.12.0 to 1.13.1
Bumps OpenTelemetry.Exporter.InMemory from 1.12.0 to 1.13.1

---
updated-dependencies:
- dependency-name: OpenTelemetry
  dependency-version: 1.13.1
  dependency-type: direct:production
  update-type: version-update:semver-minor
- dependency-name: OpenTelemetry.Exporter.InMemory
  dependency-version: 1.13.1
  dependency-type: direct:production
  update-type: version-update:semver-minor
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2025-10-23 15:57:09 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>Chris
183a1f9b84 Bump FluentAssertions from 8.7.1 to 8.8.0 (#1648)
---
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  dependency-version: 8.8.0
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  update-type: version-update:semver-minor
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2025-10-23 15:55:02 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
3a842c27cd Bump OpenTelemetry and OpenTelemetry.Exporter.Console (#1650)
Bumps OpenTelemetry from 1.12.0 to 1.13.1
Bumps OpenTelemetry.Exporter.Console from 1.12.0 to 1.13.1

---
updated-dependencies:
- dependency-name: OpenTelemetry
  dependency-version: 1.13.1
  dependency-type: direct:production
  update-type: version-update:semver-minor
- dependency-name: OpenTelemetry.Exporter.Console
  dependency-version: 1.13.1
  dependency-type: direct:production
  update-type: version-update:semver-minor
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2025-10-23 15:28:37 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
cd17caca42 Bump OpenTelemetry and OpenTelemetry.Exporter.OpenTelemetryProtocol (#1652)
Bumps OpenTelemetry from 1.12.0 to 1.13.1
Bumps OpenTelemetry.Exporter.OpenTelemetryProtocol from 1.12.0 to 1.13.1

---
updated-dependencies:
- dependency-name: OpenTelemetry
  dependency-version: 1.13.1
  dependency-type: direct:production
  update-type: version-update:semver-minor
- dependency-name: OpenTelemetry.Exporter.OpenTelemetryProtocol
  dependency-version: 1.13.1
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

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2025-10-23 15:28:03 +00:00
SergeyMenshykhandGitHub 202bfdc376 allow a2a agent to accept non-user messages (#1661) 2025-10-23 14:37:14 +00:00
Jacob AlberandGitHub feb3404a27 samples: WorkflowHelper => WorkflowFactory (#1640) 2025-10-23 04:34:26 +00:00
Peter IbekweandGitHub e9687d59b4 Propagate cancellation token down the stack (#1641) 2025-10-23 01:44:44 +00:00
Jose Luis Latorre MillasandGitHub 0fc1b8837b Fixes issue 1623 - .NET: [BUG] Fix Invalid Mermaid/DOT Identifiers in Fan-In Node Visualization (#1624) 2025-10-22 21:19:44 +00:00
Stephen ToubandGitHub 23bf1db623 Bump ModelContextProtocol to 0.4.0-preview.3 (#1585) 2025-10-22 19:01:45 +00:00
CopilotGitHubcrickmancopilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
d89631ed44 .NET: Fix solution reference to deleted ParseValue.yaml file (#1610)
* Initial plan

* Remove reference to deleted ParseValue.yaml from solution file

Co-authored-by: crickman <66376200+crickman@users.noreply.github.com>

---------

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2025-10-22 17:58:41 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>ChrisRoger Barreto
8e33fa1aaa Bump Microsoft.ML.OnnxRuntimeGenAI from 0.9.2 to 0.10.0 (#1410)
---
updated-dependencies:
- dependency-name: Microsoft.ML.OnnxRuntimeGenAI
  dependency-version: 0.10.0
  dependency-type: direct:production
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2025-10-22 17:55:51 +00:00
103c7e7105 .NET: Improve fidelity of OpenAI Responses hosting (#1550)
* Improve conformance of OpenAI Responses API serving

* Update dotnet/src/Microsoft.Agents.AI.Hosting.OpenAI/Responses/AgentRunResponseExtensions.cs

Co-authored-by: Stephen Toub <stoub@microsoft.com>

* Update dotnet/src/Microsoft.Agents.AI.Hosting.OpenAI/Responses/AgentRunResponseExtensions.cs

Co-authored-by: Stephen Toub <stoub@microsoft.com>

* Sort packages

* Relax adherence where acceptable

* nit

* PromptCacheKey is not obsolete

* format

---------

Co-authored-by: Stephen Toub <stoub@microsoft.com>
2025-10-22 17:48:44 +00:00
1bf520a7c2 .NET: Add support for background responses (#1501)
* add support for background responses

* Update dotnet/src/Microsoft.Agents.AI.Abstractions/AgentRunResponseUpdate.cs

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

* fix broken link

* fix xml comments and background responses properties override funcitonity

* change ai model provider

* use Run{Streaming}Async overloads that don't require messages

* stop using m: prefix in cref attribute of <see/> element.

* reject input messages provided with continuation token + don't extract messages from message store and context provide if continuation token is provided

* use agent thread for background-responses sample

* require agent thread for background responses

* Update dotnet/src/Microsoft.Agents.AI/ChatClient/ChatClientAgent.cs

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

* Update dotnet/src/Microsoft.Agents.AI/ChatClient/ChatClientAgent.cs

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

* remove CA1200

* Update dotnet/src/Microsoft.Agents.AI.Abstractions/AgentRunOptions.cs

Co-authored-by: westey <164392973+westey-m@users.noreply.github.com>

* Update dotnet/src/Microsoft.Agents.AI.Abstractions/AgentRunResponse.cs

Co-authored-by: westey <164392973+westey-m@users.noreply.github.com>

* Update dotnet/src/Microsoft.Agents.AI.Abstractions/AgentRunResponse.cs

Co-authored-by: westey <164392973+westey-m@users.noreply.github.com>

* address pr review comments

* Update dotnet/samples/GettingStarted/Agents/Agent_Step17_BackgroundResponses/Program.cs

Co-authored-by: westey <164392973+westey-m@users.noreply.github.com>

---------

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2025-10-22 17:43:57 +00:00
CopilotGitHubrogerbarretocopilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
699149c260 .NET: Update Microsoft.Extensions.AI packages to version 9.10.1 (#1626)
* Initial plan

* Update Microsoft.Extensions.AI packages to 9.10.1

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

* Moving FileHostedSearch testing to manual mode

* Moving FileHostedSearch testing to manual mode

---------

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2025-10-22 17:12:57 +00:00
Evan MattsonandGitHub b66619a544 Python: Add Handoff orchestration pattern support (#1469)
* Add Handoff orchestration pattern support

* PR feedback

* Use AOAI client in samples

* Adjust to tool

* Handoff to sub-agent via ai function

* PR feedback

* More cleanup

* Improvements

* PR feedback cleanup

* Add handoff migration sample.

* Remove type ignore

* fix markdown link formatting

* Remove readme link for non-existent sample
2025-10-22 01:51:51 +00:00
4554de00ab .NET: Sample on Worflows mixing Agents And Executors, showcasing best patte… (#1562)
* Sample on Worflows mixing Agents And Executors, showcasing best patterns which are reusable.

* Update dotnet/samples/GettingStarted/Workflows/README.md

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

* Update dotnet/samples/GettingStarted/Workflows/_Foundational/07_MixedWorkflowAgentsAndExecutors/Program.cs

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

* minor fix

* fixed ambiguous signature due to framework changes.

---------

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2025-10-21 23:41:59 +00:00
CopilotGitHubcrickmancopilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
965cce0b50 .NET Workflows - Remove debug file ParseValue.yaml from workflow-samples (#1608)
* Initial plan

* Remove ParseValue.yaml debug file from workflow-samples

Co-authored-by: crickman <66376200+crickman@users.noreply.github.com>

---------

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2025-10-21 21:33:13 +00:00
d7f422b92c .NET: Use extension methods from A2A package for converting between MEAI & A2A model classes (#1600)
* use extension methods from A2A package for converting between MEAI and A2A model classes.

* Update dotnet/tests/Microsoft.Agents.AI.A2A.UnitTests/A2AAgentTests.cs

Co-authored-by: Stephen Toub <stoub@microsoft.com>

* remove unused using

---------

Co-authored-by: Stephen Toub <stoub@microsoft.com>
2025-10-21 17:59:27 +00:00
22d76e5780 .NET: Fix handoff function naming (#1370)
* Fix handoff function naming

We don't need the agent's name or a guid in the handoff name... we can just use simple numbering. There's a possibility that someone built an agent with a built-in function tool named "handoff_to_x"; if that turns out to be an issue, we could add back some longer bit of randomness.

* Update dotnet/src/Microsoft.Agents.AI.Workflows/Specialized/HandoffAgentExecutor.cs

---------

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2025-10-21 15:23:53 +00:00
ChrisGitHubCopilotcopilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
731e3a7633 .NET Workflows - Fix ability of ParseValue action to process list/table types. (#1577)
* Initial plan

* Add test classes for extension methods

Co-authored-by: crickman <66376200+crickman@users.noreply.github.com>

* Fix test issues and document bug in ExpandoObjectExtensions

Co-authored-by: crickman <66376200+crickman@users.noreply.github.com>

* Address code review feedback - shorten Skip messages and add explanatory comments

Co-authored-by: crickman <66376200+crickman@users.noreply.github.com>

* Replace Fields.ToDictionary with GetField calls and fix ExpandoObjectExtensions bug

Co-authored-by: crickman <66376200+crickman@users.noreply.github.com>

* Update dotnet/tests/Microsoft.Agents.AI.Workflows.Declarative.UnitTests/Extensions/DataValueExtensionsTests.cs

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* Update dotnet/tests/Microsoft.Agents.AI.Workflows.Declarative.UnitTests/Extensions/DataValueExtensionsTests.cs

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* Remove unused using statement from DialogBaseExtensionsTests

Co-authored-by: crickman <66376200+crickman@users.noreply.github.com>

* Add proper WrapWithBot tests using AdaptiveDialog and OnActivity

Co-authored-by: crickman <66376200+crickman@users.noreply.github.com>

* Cleanup

* Better

* Better

* One more test

* Checkpoint

* Checkpoint

* Finally

---------

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2025-10-21 02:45:07 +00:00
Giles OdigweandGitHub e8a7d3b1b7 Python: Added Samples for HostedCodeInterpreterTool with files (#1583)
* code interpreter with files

* import fix
2025-10-21 01:37:53 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>Victor Dibia
acfbc4bc3c Bump vite from 7.1.5 to 7.1.11 in /python/packages/devui/frontend (#1586)
Bumps [vite](https://github.com/vitejs/vite/tree/HEAD/packages/vite) from 7.1.5 to 7.1.11.
- [Release notes](https://github.com/vitejs/vite/releases)
- [Changelog](https://github.com/vitejs/vite/blob/main/packages/vite/CHANGELOG.md)
- [Commits](https://github.com/vitejs/vite/commits/v7.1.11/packages/vite)

---
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- dependency-name: vite
  dependency-version: 7.1.11
  dependency-type: direct:development
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2025-10-21 01:17:40 +00:00
Jacob AlberandGitHub 0ef4e739d5 refactor: [BREAKING] Remove generic Workflow<T> (#1551)
Remove input type checking in favour of explicit `.DescribeProtocolAsync()` flow. Also removes `.AsAgentAsync()` as the validation happens at workflow run time. This makes it easier to use Workflows with DI without resorting to async-over-sync.
2025-10-21 00:13:41 +00:00
Tao ChenandGitHub 7c1e3db846 .NET: AIAgentHostExecutor to use ToAgentRunResponse (#1439)
* AIAgentHostExecutor to use ToAgentRunResponse

* Only run agent in stream mode when emit event is true
2025-10-20 17:50:12 +00:00
083d0de3f3 Code clean up: Checkpoint and WorkflowBuilder (#1557)
Co-authored-by: Evan Mattson <35585003+moonbox3@users.noreply.github.com>
2025-10-20 16:34:06 +00:00
Dmytro StrukandGitHub 9c3f52566f Python: Updated merge test jobs (#1578)
* Updated merge test jobs

* Small fix
2025-10-20 16:22:46 +00:00
CopilotGitHubcrickmanCopilotcopilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>Chris Rickman
c72455508b .NET: Add comprehensive test classes for extension methods in Microsoft.Agents.AI.Workflows.Declarative (#1555)
* Initial plan

* Add test classes for extension methods

Co-authored-by: crickman <66376200+crickman@users.noreply.github.com>

* Fix test issues and document bug in ExpandoObjectExtensions

Co-authored-by: crickman <66376200+crickman@users.noreply.github.com>

* Address code review feedback - shorten Skip messages and add explanatory comments

Co-authored-by: crickman <66376200+crickman@users.noreply.github.com>

* Replace Fields.ToDictionary with GetField calls and fix ExpandoObjectExtensions bug

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* Update dotnet/tests/Microsoft.Agents.AI.Workflows.Declarative.UnitTests/Extensions/DataValueExtensionsTests.cs

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* Update dotnet/tests/Microsoft.Agents.AI.Workflows.Declarative.UnitTests/Extensions/DataValueExtensionsTests.cs

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* Remove unused using statement from DialogBaseExtensionsTests

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* Add proper WrapWithBot tests using AdaptiveDialog and OnActivity

Co-authored-by: crickman <66376200+crickman@users.noreply.github.com>

* Cleanup

* Better

* Better

* One more test

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2025-10-20 15:21:46 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>Dmytro Struk
470cd109c0 Bump danielpalme/ReportGenerator-GitHub-Action from 5.4.16 to 5.4.17 (#1418)
Bumps [danielpalme/ReportGenerator-GitHub-Action](https://github.com/danielpalme/reportgenerator-github-action) from 5.4.16 to 5.4.17.
- [Release notes](https://github.com/danielpalme/reportgenerator-github-action/releases)
- [Commits](https://github.com/danielpalme/reportgenerator-github-action/compare/5.4.16...5.4.17)

---
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2025-10-20 15:18:05 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
cf7890fdbe Bump OpenTelemetry.Api from 1.12.0 to 1.13.1 (#1514)
---
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2025-10-20 15:17:37 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
ec0a3206e2 Bump AWSSDK.Extensions.Bedrock.MEAI from 4.0.4 to 4.0.4.1 (#1558)
---
updated-dependencies:
- dependency-name: AWSSDK.Extensions.Bedrock.MEAI
  dependency-version: 4.0.4.1
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2025-10-20 10:11:49 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
7e18863296 Bump OllamaSharp from 5.4.7 to 5.4.8 (#1559)
---
updated-dependencies:
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2025-10-20 10:11:25 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
7d6b59754f Bump github/codeql-action from 3 to 4 (#1417)
Bumps [github/codeql-action](https://github.com/github/codeql-action) from 3 to 4.
- [Release notes](https://github.com/github/codeql-action/releases)
- [Changelog](https://github.com/github/codeql-action/blob/main/CHANGELOG.md)
- [Commits](https://github.com/github/codeql-action/compare/v3...v4)

---
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2025-10-19 20:02:41 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>Dmytro Struk
b67f0171b7 Bump astral-sh/setup-uv from 6 to 7 (#1419)
Bumps [astral-sh/setup-uv](https://github.com/astral-sh/setup-uv) from 6 to 7.
- [Release notes](https://github.com/astral-sh/setup-uv/releases)
- [Commits](https://github.com/astral-sh/setup-uv/compare/v6...v7)

---
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2025-10-19 20:00:46 +00:00
CopilotGitHubcrickmancopilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>Chris Rickman
8f87328cf8 .NET: Add comprehensive unit tests for entity extraction in Declarative Workflows (#1534)
* Initial plan

* Add comprehensive unit tests for entity extraction

Co-authored-by: crickman <66376200+crickman@users.noreply.github.com>

* Updated

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2025-10-17 17:24:35 +00:00
westeyandGitHub e7a9128138 Force source generation tests in .net core (#1298) 2025-10-17 14:58:50 +00:00
CopilotGitHubmoonbox3copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
151efd2e80 Python: Remove deprecated add_agent() calls from workflow samples (#1508)
* Initial plan

* Remove add_agent calls from workflow samples

Co-authored-by: moonbox3 <35585003+moonbox3@users.noreply.github.com>

---------

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2025-10-17 02:25:31 +00:00
2046f16cdb .NET README - Declarative Workflows (#1526)
* Info

* Update dotnet/src/Microsoft.Agents.AI.Workflows.Declarative/README.md

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* Update dotnet/src/Microsoft.Agents.AI.Workflows.Declarative/README.md

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* Link

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2025-10-17 00:44:25 +00:00
ChrisandGitHub df776ae77b .NET Workflows - Declarative updated for Question action (#1532)
* Updated

* Namespace
2025-10-17 00:44:19 +00:00
8c24a72107 Python: Updated package version (#1528)
* Updated package version

* Update python/CHANGELOG.md

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* Updated metadata for Purview

* Updated test

---------

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2025-10-16 22:32:25 +00:00
59da578902 Python: Add Purview Middleware (#1142)
* [Py Purview] Purview Python Initial Commit

* [Py Purview] Purview Python Minor Fixes

* [Py Purview] Purview Python Comment Fixesish

* [Py Purview] Purview Python Agent Middleware Done

* [Py Purview] Purview Python Agent Middleware Done

* [Py Purview] Purview Python Lint Errors

* [Py Purview] Purview Python Final Hopefully

* [Py Purview] Purview Python Final Hopefully

* [Py Purview] Purview Python Fix ReadMe

* [Py Purview] Purview Python Fix MyPy

* [Py Purview] Purview Python Minor Updates on comments

* [Py Purview] Purview Python Fix Build Error

---------

Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com>
2025-10-16 21:46:04 +00:00
76ae0a62ac Python: Agent Name Sanitization (#1523)
* a2a agent name sanitization

* fix

* small fix

---------

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2025-10-16 20:33:25 +00:00
Jose Luis Latorre MillasandGitHub 85921eda68 .NET: Sample 06_subWorkflows to showcase the sub workflows (workflow composability) (#1493)
* Sample 06_subWorkflows ready.

* minor fix
2025-10-16 18:11:43 +00:00
Mark WallaceandGitHub 7fb8bcf660 Version preview.251016.1 (#1521) 2025-10-16 17:17:29 +00:00
Stephen ToubandGitHub 3e59ac06b4 Remove unnecessary Microsoft.Net.Compilers.Toolset package (#1448) 2025-10-16 17:10:23 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
021e3bab72 Bump AWSSDK.Extensions.Bedrock.MEAI from 4.0.3.6 to 4.0.4 (#1512)
---
updated-dependencies:
- dependency-name: AWSSDK.Extensions.Bedrock.MEAI
  dependency-version: 4.0.4
  dependency-type: direct:production
  update-type: version-update:semver-patch
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2025-10-16 17:10:03 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
98726a9288 Bump Moq.Analyzers from 0.3.0 to 0.3.1 (#1513)
---
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  dependency-version: 0.3.1
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2025-10-16 17:09:38 +00:00
westeyandGitHub 54c3eb726a .NET: Add support for getting and creating Assistant and Foundry agents with ChatClientAgentOptions (#1304)
* Add support for getting and creating Assistant and Foundry agents with ChatClientAgentOptions

* Fix options cloning and agent creation

* Fix inconsistency

* Add support for mapping more tools and integration tests for ensuring CreateAIAgent works with those tools.

* Add support for additional openai tools with tests.

* Remove special casing for function tools, since it's either not supported yet, or requires a lot of code duplication.

* Removed unused using.

* Fix broken unit tests

* Change integration test to reduce flakiness.
2025-10-16 15:39:48 +00:00
Dmytro StrukandGitHub 3b9193c15e Small fix in OpenAI Responses client (#1509) 2025-10-16 14:27:39 +00:00
f9a9fc7605 Add copilot instructions for c# (#1482)
* Add copilot instructions for c#

* Add some further improvements based on copilot suggestions.

* Update .github/copilot-instructions.md

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

* Update C# sample code guidelines

Added a comment guideline for sample code in C#.

* Fix casing of Program.cs in instructions

* Update guidelines for coding standards and testing

---------

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2025-10-16 13:02:29 +00:00
Trung HieuandGitHub 9677899600 .NET: Duplicate System Instruction when creating a ChatClientAgentOptions instance with the constructor (#1382)
* unit test for using create agent option by constructor

* remove this for prevent duplicate when ChatClientAgentOption and ChatOption has same Instruction

* update unit test for ChatClientAgentOptions
2025-10-16 09:24:00 +00:00
Giles OdigweandGitHub db7f767180 Python: Added MCP headers for AzureAI (#1506)
* add mcp headers

* small fix
2025-10-16 05:42:45 +00:00
Victor DibiaandGitHub b64358df7e Python: Add Function Approval UI to DevUI (#1401)
* ensure function aproval is parsed correctly

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

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

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

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

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

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

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

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

* update ui issues, uupdate test descripion
2025-10-15 21:36:29 +00:00
Jacob AlberandGitHub 331c750515 .NET: [BREAKING] Enable sharing of workflow instances across concurrently executing runs (#1464)
* refactor: remove unused internals

* feat: Execution Mode for sharing a workflow among concurrent runs

* feat: Update WorkflowHostAgent to support concurrent execution

* Also update AsAgent APIs to support injecting a CheckpointManager and an IWorkflowExecutionEnvironment

* fix: Make Read logic consistent in DeclarativeWorkflowContext
2025-10-15 21:34:17 +00:00
Jacob AlberandGitHub 69e1ab0409 fix: Update WorkflowHostAgent post Checkpointing implementation (#1498)
WorkflowHostAgent was initially implemented before Checkpointing was available. This meant that in order to support resuming, the WorkflowHostAgent needed to keep the runs around, which broke it when stricter rules about concurrent sharing of workflows during execution were introduced.

This change updates the hosting logic to release the underlying StreamingRun when the RunStreamingAsync or RunAsync are invoked, in favour of keeping the checkpointing information in the WorkflowThread to enable resumption.
2025-10-15 18:18:28 +00:00
Dmytro StrukandGitHub a4ba6eed57 Python: Added instructions for GitHub Copilot (#1468)
* Python instructions for GitHub Copilot

* Changed file location

* Revert "Changed file location"

This reverts commit 54a4723f8a.
2025-10-15 17:40:49 +00:00
Roger BarretoandGitHub 49455ad1b9 Python: Post-Fix GH008 - Re-Upload missing favicons via LFS (#1490)
* Stop tracking favicons via LFS and store as regular files

* Cleanup fav icons
2025-10-15 16:35:50 +00:00
5333cce63c .NET: Remove Semantic Kernel Migration instructions (moved already to SK Repository) (#1485)
* Moved SK->AF migrations

* Update dotnet/samples/SemanticKernelMigration/README.md

Co-authored-by: westey <164392973+westey-m@users.noreply.github.com>

* Removing extra jump for migration

---------

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2025-10-15 16:13:11 +00:00
Roger BarretoandGitHub f593bb535a Temp: re-upload missing favicons via LFS (#1479) 2025-10-15 15:34:36 +00:00
Mark WallaceandGitHub d7094d5432 .NET: ChatClientBuilderExtensions should be in the M.E.AI namespace (#1484)
* ChatClientBuilderExtensions should be in the M.E.AI namespace

* ChatClientBuilderExtensions should be in the M.E.AI namespace
2025-10-15 14:58:41 +00:00
ab450078ab Update to M.E.AI 9.10 (#1461)
And other System.*/Microsoft.Extensions.* updated today

Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
2025-10-15 08:33:33 +00:00
ChrisandGitHub 8e8dfb3948 Better (#1463) 2025-10-14 21:17:18 +00:00
ChrisandGitHub a6b6937b94 .NET Workflows - Support agent level function invocation for declarative workflow (#1442)
* Checkpoint

* Checkpoint

* Checkpoint

* Good

* Namespace

* Namespace

* Dun

* Async Test

* AgentId

* Portable pattern

* Portable2

* Portable3

* Respond to comments

* Namespace

* Function call selection

* ToHashSet

* ToHashSet

* Updated

* Parameter name

* Final

* Tests
2025-10-14 20:42:15 +00:00
a4039134de .NET: Remove reflection samples (#1460)
* Removing usage of ReflectingExecutor<T> from workflow samples.

* Removing uneeded changes.

* Clean up.

* Update dotnet/samples/GettingStarted/Workflows/_Foundational/01_ExecutorsAndEdges/Program.cs

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* Update dotnet/samples/GettingStarted/Workflows/_Foundational/01_ExecutorsAndEdges/Program.cs

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* Update dotnet/samples/GettingStarted/Workflows/_Foundational/02_Streaming/Program.cs

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* Update dotnet/samples/GettingStarted/Workflows/_Foundational/02_Streaming/Program.cs

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* Updates per PR feedback.

* Undo changes to generated file.

---------

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2025-10-14 20:34:04 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
38e10eab81 Bump Azure.AI.Agents.Persistent from 1.2.0-beta.5 to 1.2.0-beta.6 (#1409)
---
updated-dependencies:
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  dependency-version: 1.2.0-beta.6
  dependency-type: direct:production
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2025-10-14 20:27:11 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
140ec35cf2 Bump MishaKav/pytest-coverage-comment from 1.1.56 to 1.1.57 (#742)
Bumps [MishaKav/pytest-coverage-comment](https://github.com/mishakav/pytest-coverage-comment) from 1.1.56 to 1.1.57.
- [Release notes](https://github.com/mishakav/pytest-coverage-comment/releases)
- [Changelog](https://github.com/MishaKav/pytest-coverage-comment/blob/main/CHANGELOG.md)
- [Commits](https://github.com/mishakav/pytest-coverage-comment/compare/v1.1.56...v1.1.57)

---
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2025-10-14 20:23:13 +00:00
0331331dbc .NET [WIP]: introduce Hosting extensions for Workflows (#1359)
* skeleton

* wip

* rename + fix tests

* implement workflow tests

* fix comments

* Update dotnet/src/Microsoft.Agents.AI.Hosting/HostApplicationBuilderWorkflowExtensions.cs

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* fixes

* fix worfklow build logic

* rollback + new overload on workflow builder

* address PR comments

* :)

---------

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2025-10-14 19:44:58 +00:00
Korolev DmitryandGitHub f42a3ee6b9 .NET: Enable access to hosted AIAgents via OpenAI Chat Completions (#1302)
* non-streaming chat completion

* support streaming

* simplify frontend clients + nit

* nit

* use baseaddress

* rm unnecessary

* refactor

* remove conversation id for chatcompletions agent client

* nits
2025-10-14 18:38:02 +00:00
ea8f751108 Added support boundaries for AI services, and Copilot Studio (#1391)
* Added support boundaries for AI services, and Copilot Studio

* Update SUPPORT.md

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---------

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2025-10-14 19:51:46 +01:00
1f0faff623 .NET: Add sample showing how to create ai function per a2a skill (#1452)
* add sample showing how to create ai function per a2a skill

* Update dotnet/src/Microsoft.Agents.AI.A2A/Extensions/A2AAgentCardExtensions.cs

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* Update dotnet/samples/GettingStarted/A2A/A2AAgent_AsFunctionTools/Program.cs

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* Update dotnet/samples/GettingStarted/A2A/A2AAgent_AsFunctionTools/Program.cs

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

* address pr review comments

* rename local function

* add readmes

* fix broken links

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2025-10-14 17:57:19 +00:00
9148392d00 Python: Enhanced documentation for dependency injection and serialization features (#1324)
* improvements in dep injection and sample

* fix for falsy default

* fix mypy

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

* clarify docs

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

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

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

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

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

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* format

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2025-10-13 20:34:27 +00:00
Tao ChenandGitHub fc12ab9fed Python: Refactor RequestInfoExecutor (#1403)
* Refactor RequestInfoExecutor

* Update AI script

* Fix formatting

* Address comments

* fix unit test
2025-10-13 19:18:17 +00:00
baf59ca1ed Python: Added URL Citation Support to Azure AI Agent (#1397)
* added url citation to agentrunresponse

* small fix

* fix

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

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

---------

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2025-10-13 19:04:08 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>Eric Zhu
166aa8fd54 Update uv requirement from <0.9.0,>=0.8.2 to >=0.8.2,<0.10.0 in /python (#1430)
Updates the requirements on [uv](https://github.com/astral-sh/uv) to permit the latest version.
- [Release notes](https://github.com/astral-sh/uv/releases)
- [Changelog](https://github.com/astral-sh/uv/blob/main/CHANGELOG.md)
- [Commits](https://github.com/astral-sh/uv/compare/0.8.2...0.9.2)

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  dependency-version: 0.9.2
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2025-10-13 18:26:26 +00:00
64b57639b8 .NET: Mitigation for issue 1315 (#1432)
* Adding mitigation for issue 1315, will follow up with long-term plan.

* Apply suggestion from @lokitoth

Co-authored-by: Jacob Alber <jaalber@microsoft.com>

* Apply suggestion from @Copilot

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

* Extracting common updates to a helper method.

* Fixing spelling mistake.

* Update per PR feedback.

---------

Co-authored-by: Jacob Alber <jaalber@microsoft.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2025-10-13 18:06:58 +00:00
CopilotGitHubdmytrostrukcopilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
d1ac2d9331 Python: Update README to list all available examples (#1394)
* Initial plan

* Update Python samples README with comprehensive example tables

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

* Fix relative links to use ./ prefix in README

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

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* Add missing MCP authentication example to README

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---------

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2025-10-13 17:17:03 +00:00
Korolev DmitryandGitHub 7e8a3fa0e5 .NET: support .NET8 for hosting projects (#1426)
* support net8.0 for hosting projects

* enable CI to run on net8

* correctly setup tfms

* correct fixes (avoid net8)

* nit

* fix hosting.a2a.tests tfm

* update TFM for hosting.unitTests

* remove .net8 CI target

* revert hosting.tests
2025-10-13 13:05:49 +00:00
ChrisandGitHub 5fa153642e .NET Workflows - Update State Serialization for JSON Checkpointing (#1388)
* Checkpoint

* Checkpoint

* Namespace

* All ready

* Namespace

* Clean

* Fix
2025-10-10 20:10:17 +00:00
29cb87b805 Added example with MCP and authentication (#1389)
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
2025-10-10 19:10:24 +00:00
350cdfc1cd Python: Fix AI Search Tool Sample and improve AI Search Exceptions (#1206)
* Python: Fix AI Search Tool Sample and improve AI Search Exceptions

* Python: Fix AI Search Tool Test

---------

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2025-10-10 18:46:57 +00:00
Victor DibiaandGitHub e032fe3993 Python: Fix Failure with Function Approval Messages in Chat Clients (#1322)
* Python: set role=tool when processing approval responses

* Python: set role=tool when processing approval responses

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

* update test tools after change

* Rename _collect_approval_todos to _collect_approval_responses and filter empty call_ids
2025-10-10 18:38:23 +00:00
westeyandGitHub d6fdb91480 .NET: Inline const values in samples where used only once (#1387)
* Inline const values in samples where used only once

* Fix some spacing issues and use consistent ordering of settings/params
2025-10-10 16:50:53 +00:00
3730db3e94 .NET: Sanitize agent name (#1368)
* sanitize agent name

* simplify

* Update dotnet/src/Microsoft.Agents.AI/AgentExtensions.cs

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

* Update dotnet/src/Microsoft.Agents.AI/AgentExtensions.cs

Co-authored-by: Stephen Toub <stoub@microsoft.com>

* Update dotnet/src/Microsoft.Agents.AI/AgentExtensions.cs

Co-authored-by: Stephen Toub <stoub@microsoft.com>

* Update dotnet/tests/Microsoft.Agents.AI.UnitTests/AgentExtensionsTests.cs

Co-authored-by: Stephen Toub <stoub@microsoft.com>

* change regex to flag underscores as well so their sequence can be replaced with a single one.

---------

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2025-10-10 16:49:56 +00:00
Dmytro StrukandGitHub 00a124dae6 Added git tag property (#1386) 2025-10-10 15:37:14 +00:00
ChrisandGitHub 7e1fd67e76 .NET Workflows - Capture the identifier of the LastMessage (the workflow input) (#1372)
* Fixed

* Test fix
2025-10-10 06:45:09 +00:00
Stephen ToubandGitHub 2c9cf6f59d Remove unused PackageVersions from Directory.Packages.props (#1334) 2025-10-09 21:28:00 +00:00
Giles OdigweandGitHub 7238cde5af Python: AzureAI Bing Connection Name Support (#1364)
* bing connection name support

* error handling + unit tests

* connection id and name handling
2025-10-09 21:13:07 +00:00
Jacob AlberandGitHub 4cd81fe8e7 .NET: fix: Make State Persistence APIs work better with PortableValue (#1367)
* fix: Make State Persistence APIs work better with PortableValue

* test: Temporarily disable checking for T=object in ReadStateAsync
2025-10-09 20:24:55 +00:00
2f53ce4abd Python: A2A AuthInterceptor Support (#1317)
* a2a authinterceptor support

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

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

* small fix

---------

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2025-10-09 18:56:54 +00:00
9fe4a61dd0 Python: Added function approval example with streaming (#1365)
* Added function approval example with streaming

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

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

---------

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2025-10-09 17:31:36 +00:00
Dmytro StrukandGitHub a02b82f022 Python: Fixed instructions duplication in model clients (#1332)
* Small fix

* Updated instruction handling in chat clients
2025-10-09 14:49:03 +00:00
Christian GlessnerandGitHub 8967269d3e Fix: Add missing ChatMessage[] handler to ChatProtocolExecutor (#1337)
- Added ChatMessage[] handler to ConfigureRoutes to support array dispatch
- Workflow runtime can dispatch messages as either List<ChatMessage> or ChatMessage[]
- Added 10 comprehensive unit tests validating message routing behavior
- Tests ensure functionality and protect against future refactoring (issue #782)
- Updated code comments to reflect exact-type-matching requirement

Fixes issue where raw WorkflowBuilder with AIAgent nodes failed to receive
initial messages due to missing array type handler.
2025-10-09 10:00:09 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
d16d56b555 Bump AWSSDK.Extensions.Bedrock.MEAI from 4.0.3.5 to 4.0.3.6 (#1340)
---
updated-dependencies:
- dependency-name: AWSSDK.Extensions.Bedrock.MEAI
  dependency-version: 4.0.3.6
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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2025-10-09 09:39:48 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
f17bf0a502 Bump FluentAssertions from 8.7.0 to 8.7.1 (#1341)
---
updated-dependencies:
- dependency-name: FluentAssertions
  dependency-version: 8.7.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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2025-10-09 09:39:20 +00:00
Mark WallaceandGitHub 1b5e20b5b0 Version preview.251009.1 (#1339) 2025-10-09 08:42:49 +00:00
Tao ChenandGitHub 2397795c1d Python: Fix deadlock in Magentic workflow (#1325)
* Fix deadlock in Magentic workflow

* Fix unit test
2025-10-09 00:23:46 +00:00
SergeyMenshykhandGitHub 15afc966ce .NET: Add missing workflow properties to the workflow.definition tag (#1261)
* add workflow edge data properties to the workflow.definition tag.

* use workflow info classes for workflow.definition tag value

* add unit test

* fix test

* fix formatting issue

* remove flaky unit test

* remove unused package dependency
2025-10-08 21:51:59 +00:00
ChrisandGitHub 988623e7b8 .NET Workflow - Update declarative code patterns (#1313)
* It hurts

* Fixed

* Namespace

* Namespace
2025-10-08 21:32:47 +00:00
Stephen ToubandGitHub 74864f353d Update to latest OpenAI (#1286) 2025-10-08 21:09:52 +00:00
3d31a4a204 Python: samples: add api_key for Ollama sample usage (#1240)
* samples: add api_key for Ollama sample usage

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

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

* fix: update Ollama API key to an unused constant

---------

Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com>
2025-10-08 20:45:24 +00:00
Dmytro StrukandGitHub 7e891fab39 Python: Included existing agent definition in requests to Azure AI (#1285)
* Fixed instructions handling for existing Azure AI agents

* Updated tool handling for existing agents

* Small update

* Added more comments
2025-10-08 20:33:57 +00:00
Victor DibiaandGitHub c341ee7ed2 Python: DevUI - Internal Refactor, Conversations API support, and per… (#1235)
* Python: DevUI - Internal Refactor, Conversations API support, and performance improvements

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

Key Changes:

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

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

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

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

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

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

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

* readme lint fixes

* initial support for function approval and minor ui fixes
2025-10-08 19:34:30 +00:00
Eduard van ValkenburgandGitHub f5abbc67ae Python: sample with Foundry Redteams (#1306)
* sample with evals

* remove demo output
2025-10-08 19:16:44 +00:00
Eduard van ValkenburgandGitHub a36e183600 Python: improved thread serialization and deser with better tests (#1316)
* improved thread serialization and deser with better tests

* update redis with the same
2025-10-08 19:04:11 +00:00
Tao ChenandGitHub c2c8ec3d4e Python: Reorganize workflows modules (#1282)
* Reorganize modules

* Fix unit tests

* Remove submodules
2025-10-08 17:04:06 +00:00
Eric ZhuandGitHub 1c5e607a1f Python: fix tool call content not showing up in workflow events (#1290)
* fix tool call content not showing up in workflow events

* fix lint

* touch up

* add another sample to show function bridge

* missing sample
2025-10-08 16:39:08 +00:00
Giles OdigweandGitHub 334d52f300 Python: AzureAI Agent AI Search Sample (#1281)
* azure ai search sample

* small fix
2025-10-08 15:52:02 +00:00
westeyandGitHub 523127fbf4 Update readme.md sample to show sample parameter values and switch to openai sdk (#1265)
* Update readme.md sample to show sample parameter values and make azure sdk pre-release

* Add clarifying comment about params.

* Switch sample to use the OpenAI SDK
2025-10-08 10:56:34 +00:00
Jacob AlberandGitHub 5902bcb10a .NET: [BREAKING] Propagate CancellationToken into Workflow Executors and message handlers (#1280)
* feat: Propagate CancellationToken to Executors

* Also adds cancellation propagation to `Executor`-accessible APIs
* Adds registrators for cancellable handlers to `RouteBuilder`
* [BREAKING]: Adds `CancellationToken` to `IMessageHandler.HandleAsync`

* test: Re-enable Concurrent Orchestration test

* refactor: Delete unused IInputCoordinator

* refactor: Remove superfluous argument qualifications
2025-10-08 00:28:44 +00:00
ChrisandGitHub eb049c43a6 .NET Workflows - Enhance support and validation for image input (#1274)
* Updated

* Comments

* Namespace

* Comment

* Cleanup

* Update agent definition

* Disable

* Config

* Enable
2025-10-08 00:00:34 +00:00
wuwengandGitHub 362652b966 .NET: Add Azure Monitor OpenTelemetry Exporter samples (#1231)
* Add Azure Monitor OpenTelemetry Exporter to enhance observability in agent samples

* add another sample code for application isnights
2025-10-07 23:16:32 +00:00
westeyandGitHub 127bf68748 Reference the correct JsonUtilities class (#1270) 2025-10-07 22:02:19 +00:00
Eduard van ValkenburgandGitHub 8b73b5b1be Python: bump version and update changelog (#1277)
* bump version and update changelog

* undo lab package version bump

* add changelog to exclude pattern for links

* fix for ignore path

* exclude file
2025-10-07 21:41:59 +00:00
Eduard van ValkenburgandGitHub 76900f0eab Python: [BREAKING] parameter naming and other fixes (#1255)
* parameter naming and other fixes

* fix test

* fix azure openai responses decorator ordering

* fix test

* fix mypy

* fixes in options handling

* fix tests

* final fixes

* exclude macos tests

* fix model param
2025-10-07 21:18:48 +00:00
ChrisandGitHub 1a81ed202e Updated (#1272) 2025-10-07 19:09:41 +00:00
Tao ChenandGitHub df5477921b .NET: Add Orchestration SK->AF migration samples (#1044)
* Add Orchestration SK->AF migration samples

* fix samples

* clean up

* Add handoff

* Comments

* Address comments

* Fix build error

* Comments
2025-10-07 18:54:41 +00:00
CopilotGitHubeavanvalkenburgCopilotcopilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>Eduard van Valkenburgeavanvalkenburg
93577f76b1 Python: Add CHANGELOG.md to python folder with all merged PRs since first release (#1205)
* Initial plan

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

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

* Update python/CHANGELOG.md

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

* Update python/CHANGELOG.md

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

* fixed headers in changelog

---------

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2025-10-07 18:34:10 +00:00
Mark WallaceandGitHub 2b2d3a44a5 Version preview.251007.1 (#1271) 2025-10-07 18:30:12 +00:00
westeyandGitHub 554e1617b3 Rename AsAIAgent to GetAIAgent and update for foundry as well (#1257) 2025-10-07 18:19:18 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
b2c5d797f7 Bump Aspire.Hosting.Azure.CognitiveServices from 9.5.0 to 9.5.1 (#1200)
---
updated-dependencies:
- dependency-name: Aspire.Hosting.Azure.CognitiveServices
  dependency-version: 9.5.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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2025-10-07 18:16:12 +00:00
a45e2ab28e Python: Added method to expose agent as MCP server (#1248)
* Added method to expose agent as MCP server

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

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

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

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

* Addressed PR feedback

* Updated doc string

---------

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2025-10-07 17:21:53 +00:00
SergeyMenshykhandGitHub 1cff86b4ff enable enum serialization as strings and relaxed json escaping (#1267) 2025-10-07 17:07:13 +00:00
8bb1266020 Python: Add PDF file support to OpenAI content parser with filename mapping (#1121)
* Add mapping for application media type in OpenAI responses client

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

* Standardize filename handling and add multimodal samples

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

* Enhance multimodal input samples with image and PDF handling

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

* Fix formatting in OpenAI chat client

---------

Co-authored-by: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com>
2025-10-07 17:04:33 +00:00
Giles OdigweandGitHub 1d27b57672 Python: ollama + azureai openapi samples fix (#1244)
* ollama + azureai openapi samples fix

* small fix
2025-10-07 16:14:34 +00:00
Eric ZhuandGitHub d01d9afb92 Python: Introduce add_agent functionality and added output_response to AgentExecutor; agent streaming behavior to follow workflow invocation (#1184)
* refactor AgentExecutor, add output_response flag for switching on or off workflow output for each agent.

* introduce add_agent

* make default agent's streaming to false

* address comments

* fix test

* add is_streaming to RunnerContext and WorkflowContext

* fix add_agent return

* fix tests

* address comments

* resolve conflict

* update to address comments

* fix
2025-10-07 16:11:40 +00:00
Stephen ToubandGitHub 959e5842c2 Removing duplicating update coalescing logic in AgentRunResponseExtensions (#1169) 2025-10-07 13:42:01 +00:00
d10b44d6bb .NET: Enable access to hosted AIAgents via OpenAI Responses (#947)
* init

* wip

* wip wip wip

* wip wip

* open up API

* enable for multiple agents

* more wip

* make frontend respond.

* wip

* not sure if proper setup

* define type

* cleanup

* frontend streaming wip

* use System.Net.ServerSentEvents

* usings

* reformat via ichatclient

* merge main renaming + refactor

* fix main merge + fix sample (a2a change)

* fix sample

* some rebase (not working yet)

* make it at least build somehow

* make non-stream work without internal types

* Input without custom models

* implement streaming

* test frontend

* enable alerts and fix

* build fixes & rereview

* Update dotnet/src/Microsoft.Agents.AI.Hosting.OpenAI.Responses/Microsoft.Agents.AI.Hosting.OpenAI.Responses.csproj

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

* Update dotnet/src/Microsoft.Agents.AI.Hosting.OpenAI.Responses/Utils/ResponseItemJsonConverter.cs

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

* fix agent discovery

* rename

* rename project into Microsoft.Agents.AI.Hosting.OpenAI (no responses in name)

* PR address comments x1

* address PR comments x2

* correctly instantiate OpenAIResponse

* address PR comments x3

* reconfigure JSON serialization & handle AOT warnings

* fix build

* proper ref

* check update differently

* correct check

* exclude dotnet format diagnostics for IL2026 and IL3050

* space  :)

* re-review

* add comments

* remove unnecessary using

* always take last openai response item

* set responseItem Id explicitly

* add agent.name validation for uri

* cleanup

---------

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2025-10-07 12:39:08 +00:00
SergeyMenshykhandGitHub 3fd5768b34 .NET: Improve structured output for chat client agent (#1172)
* improve structured output for chat client agent

* add comment to the result property

* remove code duplication and add tests

* refactor the CreateAIAgent extension methods to return specific types, so consumers can avoid unnecessary downcasting.

* fix type and remove unused using.

* add ChatClientAgentRunResponse and move AgentRunResponse to the abstractions package to reuse later.

* seal ChatClientAgentRunResponse

* update xml comment

* remove funcitons from sample

* rename agent for streaming
2025-10-07 12:04:26 +00:00
westeyandGitHub 5117d7da5c Add AzureCLI to the dev containers (#1254) 2025-10-07 10:46:54 +00:00
westeyandGitHub 3dc14dac79 .NET: Add a CreateAIAgent extension method to IChatClient (#1223)
* Add a CreateAIAgent extension method to IChatClient

* Fix unit tests

* Add tests with null chat clients to ensure appropriate failure

* Switch to similar constructor

* Add ChatClientBuilder BuildAgent extensions

* Address code review comments.
2025-10-07 09:47:33 +00:00
74905af778 .NET: Fix bug where ChatClientAgent throws when providing a ChatMessageStore with a service that requries service storage (#1229)
* Fix bug where ChatClientAgent throws when providing a ChatMessageStore with a service that requries service storage

* Update dotnet/tests/Microsoft.Agents.AI.UnitTests/ChatClient/ChatClientAgentTests.cs

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

---------

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2025-10-07 08:31:34 +00:00
7506046f43 .NET: Add sample to show ChatReducer usage (#1221)
* Add sample to show ChatReducer usage

* Apply suggestion from @Copilot

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

---------

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2025-10-07 08:17:31 +00:00
49f25358d7 Python: Sample on integration of Azure OpenAI Responses Client with a local MCP server (#1215)
* added a sample on integration of Azure OpenAI Responses Client with hosted Model Context Protocol (MCP)

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

* corrected the MCP server type to local

* added a newline at the end

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

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

---------

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2025-10-07 07:54:29 +00:00
Eduard van ValkenburgandGitHub b49395fa3d Python: added approval_mode and allowed_tools to local MCP (#1203)
* added approval_mode and allowed_tools to local MCP

* updated docs
2025-10-07 07:44:08 +00:00
7ebe00ec3d [BREAKING] .NET: Workflow Off-Thread Execution Mode (#1233)
* Updates to async run loop.

* fix: Workflow Onwership can be release by nonowner

* fix: Incorrect handling of blockOnPending in StreamingRun

Depending on whether we are running in streaming on non-streaming mode, we may be using the StreamingRun in different ways. Unfortunately, the only place we can really know what is the actual state of execution is in the RunEventStream implementations.

This resulted in blocking where blocking was unneeded and occasionally not-blocking when blocking was needed.

The fix is to move the logic of handling this blocking into RunEventStream implementations.

* fix: Fix cleanup on error and end run

This ensures we clean up the background resources correctly.

* fix: Ensure we let the run loop proceed when shutting down

* fix: Add timeout for Input Waiting

* fix: Make the samples properly clean up `Run`s and `StreamingRun`s

* fix: Simplify Declarative Workflow Run disposal pattern

* Also fixes missing .Disposal() in Integration tests

---------

Co-authored-by: Ben Thomas <ben.thomas@microsoft.com>
2025-10-07 01:07:38 +00:00
0113e0466d .NET Workflows - Fix code generation cases (#1242)
* Updated

* Passing

* Ready

* Update dotnet/tests/Microsoft.Agents.AI.Workflows.Declarative.IntegrationTests/Workflows/ConversationMessages.yaml

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

* Comment

* Code analysis

* Unit-tests/provider signature

* Comment

* Consistent

* Checkpoint

* Fixed

* Revert

* Test display name

* Enable tests

---------

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2025-10-06 23:34:46 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
477c0dbf1a Bump danielpalme/ReportGenerator-GitHub-Action from 5.4.13 to 5.4.16 (#966)
Bumps [danielpalme/ReportGenerator-GitHub-Action](https://github.com/danielpalme/reportgenerator-github-action) from 5.4.13 to 5.4.16.
- [Release notes](https://github.com/danielpalme/reportgenerator-github-action/releases)
- [Commits](https://github.com/danielpalme/reportgenerator-github-action/compare/5.4.13...5.4.16)

---
updated-dependencies:
- dependency-name: danielpalme/ReportGenerator-GitHub-Action
  dependency-version: 5.4.16
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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2025-10-06 23:29:23 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
fb95a92fce Bump Aspire.Hosting.AppHost from 9.5.0 to 9.5.1 (#1199)
---
updated-dependencies:
- dependency-name: Aspire.Hosting.AppHost
  dependency-version: 9.5.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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2025-10-06 23:26:35 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
00d5a09e01 Bump Aspire.Microsoft.Azure.Cosmos from 9.5.0 to 9.5.1 (#1201)
---
updated-dependencies:
- dependency-name: Aspire.Microsoft.Azure.Cosmos
  dependency-version: 9.5.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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2025-10-06 23:26:07 +00:00
f81b4a5abe .NET Workflows - Fix converation behaviors for declarative worfklows (#1237)
* Updated

* Passing

* Ready

* Update dotnet/tests/Microsoft.Agents.AI.Workflows.Declarative.IntegrationTests/Workflows/ConversationMessages.yaml

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

* Comment

* Code analysis

* Unit-tests/provider signature

* Comment

* Consistent

---------

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2025-10-06 22:04:41 +00:00
Michael McKechneyandGitHub f1694b0507 Correcting parameter assignment and using parameter naming vs relying on position (#1239) 2025-10-06 21:46:37 +00:00
66009c617d docs: update dev.md to fix "Get the Code" section (#1217)
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
2025-10-06 19:53:34 +00:00
Giles OdigweandGitHub 4e6ae443cf Python: OpenAI Clients accepting api_key callback (#1139)
* openai clients accepting callable

* fixes

* version checks
2025-10-06 19:51:34 +00:00
Victor DibiaandGitHub ee8d95b3dc test: Make ChatClientAgent no-message test less flaky (#1196)
Capitalize instruction and relax assertion to accept any non-empty response instead of requiring exact text match. Fixes flaky test failures with reasoning models.
2025-10-06 19:09:01 +00:00
Eduard van ValkenburgandGitHub 714e7b50d4 Python: updated docstrings (#1225)
* updated docstrings

* fix tests and mypy

* hosted file search docstring update

* updated versions
2025-10-06 16:04:39 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
b2ab9931fd Bump AWSSDK.Extensions.Bedrock.MEAI from 4.0.3.2 to 4.0.3.5 (#1102)
---
updated-dependencies:
- dependency-name: AWSSDK.Extensions.Bedrock.MEAI
  dependency-version: 4.0.3.5
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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2025-10-06 15:16:35 +00:00
b839669eee Add Devcontainers to allow easy use of the AF repo from github codespaces (#1224)
* Add dev containers

* Add workspace folder and cs dev extension

* Try other workspace folder format

* Add default solution.

* Move default solution to settings.json

* Fix repo open

* Remove duplicate python codespace and rename folder

* Add recommended C# extensions and a default build task

* Add vscode icons extension by default

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

* Add bash command

* Try running devsetup from workspace folder

* Remove echo and cd

* Change workspace mount

* Change dotnet workspace name

* Revert workspacemount addition

* Try workspace mount to root

* remove trailing slash

* Try workspacefolder with var

* Revert to original approach

* Modify dev containers to work in main repo.

* Remove trailing comma

* Apply suggestion from @Copilot

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

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2025-10-06 14:20:34 +00:00
CopilotGitHubstephentoubcopilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>Stephen ToubSergeyMenshykh
62854197aa .NET: Fix A2A conversion routines to ignore unknown content types instead of throwing exceptions (#1154)
* Initial plan

* Update A2A conversion routines to ignore unknown content types

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

* Fix dotnet format

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: stephentoub <2642209+stephentoub@users.noreply.github.com>
Co-authored-by: Stephen Toub <stoub@microsoft.com>
Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
2025-10-06 10:29:43 +00:00
Andrew NikolinandGitHub 4c5c6d0f98 Align skill naming (#1207)
Fixing what looks like a simple copy-paste naming issue
2025-10-06 07:43:04 +00:00
CopilotGitHubeavanvalkenburgCopilotcopilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>eavanvalkenburgEduard van Valkenburg
8bd3e11d3e Python: Standardize docstrings: Use Keyword Args for Settings classes and add environment variable examples (#1202)
* Initial plan

* Update Settings classes to use Keyword Args and add examples

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

* Add examples and env var documentation to chat clients

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

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

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

* Remove Args from class docstrings where they belong in __init__

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

* Add env var docs and examples to Assistants clients

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

* updated to keyword args

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

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

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

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

* Update _assistants_client.py

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

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: eavanvalkenburg <13749212+eavanvalkenburg@users.noreply.github.com>
Co-authored-by: eavanvalkenburg <github@vanvalkenburg.eu>
Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2025-10-06 07:37:34 +00:00
0cd794abe7 added missing lib/utils.ts in devui frontend (#1197)
Co-authored-by: Alex Lavaee <alexlavaee@microsoft.com>
2025-10-06 07:34:34 +00:00
Victor DibiaandGitHub 5a7ca13af6 feat: Add name and description support to workflows (#1183)
Add optional name and description fields to workflows in both Python and .NET implementations, matching the existing agent API pattern.

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

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

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

Fixes: #1181
2025-10-04 15:20:17 +00:00
Eduard van ValkenburgandGitHub fd819c6c02 Python: Introducing AI Function approval (#1131)
* support for local function approval

* small fix

* fix mypy

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

* updated lock

* updated return message for rejection

* fix test

* updated function result content handling
2025-10-04 15:19:16 +00:00
01f438d710 Python: DevUI improvements. (#1091)
* enable deeplinking in ui, add agent details to entity info, add usage data, add middleware example in samples and foundry agent.

* update ui build

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

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

* Update python/packages/devui/pyproject.toml

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

* Update python/packages/devui/pyproject.toml

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

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

* lint fixes

* update pyproj toml and ui updates

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2025-10-03 22:22:03 +00:00
ChrisandGitHub 61ac6d43b2 .NET Workflows - Update ObjectModel and PowerFx packages (#1125)
* Update

* Update package version

* Update package version

* This is "IT"!!!
2025-10-03 22:03:11 +00:00
54b35e76ed Python: Updating python DEV_SETUP to add brew-based uv installation. (#1173)
* Updating python DEV_SETUP to add brew-based uv installation.

* Apply suggestion from @Copilot

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

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2025-10-03 20:57:12 +00:00
50c532b4ae docs: Update References to Agent2Agent protocol to use correct terminology (#1162)
Should be `Agent2Agent Protocol` not `Agent-to-Agent` unless talking about general agent to agent communication

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
2025-10-03 19:10:05 +00:00
Jacob AlberandGitHub 32e7ff00b5 .NET: Add support for Subworkflows and many threading fixes (#1066)
* feat: Add support for Workflow-as-Executor

* Fixes routing of 'object' compile-typed variables to properly take in type information
* Fixes a concurrency issue in StepTracer

* fix: Make Subworkflow ExternalRequests work properly

* fix: Threading and Concurrency fixes; prep for OffThread Mode

* refactor: Remove dead code around OffStreamRunEventStream

Currently not used, and will be replaced with a rewrite when brought back, so having it in the change is not valuable.

* ci: Work around issues with dotnet-format not properly analyzing the source

* fix: Fix the logic of AsyncCoordinator and AsyncBarrier

* Prevent individual wait cancellations from canceling the entire barrier
* Propagate information about whether the wait was completed or cancelled, and whether any waiters were present when released

* fix: Remove superfluous acces to .Keys in InProcStepTracer

* refactor: Clean up AsyncCoordinator's use of AsyncBarrier
2025-10-03 17:26:30 +00:00
880a99ca05 .NET Workflows - Enable "human in the loop" case for declarative integration tests (#1171)
* Enabled

* Rollback visitor

* Update dotnet/tests/Microsoft.Agents.AI.Workflows.Declarative.IntegrationTests/Framework/WorkflowTest.cs

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

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2025-10-03 17:24:22 +00:00
westeyandGitHub 3ee7461b59 Fix createdAt merging for agent run updates (#1161) 2025-10-03 16:04:06 +00:00
Jacob AlberandGitHub cfcb90bfe0 fix: Make CheckpointInfo constructor public (#1156)
In order to be able to restore checkpoints (and even implement ICheckpointStore)
2025-10-03 15:42:04 +00:00
westeyandGitHub 6a4e759965 Add sample showing how to use any foundry model (#1159) 2025-10-03 15:34:16 +00:00
westeyandGitHub c3b995fb6b Change MD linkchecker to only run when md files are changed in a PR and to run nightly (#1148)
* Ignore null, timeout, status codes

* Only run when a markdown file is changed and run nightly

* Add markdown change

* Add run on link checker change and arbitrary change
2025-10-03 13:11:19 +00:00
SergeyMenshykhandGitHub ca9f6fe21d update a2a sample to work with latest a2a library (#1149) 2025-10-03 12:04:43 +00:00
cf831b0348 Update A2A library to 0.3.1-preview (#1141)
Co-authored-by: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com>
2025-10-03 09:31:31 +00:00
Stephen ToubandGitHub 4daeeb0f07 Add some DebuggerDisplays / DebuggerTypeProxys to abstraction types (#1144) 2025-10-03 08:51:49 +00:00
Evan MattsonandGitHub c543dbaa92 Python: Default DevUI workflows to string input when start node is auto-wrapped agent (#1143)
* DevUI workflows default to string input when start node is AgentExecutor

* Remove unnecessary sample

* Fix lint issue
2025-10-03 08:11:38 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
5a208ab1e1 Bump Microsoft.Identity.Client.Extensions.Msal from 4.77.0 to 4.77.1 (#1103)
---
updated-dependencies:
- dependency-name: Microsoft.Identity.Client.Extensions.Msal
  dependency-version: 4.77.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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2025-10-03 02:26:37 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
3bbb01c095 Bump Anthropic.SDK from 5.5.2 to 5.5.3 (#1101)
---
updated-dependencies:
- dependency-name: Anthropic.SDK
  dependency-version: 5.5.3
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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2025-10-03 01:49:41 +00:00
dependabot[bot]GitHubdependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
58e2e58787 Bump Microsoft.NET.Test.Sdk from 17.14.1 to 18.0.0 (#1105)
---
updated-dependencies:
- dependency-name: Microsoft.NET.Test.Sdk
  dependency-version: 18.0.0
  dependency-type: direct:production
  update-type: version-update:semver-major
...

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2025-10-03 01:49:20 +00:00
390cc541ea .NET Workflows - Clean-up declarative docs and product-context. (#1134)
* Clean-up

* Rollback sample

---------

Co-authored-by: Roger Barreto <19890735+rogerbarreto@users.noreply.github.com>
2025-10-02 20:06:40 +00:00
bbf7e9c4cc Ignore CS8002 warnign when building packages (#1136)
Co-authored-by: Mark Wallace <markwallace@microsoft.com>
2025-10-02 21:04:20 +01:00
caf051637f Version preview.251002.1 (#1112)
Co-authored-by: Mark Wallace <markwallace@microsoft.com>
2025-10-02 21:03:55 +01:00
2f66235a33 .NET: Update dotnet tests workflow to be merge queue friendly (#1133)
* Checks were missing from setup - no change needed to config

* Changing path filtering logic for dotnet tests

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

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

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2025-10-02 19:06:53 +00:00
2696de7428 docs: add missing pre flag (#1130)
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
2025-10-02 18:50:47 +00:00
d5fe617285 added language and updated docs (#1129)
* added language and update docs

* Fix header formatting in TRANSPARENCY_FAQ.md

---------

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
2025-10-02 17:55:33 +00:00
Roger BarretoandGitHub a659e38f11 Checks were missing from setup - no change needed to config (#1128) 2025-10-02 16:39:20 +00:00
8b80a03fbb Python: updated docstrings of all _files (#1107)
* updated docstrings of all _files

* fix mypy

* fixed codeblocks in workflows and some other files

---------

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
2025-10-02 16:18:58 +00:00
Roger BarretoandGitHub d6c40edbc6 .NET: Enable integration tests on merge (#1123)
* Enable integration tests

* Enable IT in Schedules events

* Adding IT to pull request - Testing

* Remove debug + pull request
2025-10-02 15:49:36 +00:00
074529e5a0 .NET: dotnet sample for OTEL -> Application Insights + Grafana (#1083)
* Add Azure Monitor OpenTelemetry Exporter to AgentOpenTelemetry sample

* Update README to include Application Insights setup and Grafana dashboard links

* Update dotnet/samples/GettingStarted/AgentOpenTelemetry/README.md

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

---------

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2025-10-02 15:21:11 +00:00
Dmytro StrukandGitHub c7f20c8ec5 Python: Added Ollama example using OpenAIChatClient (#1100)
* Added Ollama example using OpenAIChatClient

* Small improvement
2025-10-02 15:14:29 +00:00
79def868b6 .NET: Add Prompt to support and improve AI Agent SK->AF Migration Results (#1081)
* Prompt progress

* Enriched prompt + Added to SLN visibility

* Set starting point for Copilot Migration

* Address prompt detail + prepare copilot migration to work with Agent nugets

* Address more prompt details

* Prompt update

* Improve description for migration

* Improve description for migration

* Improve description for migration

* Improve description for migration

* SLnx Upgrade Assistant use-case

* Extra tweaks to the migration prompt

* Update prompt

* Adding the migration guida as a visible reference to the project

* Improvements

* IMprovement

* Small improvements

* AI Guidance Overhaul.

* Update migration guide with better straightforward examples

* Update breaking glass instructions

* Namespace change + address feedback

* ChatComletionService considerations

* Add middleware guidance + public packages

* Removing + ignoring future generated files

* Potential gh bug?

* Prompt progress

* Enriched prompt + Added to SLN visibility

* Set starting point for Copilot Migration

* Address prompt detail + prepare copilot migration to work with Agent nugets

* Address more prompt details

* Prompt update

* Improve description for migration

* Improve description for migration

* Improve description for migration

* Improve description for migration

* SLnx Upgrade Assistant use-case

* Extra tweaks to the migration prompt

* Update prompt

* Adding the migration guida as a visible reference to the project

* Improvements

* IMprovement

* Small improvements

* AI Guidance Overhaul.

* Update migration guide with better straightforward examples

* Update breaking glass instructions

* Namespace change + address feedback

* ChatComletionService considerations

* Add middleware guidance + public packages

* Removing + ignoring future generated files

* Potential gh bug?

* Version bump

* Address observation

* Address observation

---------

Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
2025-10-02 15:00:19 +00:00
ChrisandGitHub 08ea625de0 .NET: NET Workflows - Skip conversation initialization when identifier is provided (#1087)
* Fix

* Code-gen case

* Tests

* Autosend logic

* Build fix

* Namespace

* Validation enhancement
2025-10-02 14:27:46 +00:00
westeyandGitHub cb62407fb8 .NET: Improve some core types xml docs (#1115)
* Improve some core types xml docs

* Consistent period usage
2025-10-02 14:18:22 +00:00
56beb52124 .NET: Fix lists in XML comments so they render properly in the documentation. (#1113)
* fix lists in XML comments so they render properly in documentation.

* Update dotnet/src/Microsoft.Agents.AI.A2A/A2AHostAgent.cs

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

* Update dotnet/src/Microsoft.Agents.AI.A2A/A2AHostAgent.cs

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

* Update dotnet/src/Microsoft.Agents.AI.A2A/A2AHostAgent.cs

Co-authored-by: Stephen Toub <stoub@microsoft.com>

* Update dotnet/src/Microsoft.Agents.AI.A2A/A2AHostAgent.cs

Co-authored-by: Stephen Toub <stoub@microsoft.com>

* Update dotnet/src/Microsoft.Agents.AI.A2A/A2AHostAgent.cs

Co-authored-by: Stephen Toub <stoub@microsoft.com>

* Update dotnet/src/Microsoft.Agents.AI.A2A/Extensions/A2ACardResolverExtensions.cs

Co-authored-by: Stephen Toub <stoub@microsoft.com>

* Update dotnet/src/Microsoft.Agents.AI.A2A/A2AHostAgent.cs

Co-authored-by: Stephen Toub <stoub@microsoft.com>

* Update dotnet/src/Microsoft.Agents.AI.A2A/A2AHostAgent.cs

Co-authored-by: Stephen Toub <stoub@microsoft.com>

* Update dotnet/src/Microsoft.Agents.AI.A2A/A2AHostAgent.cs

Co-authored-by: Stephen Toub <stoub@microsoft.com>

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Stephen Toub <stoub@microsoft.com>
2025-10-02 13:58:11 +00:00
b1282254df .NET: Move the AsAIAgent extension methods to the correct class (#1106)
* Move the AsAIAgent extension methods to the correct class

* Fix format issue

* Disable unit test, see issue #1109

---------

Co-authored-by: Mark Wallace <markwallace@microsoft.com>
2025-10-02 12:41:22 +00:00
Shawn HenryandGitHub 1693b76ae3 Update pip install command for agent-framework (#1098) 2025-10-02 06:59:09 +00:00
Stephen ToubandGitHub 3ae9065b6b Tweak AgentAbstractionsJsonUtilities to better match AIJsonUtilities (#1094)
Functional change includes setting the encoder used by the options and employing JsonStringEnumConverter.
2025-10-02 05:19:27 +00:00
CopilotGitHubdmytrostrukcopilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
07db91174b Python: Fix Azure AI Getting Started samples: Improve documentation and code readability (#1089)
* Initial plan

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

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

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

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

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: dmytrostruk <13853051+dmytrostruk@users.noreply.github.com>
2025-10-02 03:22:44 +00:00
CopilotGitHubdmytrostrukcopilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
cd1bdc1483 Python: Fix multimodal input sample: Document required environment variables and configuration options (#1088)
* Initial plan

* Update multimodal input sample to document required environment variables

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

* Add examples showing how to pass deployment_name as parameter

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

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: dmytrostruk <13853051+dmytrostruk@users.noreply.github.com>
2025-10-02 01:34:31 +00:00
Evan MattsonandGitHub 4f4890cf6a Update getting started samples to reflect AF. Update a unit test. (#1093) 2025-10-02 01:20:12 +00:00
6d0f28eb9b .NET Workflows - Re-enable Declarative Integration Tests (#1080)
* Investigate

* Next

* Update initialization

* Should be ok

* Agent definition dx

* Link agent definitions

* Link agent definitions

* Path resolution #2

* Fix path resolution

* Another pass

* Another

* Better

* One more

* Whoopsie

* Update dotnet/tests/Microsoft.Agents.AI.Workflows.Declarative.IntegrationTests/Framework/AgentFactory.cs

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

* Namespace

* Cleanup

* Temp config for pipeline

* Another temp workaround

* Test config: Bing Grounding Tool

* Update template

* Next pass

* Ok now

* Cleanup

* Test note

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2025-10-01 22:21:45 +00:00
Eric ZhuandGitHub 9a59b86fc8 Update README hello world example (#1075) 2025-10-01 21:40:32 +00:00
a414461570 .NET: Re-enable ImplicitUsings in samples and clean up NoWarns (#1060)
* Re-enable ImplicitUsings in samples and clean up NoWarns

* Fix dotnet format

* More dotnet format

* More dotnet format

---------

Co-authored-by: Chris <66376200+crickman@users.noreply.github.com>
2025-10-01 19:37:03 +00:00
Stephen ToubandGitHub 0fef277c70 Remove System.Linq.Async dependency from src assemblies (#1069)
We shouldn't be shipping any more dependencies on this package, as it's becoming legacy, replaced by System.Linq.AsyncEnumerable.

We'll eventually want to replace it with System.Linq.AsyncEnumerable in all tests/samples, too, but that's hard to do until SK updates to use S.L.AsyncEnumerable once its 10.0.0 version is released. I did remove the package reference from tests/samples where it's not needed.
2025-10-01 17:17:21 +00:00
ae4cb7d44a README update: badges, docs, and improved hello world (#1072)
* Update README with badges and updated installation instructions

* Update

* Apply suggestion from @Copilot

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

* Update nuget link

* Updated contributor resources

* Updated .NET hello world

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
2025-10-01 17:15:16 +00:00
ChrisandGitHub 79414f9298 Disable (#1071) 2025-10-01 17:03:55 +00:00
westeyandGitHub 364188c44f .NET: Add link inspector (#1062)
* Add link inspector

* Comment out excludedirs while it's empty

* Fix broken links

* More links fixes

* Push further fixes

* Fix more links
2025-10-01 16:43:17 +00:00
Dmytro StrukandGitHub 193503cab9 Added nuget-props to hosting packages (#1068) 2025-10-01 16:20:41 +00:00
0e813b9c82 fix links in README for Python workflows and observability sections (#1067)
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
2025-10-01 16:19:14 +00:00
ChrisandGitHub f5ca4f42c0 .NET Workflows -Fix Declarative Workflow Tests (#1065)
* Fixed

* Restore generated workflow

* Project

* Fine tune

* Update baseline

* Adjust test-case
2025-10-01 16:15:46 +00:00
dc9d1a6280 Version preview.251001.3 (#1064)
Co-authored-by: Mark Wallace <markwallace@microsoft.com>
2025-10-01 15:00:48 +00:00
1256 changed files with 105706 additions and 25844 deletions
+19
View File
@@ -0,0 +1,19 @@
{
"name": "Python 3",
"image": "mcr.microsoft.com/devcontainers/python:3.13-bullseye",
"features": {
"ghcr.io/va-h/devcontainers-features/uv:1": {},
"ghcr.io/devcontainers/features/azure-cli:1.2.8": {}
},
"postCreateCommand": "bash ./devsetup.sh",
"workspaceFolder": "/workspaces/agent-framework/python/",
"customizations": {
"vscode": {
"extensions": [
"ms-python.python",
"ms-windows-ai-studio.windows-ai-studio",
"littlefoxteam.vscode-python-test-adapter"
]
}
}
}
+19
View File
@@ -0,0 +1,19 @@
{
"name": "C# (.NET)",
"image": "mcr.microsoft.com/devcontainers/dotnet:9.0",
"features": {
"ghcr.io/devcontainers/features/dotnet:2.4.0": {},
"ghcr.io/devcontainers/features/powershell:1.5.1": {},
"ghcr.io/devcontainers/features/azure-cli:1.2.8": {}
},
"workspaceFolder": "/workspaces/agent-framework/dotnet/",
"customizations": {
"vscode": {
"extensions": [
"ms-dotnettools.csdevkit",
"vscode-icons-team.vscode-icons",
"ms-windows-ai-studio.windows-ai-studio"
]
}
}
}
+1 -2
View File
@@ -1,6 +1,5 @@
# Auto-detect text files, ensure they use LF.
* text=auto eol=lf working-tree-encoding=UTF-8
# Bash scripts
*.sh text eol=lf
*.cmd text eol=crlf
*.cmd text eol=crlf
+30
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@@ -0,0 +1,30 @@
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: "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
+67
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@@ -0,0 +1,67 @@
# 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.
### 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
File diff suppressed because it is too large Load Diff
+3 -3
View File
@@ -38,7 +38,7 @@ jobs:
# Initializes the CodeQL tools for scanning.
- name: Initialize CodeQL
uses: github/codeql-action/init@v3
uses: github/codeql-action/init@v4
with:
languages: ${{ matrix.language }}
# If you wish to specify custom queries, you can do so here or in a config file.
@@ -51,7 +51,7 @@ jobs:
# Autobuild attempts to build any compiled languages (C/C++, C#, Go, or Java).
# If this step fails, then you should remove it and run the build manually (see below)
- name: Autobuild
uses: github/codeql-action/autobuild@v3
uses: github/codeql-action/autobuild@v4
# ️ Command-line programs to run using the OS shell.
# 📚 See https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#jobsjob_idstepsrun
@@ -64,6 +64,6 @@ jobs:
# ./location_of_script_within_repo/buildscript.sh
- name: Perform CodeQL Analysis
uses: github/codeql-action/analyze@v3
uses: github/codeql-action/analyze@v4
with:
category: "/language:${{matrix.language}}"
+55 -12
View File
@@ -8,17 +8,11 @@ name: dotnet-build-and-test
on:
workflow_dispatch:
pull_request:
branches: ["main", "feature*"]
paths:
- dotnet/**
- '.github/workflows/dotnet-build-and-test.yml'
branches: ["main"]
merge_group:
branches: ["main"]
push:
branches: ["main", "feature*"]
paths:
- dotnet/**
- '.github/workflows/dotnet-build-and-test.yml'
branches: ["main"]
schedule:
- cron: "0 0 * * *" # Run at midnight UTC daily
@@ -34,7 +28,33 @@ permissions:
id-token: "write"
jobs:
paths-filter:
runs-on: ubuntu-latest
permissions:
contents: read
pull-requests: read
outputs:
dotnetChanges: ${{ steps.filter.outputs.dotnet}}
steps:
- uses: actions/checkout@v5
- uses: dorny/paths-filter@v3
id: filter
with:
filters: |
dotnet:
- 'dotnet/**'
# run only if 'dotnet' files were changed
- name: dotnet tests
if: steps.filter.outputs.dotnet == 'true'
run: echo "Dotnet file"
# run only if not 'dotnet' files were changed
- name: not dotnet tests
if: steps.filter.outputs.dotnet != 'true'
run: echo "NOT dotnet file"
dotnet-build-and-test:
needs: paths-filter
if: needs.paths-filter.outputs.dotnetChanges == 'true'
strategy:
fail-fast: false
matrix:
@@ -54,6 +74,8 @@ jobs:
.
.github
dotnet
workflow-samples
- name: Setup dotnet
uses: actions/setup-dotnet@v5.0.0
with:
@@ -105,7 +127,15 @@ jobs:
run: |
export UT_PROJECTS=$(find ./dotnet -type f -name "*.UnitTests.csproj" | tr '\n' ' ')
for project in $UT_PROJECTS; do
dotnet test -f ${{ matrix.targetFramework }} -c ${{ matrix.configuration }} $project --no-build -v Normal --logger trx --collect:"XPlat Code Coverage" --results-directory:"TestResults/Coverage/" -- DataCollectionRunSettings.DataCollectors.DataCollector.Configuration.ExcludeByAttribute=GeneratedCodeAttribute,CompilerGeneratedAttribute,ExcludeFromCodeCoverageAttribute
# Query the project's target frameworks using MSBuild with the current configuration
target_frameworks=$(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 --collect:"XPlat Code Coverage" --results-directory:"TestResults/Coverage/" -- DataCollectionRunSettings.DataCollectors.DataCollector.Configuration.ExcludeByAttribute=GeneratedCodeAttribute,CompilerGeneratedAttribute,ExcludeFromCodeCoverageAttribute
else
echo "Skipping $project - does not support target framework ${{ matrix.targetFramework }} (supports: $target_frameworks)"
fi
done
- name: Log event name and matrix integration-tests
@@ -126,7 +156,15 @@ jobs:
run: |
export INTEGRATION_TEST_PROJECTS=$(find ./dotnet -type f -name "*IntegrationTests.csproj" | tr '\n' ' ')
for project in $INTEGRATION_TEST_PROJECTS; do
dotnet test -f ${{ matrix.targetFramework }} -c ${{ matrix.configuration }} $project --no-build -v Normal --logger trx
# Query the project's target frameworks using MSBuild with the current configuration
target_frameworks=$(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:
# OpenAI Models
@@ -136,17 +174,22 @@ jobs:
# 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: ${{ vars.FOUNDRY_CONNECTION_GROUNDING_TOOL }}
# Generate test reports and check coverage
- name: Generate test reports
uses: danielpalme/ReportGenerator-GitHub-Action@5.4.13
uses: danielpalme/ReportGenerator-GitHub-Action@5.4.18
with:
reports: "./TestResults/Coverage/**/coverage.cobertura.xml"
targetdir: "./TestResults/Reports"
reporttypes: "HtmlInline;JsonSummary"
- name: Upload coverage report artifact
uses: actions/upload-artifact@v4
uses: actions/upload-artifact@v5
with:
name: CoverageReport-${{ matrix.os }}-${{ matrix.targetFramework }}-${{ matrix.configuration }} # Artifact name
path: ./TestResults/Reports # Directory containing files to upload
+2 -1
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@@ -86,10 +86,11 @@ jobs:
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"
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
+33
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@@ -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@v5
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"
+1 -1
View File
@@ -26,7 +26,7 @@ jobs:
steps:
- uses: actions/checkout@v5
- name: Set up uv
uses: astral-sh/setup-uv@v6
uses: astral-sh/setup-uv@v7
with:
version-file: "python/pyproject.toml"
enable-cache: true
+31 -4
View File
@@ -1,22 +1,49 @@
name: Python - Lab Tests
on:
workflow_dispatch:
pull_request:
branches: ["main", "feature*"]
paths:
- "python/packages/lab/**"
push:
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@v5
- 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
+64 -55
View File
@@ -43,8 +43,8 @@ jobs:
- name: not python tests
if: steps.filter.outputs.python != 'true'
run: echo "NOT python file"
python-tests-main:
name: Python Tests - Main
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 }}
@@ -60,56 +60,8 @@ jobs:
OPENAI_CHAT_MODEL_ID: ${{ vars.OPENAI__CHATMODELID }}
OPENAI_RESPONSES_MODEL_ID: ${{ vars.OPENAI__RESPONSESMODELID }}
OPENAI_API_KEY: ${{ secrets.OPENAI__APIKEY }}
LOCAL_MCP_URL: ${{ vars.LOCAL_MCP__URL }}
defaults:
run:
working-directory: python
steps:
- uses: actions/checkout@v5
- 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: Test with pytest
timeout-minutes: 10
run: uv run poe all-tests -n logical --dist loadfile --dist worksteal --timeout 300 --retries 3 --retry-delay 10
working-directory: ./python
- name: Test main samples
timeout-minutes: 10
if: env.RUN_SAMPLES_TESTS == 'true'
run: uv run pytest tests/samples/ -m "openai"
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
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 }}
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 }}
@@ -139,10 +91,67 @@ jobs:
timeout-minutes: 10
run: uv run poe all-tests -n logical --dist loadfile --dist worksteal --timeout 300 --retries 3 --retry-delay 10
working-directory: ./python
- name: Test azure samples
- name: Test core samples
timeout-minutes: 10
if: env.RUN_SAMPLES_TESTS == 'true'
run: uv run pytest tests/samples/ -m "azure-ai" -m "azure"
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@v5
- 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 poe azure-ai-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()
@@ -161,7 +170,7 @@ jobs:
runs-on: ubuntu-latest
needs:
[
python-tests-main,
python-tests-core,
python-tests-azure-ai
]
steps:
@@ -21,7 +21,7 @@ jobs:
steps:
- uses: actions/checkout@v5
- name: Download coverage report
uses: actions/download-artifact@v5
uses: actions/download-artifact@v6
with:
github-token: ${{ secrets.GH_ACTIONS_PR_WRITE }}
run-id: ${{ github.event.workflow_run.id }}
@@ -39,7 +39,7 @@ jobs:
echo "PR_NUMBER=$PR_NUMBER" >> $GITHUB_ENV
- name: Pytest coverage comment
id: coverageComment
uses: MishaKav/pytest-coverage-comment@v1.1.56
uses: MishaKav/pytest-coverage-comment@v1.1.57
with:
github-token: ${{ secrets.GH_ACTIONS_PR_WRITE }}
issue-number: ${{ env.PR_NUMBER }}
+1 -1
View File
@@ -38,7 +38,7 @@ jobs:
- 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@v4
uses: actions/upload-artifact@v5
with:
path: |
python/python-coverage.xml
+1 -1
View File
@@ -17,7 +17,7 @@ jobs:
fail-fast: true
matrix:
python-version: ["3.10", "3.11", "3.12", "3.13"]
# TODO(ekzhu): re-enable macos-latest when this is fixed: https://github.com/actions/runner-images/issues/11881
# todo: add macos-latest when problems are resolved
os: [ubuntu-latest, windows-latest]
env:
UV_PYTHON: ${{ matrix.python-version }}
+10 -1
View File
@@ -15,6 +15,7 @@ downloads/
eggs/
.eggs/
lib/
!python/packages/devui/frontend/src/lib/
lib64/
parts/
sdist/
@@ -202,4 +203,12 @@ agents.md
# AI
.claude/
WARP.md
WARP.md
# Frontend
**/frontend/node_modules/
**/frontend/.vite/
**/frontend/dist/
# Database files
*.db
+22
View File
@@ -0,0 +1,22 @@
# Welcome to the Agent Framework Community
Below are some ways that you can get involved in the Agent Framework Community.
## Engage on GitHub
- [Discussions](https://github.com/microsoft/agent-framework/discussions): Ask questions, provide feedback and ideas to what you'd like to see from the Agent Framework.
- [Issues](https://github.com/microsoft/agent-framework/issues) - If you find a bug, unexpected behavior or have a feature request, please open an issue.
- [Pull Requests](https://github.com/microsoft/agent-framework/pulls) - We welcome contributions! Please see our [Contributing Guide](https://github.com/microsoft/agent-framework/blob/main/CONTRIBUTING.md)
We do our best to respond to each submission.
## Public Community Office Hours
We regularly have Community Office Hours that are open to the **public** to join.
Add Agent Framework events to your calendar. We are running two community calls to accommodate different time zones for Q&A Office Hours:
- **Americas & EMEA timezone:** Every Wednesday at 8:00 AM Pacific Time/17:00 CET. Adjusted for daylight savings. Join here: [AF-AG-SK-Americas-Europe-OfficeHours](https://aka.ms/sk-officehours).
- **Asia Pacific timezone:** The second Wednesday of every month at 4:00 PM Pacific Time Wednesday. In much of Asia this occurs on Thursday local time. Adjusted for daylight savings. Join here: [AF-AG-SK-APAC-OfficeHours](https://aka.ms/sk-apac-officehours).
If you are unable to make it live, all meetings will be recorded and posted online.
+2 -1
View File
@@ -50,6 +50,7 @@ DO's:
- **DO** give priority to the current style of the project or file you're changing
if it diverges from the general guidelines.
- **DO** use the pre-commit hooks for python to ensure proper formatting.
- **DO** include tests when adding new features. When fixing bugs, start with
adding a test that highlights how the current behavior is broken.
- **DO** keep the discussions focused. When a new or related topic comes up
@@ -115,4 +116,4 @@ builds and run tests (including the ones you are expected to run) for PRs. Build
and test runs must be clean.
If the CI build fails for any reason, the PR issue will be updated with a link
that can be used to determine the cause of the failure.
that can be used to determine the cause of the failure.
+79 -26
View File
@@ -1,7 +1,11 @@
![Microsoft Agent Framework](docs/assets/readme-banner.png)
# Welcome to Microsoft Agent Framework!
[![Microsoft Azure AI Foundry Discord](https://dcbadge.limes.pink/api/server/b5zjErwbQM)](https://discord.gg/b5zjErwbQM)
[![Microsoft Azure AI Foundry Discord](https://dcbadge.limes.pink/api/server/b5zjErwbQM?style=flat)](https://discord.gg/b5zjErwbQM)
[![MS Learn Documentation](https://img.shields.io/badge/MS%20Learn-Documentation-blue)](https://learn.microsoft.com/en-us/agent-framework/)
[![PyPI](https://img.shields.io/pypi/v/agent-framework)](https://pypi.org/project/agent-framework/)
[![NuGet](https://img.shields.io/nuget/v/Microsoft.Agents.AI)](https://www.nuget.org/profiles/MicrosoftAgentFramework/)
Welcome to Microsoft's comprehensive multi-language framework for building, orchestrating, and deploying AI agents with support for both .NET and Python implementations. This framework provides everything from simple chat agents to complex multi-agent workflows with graph-based orchestration.
@@ -19,20 +23,35 @@ Welcome to Microsoft's comprehensive multi-language framework for building, orch
## 📋 Getting Started
**Quick Installation:**
### 📦 Installation
- **Python**: `pip install agent-framework`
- **.NET**: `dotnet add package Microsoft.Agents.AI`
Python
**Getting started documentation:**
```bash
pip install agent-framework --pre
# This will install all sub-packages, see `python/packages` for individual packages.
# It may take a minute on first install on Windows.
```
- **[Quick Start Guide](https://learn.microsoft.com/agent-framework/tutorials/quick-start)** - Simple getting started instructions
.NET
```bash
dotnet add package Microsoft.Agents.AI
```
### 📚 Documentation
- **[Overview](https://learn.microsoft.com/agent-framework/overview/agent-framework-overview)** - High level overview of the framework
- **[Quick Start](https://learn.microsoft.com/agent-framework/tutorials/quick-start)** - Get started with a simple agent
- **[Tutorials](https://learn.microsoft.com/agent-framework/tutorials/overview)** - Step by step tutorials
- **[User Guide](https://learn.microsoft.com/en-us/agent-framework/user-guide/overview)** - In-depth user guide for building agents and workflows
- **[Migration from Semantic Kernel](https://learn.microsoft.com/en-us/agent-framework/migration-guide/from-semantic-kernel)** - Guide to migrate from Semantic Kernel
- **[Migration from AutoGen](https://learn.microsoft.com/en-us/agent-framework/migration-guide/from-autogen)** - Guide to migrate from AutoGen
### ✨ **Highlights**
- **Graph-based Workflows**: Connect agents and deterministic functions using data flows with streaming, checkpointing, human-in-the-loop, and time-travel capabilities
- [Python workflows](./python/samples/getting_started/workflow/) | [.NET workflows](./dotnet/samples/GettingStarted/Workflows/)
- [Python workflows](./python/samples/getting_started/workflows/) | [.NET workflows](./dotnet/samples/GettingStarted/Workflows/)
- **AF Labs**: Experimental packages for cutting-edge features including benchmarking, reinforcement learning, and research initiatives
- [Labs directory](./python/packages/lab/)
- **DevUI**: Interactive developer UI for agent development, testing, and debugging workflows
@@ -52,7 +71,7 @@ Welcome to Microsoft's comprehensive multi-language framework for building, orch
- **Python and C#/.NET Support**: Full framework support for both Python and C#/.NET implementations with consistent APIs
- [Python packages](./python/packages/) | [.NET source](./dotnet/src/)
- **Observability**: Built-in OpenTelemetry integration for distributed tracing, monitoring, and debugging
- [Python observability](./python/samples/getting_started/workflow/observability/) | [.NET telemetry](./dotnet/samples/GettingStarted/AgentOpenTelemetry/)
- [Python observability](./python/samples/getting_started/observability/) | [.NET telemetry](./dotnet/samples/GettingStarted/AgentOpenTelemetry/)
- **Multiple Agent Provider Support**: Support for various LLM providers with more being added continuously
- [Python examples](./python/samples/getting_started/agents/) | [.NET examples](./dotnet/samples/GettingStarted/AgentProviders/)
- **Middleware**: Flexible middleware system for request/response processing, exception handling, and custom pipelines
@@ -69,35 +88,66 @@ Welcome to Microsoft's comprehensive multi-language framework for building, orch
Create a simple Azure Responses Agent that writes a haiku about the Microsoft Agent Framework
```python
# pip install agent-framework --pre
# Use `az login` to authenticate with Azure CLI
import os
import asyncio
from agent_framework.azure import AzureOpenAIResponsesClient
from azure.identity import AzureCliCredential
async def main():
# Initialize a chat agent with basic instructions
agent = AzureOpenAIResponsesClient(credential=AzureCliCredential()).create_agent(
name="HaikuBot",
instructions="You are an upbeat assistant that writes beautifully.",
)
# Initialize a chat agent with Azure OpenAI Responses
# the endpoint, deployment name, and api version can be set via environment variables
# or they can be passed in directly to the AzureOpenAIResponsesClient constructor
agent = AzureOpenAIResponsesClient(
# endpoint=os.environ["AZURE_OPENAI_ENDPOINT"],
# deployment_name=os.environ["AZURE_OPENAI_RESPONSES_DEPLOYMENT_NAME"],
# api_version=os.environ["AZURE_OPENAI_API_VERSION"],
# api_key=os.environ["AZURE_OPENAI_API_KEY"], # Optional if using AzureCliCredential
credential=AzureCliCredential(), # Optional, if using api_key
).create_agent(
name="HaikuBot",
instructions="You are an upbeat assistant that writes beautifully.",
)
print(await agent.run("Write a haiku about Microsoft Agent Framework."))
print(await agent.run("Write a haiku about Microsoft Agent Framework."))
asyncio.run(main())
if __name__ == "__main__":
asyncio.run(main())
```
### Basic Agent - .NET
Create a simple Agent, using OpenAI Responses, that writes a haiku about the Microsoft Agent Framework
```c#
// dotnet add package Microsoft.Agents.AI.OpenAI --prerelease
using System;
using Azure.AI.OpenAI;
using Azure.Identity;
using Microsoft.Agents.AI;
using OpenAI;
var endpoint = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT")!;
var deploymentName = Environment.GetEnvironmentVariable("AZURE_OPENAI_DEPLOYMENT_NAME")!;
// Replace the <apikey> with your OpenAI API key.
var agent = new OpenAIClient("<apikey>")
.GetOpenAIResponseClient("gpt-4o-mini")
.CreateAIAgent(name: "HaikuBot", instructions: "You are an upbeat assistant that writes beautifully.");
var agent = new AzureOpenAIClient(new Uri(endpoint), new AzureCliCredential())
.GetOpenAIResponseClient(deploymentName)
Console.WriteLine(await agent.RunAsync("Write a haiku about Microsoft Agent Framework."));
```
Create a simple Agent, using Azure OpenAI Responses with token based auth, that writes a haiku about the Microsoft Agent Framework
```c#
// dotnet add package Microsoft.Agents.AI.OpenAI --prerelease
// dotnet add package Azure.Identity
// Use `az login` to authenticate with Azure CLI
using System;
using OpenAI;
// Replace <resource> and gpt-4o-mini with your Azure OpenAI resource name and deployment name.
var agent = new OpenAIClient(
new BearerTokenPolicy(new AzureCliCredential(), "https://ai.azure.com/.default"),
new OpenAIClientOptions() { Endpoint = new Uri("https://<resource>.openai.azure.com/openai/v1") })
.GetOpenAIResponseClient("gpt-4o-mini")
.CreateAIAgent(name: "HaikuBot", instructions: "You are an upbeat assistant that writes beautifully.");
Console.WriteLine(await agent.RunAsync("Write a haiku about Microsoft Agent Framework."));
@@ -117,10 +167,13 @@ Console.WriteLine(await agent.RunAsync("Write a haiku about Microsoft Agent Fram
- [Agent Provider Samples](./dotnet/samples/GettingStarted/AgentProviders): samples showing different agent providers
- [Workflow Samples](./dotnet/samples/GettingStarted/Workflows): advanced multi-agent patterns and workflow orchestration
## Agent Framework Documentation
## Contributor Resources
- [Documentation](https://learn.microsoft.com/agent-framework/)
- [Agent Framework Repository](https://github.com/microsoft/agent-framework)
- [Contributing Guide](./CONTRIBUTING.md)
- [Python Development Guide](./python/DEV_SETUP.md)
- [Design Documents](./docs/design)
- [Architectural Decision Records](./docs/decisions)
- [MSFT Learn Docs](https://learn.microsoft.com/agent-framework/overview/agent-framework-overview)
## Important Notes
If you use the Microsoft Agent Framework to build applications that operate with third-party servers or agents, you do so at your own risk. We recommend reviewing all data being shared with third-party servers or agents and being cognizant of third-party practices for retention and location of data. It is your responsibility to manage whether your data will flow outside of your organization's Azure compliance and geographic boundaries and any related implications.
+4
View File
@@ -8,6 +8,10 @@ feature request as a new Issue.
For help and questions about using this project, please create a GitHub issue.
AI Support team will support Microsoft Agent Framework issues for customers under a **Unified support agreement when the issue arises from usage of Azure AI services** (Foundry Models, Foundry Agents etc.) in conjunction with the SDK. Conversely, if customer has any other / non unified support agreement and/or Agent Framework SDK is used in a way **not involving an Azure service**, it is treated as a purely open-source tool Microsofts support organization will not handle it, and users should use GitHub or forums for assistance
For Copilot Studio SDK implementation issues, customers should use GitHub Issues for assistance, as outlined above. Conversely, for prerequisites managed within the Copilot Studio portal, customers can rely on the standard Microsoft Copilot Studio support channels.
## Microsoft Support Policy
Support for this **PROJECT or PRODUCT** is limited to the resources listed above.
+6 -4
View File
@@ -1,4 +1,6 @@
# **What is Microsoft Agent Framework?**
# Responsible AI Transparency FAQs
**What is Microsoft Agent Framework?**
Microsoft Agent Framework is a comprehensive multi-language (C#/.NET and Python) framework for building, orchestrating, and deploying AI agents and multi-agent workflows. The system takes user instructions and conversation inputs and produces intelligent responses through AI agents that can integrate with various LLM providers (OpenAI, Azure OpenAI, Azure AI Foundry). It provides both simple chat agents and complex multi-agent workflows with graph-based orchestration.
@@ -95,7 +97,7 @@ Microsoft Agent Framework relies on existing LLMs. Using the framework retains c
The framework supports multiple external service types:
- **Native Functions**: Custom Python/C# functions that agents can invoke
- **A2A Integration**: Agent-to-agent communication and coordination
- **A2A (Agent2Agent)Integration**: Agent-to-agent communication and coordination
- **Model Context Protocol (MCP)**: External tools and data sources through MCP servers
- **Tools & External Capabilities**: Agent-invokable external services
@@ -108,7 +110,7 @@ Microsoft Agent Framework is an open-source framework that allows integration wi
**Data Access by Service Type**:
- **Native Functions**: Custom functions you develop have access to whatever data you explicitly pass to them as parameters
- **A2A (Agent-to-Agent)**: External agents can access conversation history, messages, and any data you configure to share through the communication interface
- **A2A (Agent2Agent)**: External agents can access conversation history, messages, and any data you configure to share through the communication interface
- **Model Context Protocol (MCP) Servers**: External MCP servers can access data according to the specific MCP server implementation and your configuration
- **External Tools**: Third-party tools and APIs have access to data you explicitly send to them through function calls
@@ -136,4 +138,4 @@ Microsoft Agent Framework is an open-source framework that allows integration wi
- Implement proper error handling for tool failures
- Use strong typing and compatibility validation
- Monitor external service health and implement fallback strategies
- Regular repository updates during preview period for bug fixes
- Regular repository updates during preview period for bug fixes
-30
View File
@@ -1,30 +0,0 @@
# Contributing to DOCS
To allow moving the docs to mslearn later, we are using language pivots as supported with mslearn markdown files.
This means that to make the docs easier to understand for users, we have a [PowerShell script](./generate-language-specific-docs.ps1) that generates language specific versions of the docs in separate folders.
The script strips out any pivots that are for a different language to the target.
Therefore, write your docs in the [docs-templates](./docs-templates/) folder and then
generate the language-specific versions by just running the PowerShell script.
```powershell
.\generate-language-specific-docs.ps1
```
## Using pivots
To have language-specific content, use the `::: zone pivot` syntax in your markdown file.
Note that when using a pivot you always have to have a section for both languages (csharp and python).
```text
::: zone pivot="programming-language-csharp"
C# specific content.
::: zone-end
::: zone pivot="programming-language-python"
Python specific content.
::: zone-end
```
+2 -2
View File
@@ -499,7 +499,7 @@ We need to decide what AIContent types, each agent response type will be mapped
| AWS (Strands) | **Approach 2** Supports a special invocation method called [structured_output](https://strandsagents.com/latest/api-reference/agent/#strands.agent.agent.Agent.structured_output) |
| LangGraph | **Approach 1** Supports [configuring an agent](https://langchain-ai.github.io/langgraph/agents/agents/?h=structured#6-configure-structured-output) at agent construction time, and a [structured response](https://langchain-ai.github.io/langgraph/agents/run_agents/#output-format) can be retrieved as a special property on the agent response |
| Agno | **Approach 1** Supports [configuring an agent](https://docs.agno.com/examples/getting-started/structured-output) at agent construction time |
| A2A | **Informal Approach 2** Doesn't formally support schema negotiation, but [hints can be provided via metadata](https://a2aproject.github.io/A2A/v0.2.5/specification/#97-structured-data-exchange-requesting-and-providing-json) at invocation time |
| A2A | **Informal Approach 2** Doesn't formally support schema negotiation, but [hints can be provided via metadata](https://a2a-protocol.org/latest/specification/#97-structured-data-exchange-requesting-and-providing-json) at invocation time |
| Protocol Activity | Supports returning [Complex types](https://github.com/microsoft/Agents/blob/main/specs/activity/protocol-activity.md#complex-types) but no support for requesting a type |
### Response Reason Support
@@ -511,5 +511,5 @@ We need to decide what AIContent types, each agent response type will be mapped
| AWS (Strands) | Exposes a [stop_reason](https://strandsagents.com/latest/api-reference/types/#strands.types.event_loop.StopReason) property on the [AgentResult](https://strandsagents.com/latest/api-reference/agent/#strands.agent.agent_result.AgentResult) class with options that are tied closely to LLM operations. |
| LangGraph | No equivalent present, output contains only [messages](https://langchain-ai.github.io/langgraph/agents/run_agents/#output-format) |
| Agno | [No equivalent present](https://docs.agno.com/reference/agents/run-response) |
| A2A | No equivalent present, response only contains a [message](https://a2aproject.github.io/A2A/v0.2.5/specification/#64-message-object) or [task](https://a2aproject.github.io/A2A/v0.2.5/specification/#61-task-object). |
| A2A | No equivalent present, response only contains a [message](https://a2a-protocol.org/latest/specification/#64-message-object) or [task](https://a2a-protocol.org/latest/specification/#61-task-object). |
| Protocol Activity | [No equivalent present.](https://github.com/microsoft/Agents/blob/main/specs/activity/protocol-activity.md) |
-1
View File
@@ -22,7 +22,6 @@ This document aims to provide options and capture the decision on how to model t
See various features that would need to be supported via this type of mechanism, plus how various other frameworks support this:
- Also see [dotnet issue 6492](https://github.com/dotnet/extensions/issues/6492), which discusses the need for a similar pattern in the context of MCP approvals.
- Also see [the openai RunToolApprovalItem](https://openai.github.io/openai-agents-js/openai/agents/classes/runtoolapprovalitem/).
- Also see [the openai human-in-the-loop guide](https://openai.github.io/openai-agents-js/guides/human-in-the-loop/#approval-requests).
- Also see [the openai MCP guide](https://openai.github.io/openai-agents-js/guides/mcp/#optional-approval-flow).
- Also see [MCP Approval Requests from OpenAI](https://platform.openai.com/docs/guides/tools-remote-mcp#approvals).
@@ -47,9 +47,9 @@ This section provides an analysis of how other major AI agent frameworks handle
| Haystack | Python | N (Pipeline-based interception) | N/A (Pipeline Components/Routers) | Relies on modular pipelines for implicit interception but lacks explicit middleware/filters; custom components can read/write data flow via routing/transformations, but this is compositional rather than hook-based interception. [Details](#haystack) |
| OpenAI Swarm | Python | N | N/A | No explicit middleware/filters; interception requires custom wrappers or manual handling (e.g., function decorators, client subclassing), lacking native framework support for built-in components to accept such modifications. [Details](#openai-swarm) |
| Atomic Agents | Python | N | N/A (Composable Components) | No explicit middleware/filters; modularity allows composable units but no dedicated interception hooks or callbacks for custom reading/modification mid-execution. [Details](#atomic-agents) |
| Smolagents (Hugging Face)| Python | N | N/A | No explicit support; focuses on simple agent building without interception mechanisms or hooks for reading/modifying execution. [Details](#smolagents) |
| Phidata (Agno) | Python | N | N/A | No explicit middleware/filters; agents use tools/memory but no interception hooks for custom reading/modification of calls. [Details](#phidata) |
| PromptFlow (Microsoft) | Python | N (Tracing only) | Tracing | Supports tracing for LLM interactions, acting as callbacks for debugging/iteration; tracing is read-only for observability/telemetry without options to modify context or intercept calls beyond logging. [Details](#promptflow) |
| Smolagents (Hugging Face)| Python | N | N/A | No explicit support; focuses on simple agent building without interception mechanisms or hooks for reading/modifying execution. [Details](#smolagents-hugging-face) |
| Phidata (Agno) | Python | N | N/A | No explicit middleware/filters; agents use tools/memory but no interception hooks for custom reading/modification of calls. [Details](#phidata-agno) |
| PromptFlow (Microsoft) | Python | N (Tracing only) | Tracing | Supports tracing for LLM interactions, acting as callbacks for debugging/iteration; tracing is read-only for observability/telemetry without options to modify context or intercept calls beyond logging. [Details](#promptflow-microsoft) |
| n8n | JS/TS | Y (read/write) | Callbacks (inherited from LangChain) | AI Agent node uses LangChain under the hood, inheriting callbacks for observability; supports reading/modifying metadata or interrupting flow as in LangChain. [Details](#n8n) |
## Considered Options
File diff suppressed because it is too large Load Diff
+2 -2
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@@ -22,7 +22,7 @@
"agent-framework-google == 1.0.0"
]
```
* this means developers can use `pip install agent-framework[google]` to get AF with all Google connectors and dependencies, as well as manually installing the subpackage with `pip install agent-framework-google`.
* this means developers can use `pip install agent-framework[google] --pre` to get AF with all Google connectors and dependencies, as well as manually installing the subpackage with `pip install agent-framework-google --pre`.
### Sample getting started code
```python
@@ -175,7 +175,7 @@ Sub-packages are comprised of two parts, the code itself and the dependencies, t
- Subpackage naming should also follow this, so in principle a package name is `<vendor/folder>-<feature/brand>`, so `google-gemini`, `azure-purview`, `microsoft-copilotstudio`, etc. For smaller vendors, where it's less likely to have a multitude of connectors, we can skip the feature/brand part, so `mem0`, `redis`, etc.
- For Microsoft services we will have two vendor folders, `azure` and `microsoft`, where `azure` contains all Azure services, while `microsoft` contains other Microsoft services, such as Copilot Studio Agents.
This setup was discussed at length and the decision is captured in [ADR-0007](../decisions/0007-python-subpackages.md).
This setup was discussed at length and the decision is captured in [ADR-0008](../decisions/0008-python-subpackages.md).
#### Evolving the package structure
For each of the advanced components, we have two reason why we may split them into a folder, with an `__init__.py` and optionally a `_files.py`:
+1
View File
@@ -198,6 +198,7 @@ dotnet_diagnostic.CA1508.severity = none # Avoid dead conditional code. Too many
dotnet_diagnostic.CA1510.severity = none # ArgumentNullException.Throw
dotnet_diagnostic.CA1512.severity = none # ArgumentOutOfRangeException.Throw
dotnet_diagnostic.CA1515.severity = none # Making public types from exes internal
dotnet_diagnostic.CA1707.severity = none # Identifiers should not contain underscores
dotnet_diagnostic.CA1846.severity = none # Prefer 'AsSpan' over 'Substring'
dotnet_diagnostic.CA1848.severity = none # For improved performance, use the LoggerMessage delegates
dotnet_diagnostic.CA1849.severity = none # Use async equivalent; analyzer is currently noisy
+5
View File
@@ -0,0 +1,5 @@
{
"recommendations": [
"ms-dotnettools.csdevkit"
]
}
+5
View File
@@ -0,0 +1,5 @@
{
"dotnet.defaultSolution": "agent-framework-dotnet.slnx",
"git.openRepositoryInParentFolders": "always",
"chat.agent.enabled": true
}
+15
View File
@@ -0,0 +1,15 @@
{
"version": "2.0.0",
"tasks": [
{
"type": "dotnet",
"task": "build",
"group": {
"kind": "build",
"isDefault": true
},
"problemMatcher": [],
"label": "dotnet: build"
}
]
}
+4 -4
View File
@@ -8,10 +8,10 @@
<GenerateDocumentationFile>true</GenerateDocumentationFile>
<LangVersion>13</LangVersion>
<Nullable>enable</Nullable>
<ImplicitUsings>disable</ImplicitUsings>
<NoWarn>$(NoWarn);IDE0290;IDE0079;NU5128;CS8002</NoWarn>
<NoWarn>$(NoWarn);NU5128</NoWarn>
<TreatWarningsAsErrors>true</TreatWarningsAsErrors>
<ProjectsCoreTargetFrameworks>net9.0</ProjectsCoreTargetFrameworks>
<ProjectsCoreTargetFrameworks>net9.0;net8.0</ProjectsCoreTargetFrameworks>
<ProjectsDebugCoreTargetFrameworks>net9.0</ProjectsDebugCoreTargetFrameworks>
<ProjectsTargetFrameworks>net9.0;net8.0;netstandard2.0;net472</ProjectsTargetFrameworks>
<ProjectsDebugTargetFrameworks>net9.0;net472</ProjectsDebugTargetFrameworks>
<IsAotCompatible Condition="$([MSBuild]::IsTargetFrameworkCompatible('$(TargetFramework)', 'net7.0'))">true</IsAotCompatible>
@@ -33,7 +33,7 @@
<!-- .NET Framework/.NET Standard don't properly support nullable reference types, suppress any warnings for those TFMs -->
<PropertyGroup Condition=" '$(TargetFramework)' == 'netstandard2.0' OR '$(TargetFramework)' == 'net472' ">
<NoWarn>$(NoWarn);CS8604;CS8602</NoWarn>
<NoWarn>$(NoWarn);nullable</NoWarn>
</PropertyGroup>
<PropertyGroup>
+76 -75
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@@ -7,99 +7,101 @@
</PropertyGroup>
<PropertyGroup>
<!-- Aspire -->
<AspireAppHostSdkVersion>9.5.0</AspireAppHostSdkVersion>
<AspireAppHostSdkVersion>9.5.2</AspireAppHostSdkVersion>
</PropertyGroup>
<ItemGroup>
<!-- Azure.* -->
<PackageVersion Include="Aspire.Azure.AI.OpenAI" Version="9.5.0-preview.1.25474.7" />
<!-- Aspire.* -->
<PackageVersion Include="Aspire.Azure.AI.OpenAI" Version="9.5.1-preview.1.25502.11" />
<PackageVersion Include="Aspire.Hosting.AppHost" Version="$(AspireAppHostSdkVersion)" />
<PackageVersion Include="Aspire.Hosting.Azure.CognitiveServices" Version="$(AspireAppHostSdkVersion)" />
<PackageVersion Include="Aspire.Microsoft.Azure.Cosmos" Version="$(AspireAppHostSdkVersion)" />
<PackageVersion Include="Aspire.Hosting.Testing" Version="$(AspireAppHostSdkVersion)" />
<PackageVersion Include="Azure.AI.Agents.Persistent" Version="1.2.0-beta.5" />
<PackageVersion Include="Azure.AI.OpenAI" Version="2.3.0-beta.2" />
<PackageVersion Include="Azure.Identity" Version="1.16.0" />
<PackageVersion Include="CommunityToolkit.Aspire.OllamaSharp" Version="9.8.0" />
<PackageVersion Include="Microsoft.AspNetCore.OpenApi" Version="9.0.9" />
<PackageVersion Include="Microsoft.Extensions.AI.AzureAIInference" Version="9.9.1-preview.1.25474.6" />
<PackageVersion Include="Microsoft.Extensions.Http.Resilience" Version="9.9.0" />
<PackageVersion Include="Microsoft.Extensions.ServiceDiscovery" Version="$(AspireAppHostSdkVersion)" />
<PackageVersion Include="OpenTelemetry.Api" Version="1.12.0" />
<PackageVersion Include="OpenTelemetry.Exporter.OpenTelemetryProtocol" Version="1.12.0" />
<PackageVersion Include="OpenTelemetry.Instrumentation.AspNetCore" Version="1.12.0" />
<PackageVersion Include="OpenTelemetry.Instrumentation.Http" Version="1.12.0" />
<PackageVersion Include="OpenTelemetry.Instrumentation.Runtime" Version="1.12.0" />
<PackageVersion Include="Microsoft.Azure.Cosmos" Version="3.53.1" />
<!-- Newtonsoft (Required by CosmosClient) -->
<PackageVersion Include="Newtonsoft.Json" Version="13.0.4" />
<PackageVersion Include="Swashbuckle.AspNetCore.SwaggerUI" Version="9.0.4" />
<!-- Azure.* -->
<PackageVersion Include="Azure.AI.Agents.Persistent" Version="1.2.0-beta.7" />
<PackageVersion Include="Azure.AI.OpenAI" Version="2.5.0-beta.1" />
<PackageVersion Include="Azure.Identity" Version="1.17.0" />
<PackageVersion Include="Azure.Monitor.OpenTelemetry.Exporter" Version="1.4.0" />
<!-- System.* -->
<PackageVersion Include="System.Linq.Async" Version="6.0.3" />
<PackageVersion Include="System.Net.ServerSentEvents" Version="9.0.9" />
<PackageVersion Include="System.Text.Json" Version="9.0.9" />
<PackageVersion Include="System.CodeDom" Version="9.0.9" />
<PackageVersion Include="System.Collections.Immutable" Version="9.0.9" />
<PackageVersion Include="System.CommandLine" Version="2.0.0-rc.1.25451.107" />
<PackageVersion Include="System.Diagnostics.DiagnosticSource" Version="9.0.9" />
<PackageVersion Include="System.Threading.Channels" Version="9.0.9" />
<PackageVersion Include="Microsoft.Bcl.AsyncInterfaces" Version="9.0.10" />
<PackageVersion Include="Microsoft.Bcl.HashCode" Version="6.0.0" />
<PackageVersion Include="System.ClientModel" Version="1.7.0" />
<PackageVersion Include="System.CodeDom" Version="9.0.10" />
<PackageVersion Include="System.Collections.Immutable" Version="9.0.10" />
<PackageVersion Include="System.CommandLine" Version="2.0.0-rc.2.25502.107" />
<PackageVersion Include="System.Diagnostics.DiagnosticSource" Version="9.0.10" />
<PackageVersion Include="System.Linq.AsyncEnumerable" Version="10.0.0-rc.2.25502.107" />
<PackageVersion Include="System.Net.ServerSentEvents" Version="9.0.10" />
<PackageVersion Include="System.Text.Json" Version="9.0.10" />
<PackageVersion Include="System.Threading.Channels" Version="9.0.10" />
<PackageVersion Include="System.Threading.Tasks.Extensions" Version="4.6.3" />
<!-- OpenTelemetry -->
<PackageVersion Include="OpenTelemetry" Version="1.12.0" />
<PackageVersion Include="OpenTelemetry.Exporter.Console" Version="1.12.0" />
<PackageVersion Include="OpenTelemetry.Exporter.InMemory" Version="1.12.0" />
<PackageVersion Include="OpenTelemetry.Extensions.Hosting" Version="1.12.0" />
<PackageVersion Include="OpenTelemetry" Version="1.13.1" />
<PackageVersion Include="OpenTelemetry.Api" Version="1.13.1" />
<PackageVersion Include="OpenTelemetry.Exporter.Console" Version="1.13.1" />
<PackageVersion Include="OpenTelemetry.Exporter.InMemory" Version="1.13.1" />
<PackageVersion Include="OpenTelemetry.Exporter.OpenTelemetryProtocol" Version="1.13.1" />
<PackageVersion Include="OpenTelemetry.Extensions.Hosting" Version="1.13.1" />
<PackageVersion Include="OpenTelemetry.Instrumentation.AspNetCore" Version="1.13.0" />
<PackageVersion Include="OpenTelemetry.Instrumentation.Http" Version="1.13.0" />
<PackageVersion Include="OpenTelemetry.Instrumentation.Runtime" Version="1.12.0" />
<!-- Microsoft.AspNetCore.* -->
<PackageVersion Include="Microsoft.AspNetCore.OpenApi" Version="9.0.10" />
<PackageVersion Include="Swashbuckle.AspNetCore.SwaggerUI" Version="9.0.4" />
<!-- Microsoft.Extensions.* -->
<PackageVersion Include="Microsoft.Bcl.HashCode" Version="6.0.0" />
<PackageVersion Include="Microsoft.Bcl.AsyncInterfaces" Version="9.0.9" />
<PackageVersion Include="OpenAI" Version="2.4.0" />
<PackageVersion Include="Microsoft.Extensions.AI" Version="9.9.1" />
<PackageVersion Include="Microsoft.Extensions.AI.Abstractions" Version="9.9.1" />
<PackageVersion Include="Microsoft.Extensions.AI.OpenAI" Version="9.9.0-preview.1.25458.4" />
<PackageVersion Include="Microsoft.Extensions.Configuration" Version="9.0.9" />
<PackageVersion Include="Microsoft.Extensions.Configuration.Abstractions" Version="9.0.9" />
<PackageVersion Include="Microsoft.Extensions.Configuration.Binder" Version="9.0.9" />
<PackageVersion Include="Microsoft.Extensions.Configuration.EnvironmentVariables" Version="9.0.9" />
<PackageVersion Include="Microsoft.Extensions.Configuration.Json" Version="9.0.9" />
<PackageVersion Include="Microsoft.Extensions.Configuration.UserSecrets" Version="9.0.9" />
<PackageVersion Include="Microsoft.Extensions.DependencyInjection" Version="9.0.9" />
<PackageVersion Include="Microsoft.Extensions.DependencyInjection.Abstractions" Version="9.0.9" />
<PackageVersion Include="Microsoft.Extensions.Hosting" Version="9.0.9" />
<PackageVersion Include="Microsoft.Extensions.Logging" Version="9.0.9" />
<PackageVersion Include="Microsoft.Extensions.Logging.Abstractions" Version="9.0.9" />
<PackageVersion Include="Microsoft.Extensions.Logging.Console" Version="9.0.9" />
<PackageVersion Include="Microsoft.Extensions.Logging.Testing" Version="9.0.9" />
<PackageVersion Include="Microsoft.Extensions.Options" Version="9.0.9" />
<PackageVersion Include="Microsoft.Extensions.AI" Version="9.10.2" />
<PackageVersion Include="Microsoft.Extensions.AI.Abstractions" Version="9.10.2" />
<PackageVersion Include="Microsoft.Extensions.AI.AzureAIInference" Version="9.10.0-preview.1.25513.3" />
<PackageVersion Include="Microsoft.Extensions.AI.OpenAI" Version="9.10.2-preview.1.25552.1" />
<PackageVersion Include="Microsoft.Extensions.Configuration" Version="9.0.10" />
<PackageVersion Include="Microsoft.Extensions.Configuration.Binder" Version="9.0.10" />
<PackageVersion Include="Microsoft.Extensions.Configuration.EnvironmentVariables" Version="9.0.10" />
<PackageVersion Include="Microsoft.Extensions.Configuration.Json" Version="9.0.10" />
<PackageVersion Include="Microsoft.Extensions.Configuration.UserSecrets" Version="9.0.10" />
<PackageVersion Include="Microsoft.Extensions.DependencyInjection" Version="9.0.10" />
<PackageVersion Include="Microsoft.Extensions.DependencyInjection.Abstractions" Version="9.0.10" />
<PackageVersion Include="Microsoft.Extensions.Hosting" Version="9.0.10" />
<PackageVersion Include="Microsoft.Extensions.Http.Resilience" Version="9.10.0" />
<PackageVersion Include="Microsoft.Extensions.Logging" Version="9.0.10" />
<PackageVersion Include="Microsoft.Extensions.Logging.Abstractions" Version="9.0.10" />
<PackageVersion Include="Microsoft.Extensions.Logging.Console" Version="9.0.10" />
<PackageVersion Include="Microsoft.Extensions.ServiceDiscovery" Version="$(AspireAppHostSdkVersion)" />
<PackageVersion Include="Microsoft.Extensions.VectorData.Abstractions" Version="9.7.0" />
<!-- Vector Stores -->
<PackageVersion Include="Microsoft.SemanticKernel.Connectors.InMemory" Version="1.65.0-preview" />
<PackageVersion Include="Microsoft.SemanticKernel" Version="1.65.0" />
<PackageVersion Include="Microsoft.SemanticKernel.Agents.Core" Version="1.65.0" />
<PackageVersion Include="Microsoft.SemanticKernel.Agents.OpenAI" Version="1.65.0-preview" />
<PackageVersion Include="Microsoft.SemanticKernel.Agents.AzureAI" Version="1.65.0-preview" />
<PackageVersion Include="Microsoft.SemanticKernel" Version="1.66.0" />
<PackageVersion Include="Microsoft.SemanticKernel.Connectors.InMemory" Version="1.66.0-preview" />
<PackageVersion Include="Microsoft.SemanticKernel.Connectors.Qdrant" Version="1.66.0-preview" />
<PackageVersion Include="Microsoft.SemanticKernel.Agents.Core" Version="1.66.0" />
<PackageVersion Include="Microsoft.SemanticKernel.Agents.OpenAI" Version="1.66.0-preview" />
<PackageVersion Include="Microsoft.SemanticKernel.Agents.AzureAI" Version="1.66.0-preview" />
<!-- Agent SDKs -->
<PackageVersion Include="Microsoft.Agents.CopilotStudio.Client" Version="1.2.41" />
<!-- A2A -->
<PackageVersion Include="A2A" Version="0.1.0-preview.2" />
<PackageVersion Include="A2A.AspNetCore" Version="0.1.0-preview.2" />
<PackageVersion Include="A2A" Version="0.3.3-preview" />
<PackageVersion Include="A2A.AspNetCore" Version="0.3.3-preview" />
<!-- MCP -->
<PackageVersion Include="ModelContextProtocol" Version="0.4.0-preview.1" />
<PackageVersion Include="ModelContextProtocol" Version="0.4.0-preview.3" />
<!-- Inference SDKs -->
<PackageVersion Include="Anthropic.SDK" Version="5.5.2" />
<PackageVersion Include="AWSSDK.Extensions.Bedrock.MEAI" Version="4.0.3.2" />
<PackageVersion Include="Microsoft.ML.OnnxRuntimeGenAI" Version="0.9.2" />
<PackageVersion Include="OllamaSharp" Version="5.4.7" />
<PackageVersion Include="Anthropic.SDK" Version="5.8.0" />
<PackageVersion Include="AWSSDK.Extensions.Bedrock.MEAI" Version="4.0.4.1" />
<PackageVersion Include="Microsoft.ML.OnnxRuntimeGenAI" Version="0.10.0" />
<PackageVersion Include="OllamaSharp" Version="5.4.8" />
<PackageVersion Include="OpenAI" Version="2.6.0" />
<!-- Identity -->
<PackageVersion Include="Microsoft.Identity.Client.Extensions.Msal" Version="4.77.0" />
<PackageVersion Include="Microsoft.Identity.Client.Extensions.Msal" Version="4.78.0" />
<!-- Workflows -->
<PackageVersion Include="Microsoft.Bot.ObjectModel" Version="1.2025.926-1" />
<PackageVersion Include="Microsoft.Bot.ObjectModel.Json" Version="1.2025.926-1" />
<PackageVersion Include="Microsoft.Bot.ObjectModel.PowerFx" Version="1.2025.926-1" />
<PackageVersion Include="Microsoft.PowerFx.Interpreter" Version="1.4.0-build.20250821-1001" />
<PackageVersion Include="Microsoft.Bot.ObjectModel" Version="1.2025.1003.2" />
<PackageVersion Include="Microsoft.Bot.ObjectModel.Json" Version="1.2025.1003.2" />
<PackageVersion Include="Microsoft.Bot.ObjectModel.PowerFx" Version="1.2025.1003.2" />
<PackageVersion Include="Microsoft.PowerFx.Interpreter" Version="1.4.0" />
<!-- Community -->
<PackageVersion Include="System.Linq.Async" Version="6.0.3" />
<!-- Test -->
<PackageVersion Include="FluentAssertions" Version="8.7.0" />
<PackageVersion Include="Microsoft.NET.Test.Sdk" Version="17.14.1" />
<PackageVersion Include="FluentAssertions" Version="8.8.0" />
<PackageVersion Include="Microsoft.AspNetCore.Mvc.Testing" Version="9.0.10" />
<PackageVersion Include="Microsoft.NET.Test.Sdk" Version="18.0.0" />
<PackageVersion Include="Moq" Version="[4.18.4]" />
<PackageVersion Include="Microsoft.SemanticKernel.Agents.Abstractions" Version="1.65.0" />
<PackageVersion Include="Microsoft.SemanticKernel.Agents.Yaml" Version="1.65.0-beta" />
<PackageVersion Include="Microsoft.SemanticKernel.Agents.Abstractions" Version="1.66.0" />
<PackageVersion Include="Microsoft.SemanticKernel.Agents.Yaml" Version="1.66.0-beta" />
<PackageVersion Include="xunit" Version="2.9.3" />
<PackageVersion Include="xunit.abstractions" Version="2.0.3" />
<PackageVersion Include="xunit.runner.visualstudio" Version="3.1.3" />
@@ -108,7 +110,6 @@
<!-- Symbols -->
<PackageVersion Include="Microsoft.SourceLink.GitHub" Version="8.0.0" />
<!-- Toolset -->
<PackageVersion Include="Microsoft.Net.Compilers.Toolset" Version="4.14.0" />
<PackageVersion Include="Microsoft.CodeAnalysis.CSharp" Version="4.14.0" />
<PackageVersion Include="Microsoft.CodeAnalysis.NetAnalyzers" Version="9.0.0" />
<PackageReference Include="Microsoft.CodeAnalysis.NetAnalyzers">
@@ -125,7 +126,7 @@
<PrivateAssets>all</PrivateAssets>
<IncludeAssets>runtime; build; native; contentfiles; analyzers; buildtransitive</IncludeAssets>
</PackageReference>
<PackageVersion Include="Moq.Analyzers" Version="0.3.0" />
<PackageVersion Include="Moq.Analyzers" Version="0.3.1" />
<PackageReference Include="Moq.Analyzers">
<PrivateAssets>all</PrivateAssets>
<IncludeAssets>runtime; build; native; contentfiles; analyzers; buildtransitive</IncludeAssets>
+28 -51
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@@ -1,64 +1,41 @@
# Get Started with Microsoft Agent Framework for C# Developers
## Run the Minimal Console demo
## Samples
The Minimal Console demo is a simple console application which shows how to create and run an agent.
- [Getting Started with Agents](./samples/GettingStarted/Agents): basic agent creation and tool usage
- [Agent Provider Samples](./samples/GettingStarted/AgentProviders): samples showing different agent providers
- [Workflow Samples](./samples/GettingStarted/Workflows): advanced multi-agent patterns and workflow orchestration
Supported Platforms:
- .Net: net9.0, net8.0, netstandard2.0, net472
- OS: Windows, macOS, Linux
## Quickstart
If you want to use the latest published packages following the instructions [here](../docs/FAQS.md).
### Basic Agent - .NET
### 1. Configure required environment variables
```c#
using System;
using Azure.AI.OpenAI;
using Azure.Identity;
using Microsoft.Agents.AI;
This samples uses Azure OpenAI by default so you need to set the following environment variable
var endpoint = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT")!;
var deploymentName = Environment.GetEnvironmentVariable("AZURE_OPENAI_DEPLOYMENT_NAME")!;
``` powershell
$env:AZURE_OPENAI_ENDPOINT = "https://<your deployment>.openai.azure.com/"
var agent = new AzureOpenAIClient(new Uri(endpoint), new AzureCliCredential())
.GetOpenAIResponseClient(deploymentName)
.CreateAIAgent(name: "HaikuBot", instructions: "You are an upbeat assistant that writes beautifully.");
Console.WriteLine(await agent.RunAsync("Write a haiku about Microsoft Agent Framework."));
```
If you want to use OpenAI
## Examples & Samples
1. Edit [Program.cs](./demos/MinimalConsole/Program.cs) and change the following lines:
```csharp
AIAgent agent = new AzureOpenAIClient(
new Uri(Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT")!),
new AzureCliCredential())
.GetChatClient("gpt-4o-mini")
.CreateAIAgent(
instructions: "You are a helpful assistant, you can help the user with weather information.",
tools: [AIFunctionFactory.Create(GetWeather)]);
```
To this:
```csharp
AIAgent agent = new OpenAIClient(Environment.GetEnvironmentVariable("OPENAI_API_KEY")!)
.GetChatClient("gpt-4o-mini")
.CreateAIAgent(
instructions: "You are a helpful assistant, you can help the user with weather information.",
tools: [AIFunctionFactory.Create(GetWeather)]);
```
2. Create an environment variable with your OpenAI key
``` powershell
$env:OPENAI_API_KEY = "sk-..."
```
- [Getting Started with Agents](./samples/GettingStarted/Agents): basic agent creation and tool usage
- [Agent Provider Samples](./samples/GettingStarted/AgentProviders): samples showing different agent providers
- [Workflow Samples](./samples/GettingStarted/Workflows): advanced multi-agent patterns and workflow orchestration
### 2. Build the project
```powershell
cd demos\MinimalConsole
dotnet build
```
### 3. Run the demonstration
``` powershell
dotnet run --framework net9.0 --no-build
```
Sample output:
```
The weather in Amsterdam is currently cloudy, with a high temperature of 15°C.
```
## Agent Framework Documentation
- [Documentation](https://learn.microsoft.com/agent-framework/)
- [Agent Framework Repository](https://github.com/microsoft/agent-framework)
- [Design Documents](../docs/design)
- [Architectural Decision Records](../docs/decisions)
- [MSFT Learn Docs](https://learn.microsoft.com/agent-framework/overview/agent-framework-overview)
+51 -49
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@@ -21,10 +21,15 @@
<Folder Name="/Samples/GettingStarted/">
<File Path="samples/GettingStarted/README.md" />
</Folder>
<Folder Name="/Samples/GettingStarted/A2A/">
<File Path="samples/GettingStarted/A2A/README.md" />
<Project Path="samples/GettingStarted/A2A/A2AAgent_AsFunctionTools/A2AAgent_AsFunctionTools.csproj" />
</Folder>
<Folder Name="/Samples/GettingStarted/AgentProviders/">
<File Path="samples/GettingStarted/AgentProviders/README.md" />
<Project Path="samples/GettingStarted/AgentProviders/Agent_With_A2A/Agent_With_A2A.csproj" />
<Project Path="samples/GettingStarted/AgentProviders/Agent_With_AzureFoundry/Agent_With_AzureFoundry.csproj" />
<Project Path="samples/GettingStarted/AgentProviders/Agent_With_AzureFoundryAgent/Agent_With_AzureFoundryAgent.csproj" />
<Project Path="samples/GettingStarted/AgentProviders/Agent_With_AzureFoundryModel/Agent_With_AzureFoundryModel.csproj" />
<Project Path="samples/GettingStarted/AgentProviders/Agent_With_AzureOpenAIChatCompletion/Agent_With_AzureOpenAIChatCompletion.csproj" />
<Project Path="samples/GettingStarted/AgentProviders/Agent_With_AzureOpenAIResponses/Agent_With_AzureOpenAIResponses.csproj" />
<Project Path="samples/GettingStarted/AgentProviders/Agent_With_CustomImplementation/Agent_With_CustomImplementation.csproj" />
@@ -51,15 +56,28 @@
<Project Path="samples/GettingStarted/Agents/Agent_Step13_Memory/Agent_Step13_Memory.csproj" />
<Project Path="samples/GettingStarted/Agents/Agent_Step14_Middleware/Agent_Step14_Middleware.csproj" />
<Project Path="samples/GettingStarted/Agents/Agent_Step15_Plugins/Agent_Step15_Plugins.csproj" />
<Project Path="samples/GettingStarted/Agents/Agent_Step16_ChatReduction/Agent_Step16_ChatReduction.csproj" />
<Project Path="samples/GettingStarted/Agents/Agent_Step17_BackgroundResponses/Agent_Step17_BackgroundResponses.csproj" />
<Project Path="samples/GettingStarted/Agents/Agent_Step18_TextSearchRag/Agent_Step18_TextSearchRag.csproj" />
<Project Path="samples/GettingStarted/Agents/Agent_Step19_Mem0Provider/Agent_Step19_Mem0Provider.csproj" />
<Project Path="samples/GettingStarted/Agents/Agent_Step20_BackgroundResponsesWithToolsAndPersistence/Agent_Step20_BackgroundResponsesWithToolsAndPersistence.csproj" />
</Folder>
<Folder Name="/Samples/GettingStarted/AgentWithOpenAI/">
<File Path="samples/GettingStarted/AgentWithOpenAI/README.md" />
<Project Path="samples/GettingStarted/AgentWithOpenAI/Agent_OpenAI_Step01_Running/Agent_OpenAI_Step01_Running.csproj" />
<Project Path="samples/GettingStarted/AgentWithOpenAI/Agent_OpenAI_Step02_Reasoning/Agent_OpenAI_Step02_Reasoning.csproj" />
</Folder>
<Folder Name="/Samples/GettingStarted/AgentWithRAG/">
<File Path="samples/GettingStarted/AgentWithRAG/README.md" />
<Project Path="samples/GettingStarted/AgentWithRAG/AgentWithRAG_Step01_BasicTextRAG/AgentWithRAG_Step01_BasicTextRAG.csproj" />
<Project Path="samples/GettingStarted/AgentWithRAG/AgentWithRAG_Step02_ExternalDataSourceRAG/AgentWithRAG_Step02_ExternalDataSourceRAG.csproj" />
</Folder>
<Folder Name="/Samples/GettingStarted/ModelContextProtocol/">
<File Path="samples/GettingStarted/ModelContextProtocol/README.md" />
<Project Path="samples/GettingStarted/ModelContextProtocol/Agent_MCP_Server/Agent_MCP_Server.csproj" />
<Project Path="samples/GettingStarted/ModelContextProtocol/Agent_MCP_Server_Auth/Agent_MCP_Server_Auth.csproj" />
<Project Path="samples/GettingStarted/ModelContextProtocol/FoundryAgent_Hosted_MCP/FoundryAgent_Hosted_MCP.csproj" />
<Project Path="samples/GettingStarted/ModelContextProtocol/ResponseAgent_Hosted_MCP/ResponseAgent_Hosted_MCP.csproj" />
</Folder>
<Folder Name="/Samples/GettingStarted/Observability/">
<Project Path="samples/GettingStarted/AgentOpenTelemetry/AgentOpenTelemetry.csproj" />
@@ -77,9 +95,10 @@
<Project Path="samples/GettingStarted/Workflows/ConditionalEdges/03_MultiSelection/03_MultiSelection.csproj" />
</Folder>
<Folder Name="/Samples/GettingStarted/Workflows/Declarative/">
<Project Path="samples/GettingStarted/Workflows/Declarative/DeclarativeWorkflow.csproj" />
<Project Path="samples/GettingStarted/Workflows/DeclarativeCode/DeclarativeCode.csproj" />
<Project Path="samples/GettingStarted/Workflows/DeclarativeEject/DeclarativeEject.csproj" />
<File Path="samples/GettingStarted/Workflows/Declarative/README.md" />
<Project Path="samples/GettingStarted/Workflows/Declarative/ExecuteCode/ExecuteCode.csproj" />
<Project Path="samples/GettingStarted/Workflows/Declarative/ExecuteWorkflow/ExecuteWorkflow.csproj" />
<Project Path="samples/GettingStarted/Workflows/Declarative/GenerateCode/GenerateCode.csproj" />
</Folder>
<Folder Name="/Samples/GettingStarted/Workflows/Declarative/Examples/">
<File Path="../workflow-samples/DeepResearch.yaml" />
@@ -109,7 +128,9 @@
<Project Path="samples/GettingStarted/Workflows/HumanInTheLoop/HumanInTheLoopBasic/HumanInTheLoopBasic.csproj" />
</Folder>
<Folder Name="/Samples/GettingStarted/Workflows/Observability/">
<Project Path="samples/GettingStarted/Workflows/Observability/ApplicationInsights/ApplicationInsights.csproj" />
<Project Path="samples/GettingStarted/Workflows/Observability/AspireDashboard/AspireDashboard.csproj" />
<Project Path="samples/GettingStarted/Workflows/Observability/WorkflowAsAnAgent/WorkflowAsAnAgentObservability.csproj" />
</Folder>
<Folder Name="/Samples/GettingStarted/Workflows/Visualization/">
<Project Path="samples/GettingStarted/Workflows/Visualization/Visualization.csproj" Id="99bf0bc6-2440-428e-b3e7-d880e4b7a5fd" />
@@ -120,49 +141,14 @@
<Project Path="samples/GettingStarted/Workflows/_Foundational/03_AgentsInWorkflows/03_AgentsInWorkflows.csproj" />
<Project Path="samples/GettingStarted/Workflows/_Foundational/04_AgentWorkflowPatterns/04_AgentWorkflowPatterns.csproj" />
<Project Path="samples/GettingStarted/Workflows/_Foundational/05_MultiModelService/05_MultiModelService.csproj" />
<Project Path="samples/GettingStarted/Workflows/_Foundational/06_SubWorkflows/06_SubWorkflows.csproj" />
<Project Path="samples/GettingStarted/Workflows/_Foundational/07_MixedWorkflowAgentsAndExecutors/07_MixedWorkflowAgentsAndExecutors.csproj" />
<Project Path="samples/GettingStarted/Workflows/_Foundational/08_WriterCriticWorkflow/08_WriterCriticWorkflow.csproj" />
</Folder>
<Folder Name="/Samples/SemanticKernelMigration/">
<File Path="samples/SemanticKernelMigration/README.md" />
</Folder>
<Folder Name="/Samples/SemanticKernelMigration/AzureAIFoundry/">
<Project Path="samples/SemanticKernelMigration/AzureAIFoundry/Step01_Basics/AzureAIFoundry_Step01_Basics.csproj" />
<Project Path="samples/SemanticKernelMigration/AzureAIFoundry/Step02_ToolCall/AzureAIFoundry_Step02_ToolCall.csproj" />
<Project Path="samples/SemanticKernelMigration/AzureAIFoundry/Step03_DependencyInjection/AzureAIFoundry_Step03_DependencyInjection.csproj" />
<Project Path="samples/SemanticKernelMigration/AzureAIFoundry/Step04_CodeInterpreter/AzureAIFoundry_Step04_CodeInterpreter.csproj" />
</Folder>
<Folder Name="/Samples/SemanticKernelMigration/OpenAI/">
<Project Path="samples/SemanticKernelMigration/OpenAI/Step01_Basics/OpenAI_Step01_Basics.csproj" />
<Project Path="samples/SemanticKernelMigration/OpenAI/Step02_ToolCall/OpenAI_Step02_ToolCall.csproj" />
<Project Path="samples/SemanticKernelMigration/OpenAI/Step03_DependencyInjection/OpenAI_Step03_DependencyInjection.csproj" />
</Folder>
<Folder Name="/Samples/SemanticKernelMigration/OpenAIAssistants/">
<Project Path="samples/SemanticKernelMigration/OpenAIAssistants/Step01_Basics/OpenAIAssistants_Step01_Basics.csproj" />
<Project Path="samples/SemanticKernelMigration/OpenAIAssistants/Step02_ToolCall/OpenAIAssistants_Step02_ToolCall.csproj" />
<Project Path="samples/SemanticKernelMigration/OpenAIAssistants/Step03_DependencyInjection/OpenAIAssistants_Step03_DependencyInjection.csproj" />
<Project Path="samples/SemanticKernelMigration/OpenAIAssistants/Step04_CodeInterpreter/OpenAIAssistants_Step04_CodeInterpreter.csproj" />
</Folder>
<Folder Name="/Samples/SemanticKernelMigration/OpenAIResponses/">
<Project Path="samples/SemanticKernelMigration/OpenAIResponses/Step01_Basics/OpenAIResponses_Step01_Basics.csproj" />
<Project Path="samples/SemanticKernelMigration/OpenAIResponses/Step02_ReasoningModel/OpenAIResponses_Step02_ReasoningModel.csproj" />
<Project Path="samples/SemanticKernelMigration/OpenAIResponses/Step03_ToolCall/OpenAIResponses_Step03_ToolCall.csproj" />
<Project Path="samples/SemanticKernelMigration/OpenAIResponses/Step04_DependencyInjection/OpenAIResponses_Step04_DependencyInjection.csproj" />
</Folder>
<Folder Name="/Samples/SemanticKernelMigration/AzureOpenAI/">
<Project Path="samples/SemanticKernelMigration/AzureOpenAI/Step01_Basics/AzureOpenAI_Step01_Basics.csproj" />
<Project Path="samples/SemanticKernelMigration/AzureOpenAI/Step02_ToolCall/AzureOpenAI_Step02_ToolCall.csproj" />
<Project Path="samples/SemanticKernelMigration/AzureOpenAI/Step03_DependencyInjection/AzureOpenAI_Step03_DependencyInjection.csproj" />
</Folder>
<Folder Name="/Samples/SemanticKernelMigration/AzureOpenAIAssistants/">
<Project Path="samples/SemanticKernelMigration/AzureOpenAIAssistants/Step01_Basics/AzureOpenAIAssistants_Step01_Basics.csproj" />
<Project Path="samples/SemanticKernelMigration/AzureOpenAIAssistants/Step02_ToolCall/AzureOpenAIAssistants_Step02_ToolCall.csproj" />
<Project Path="samples/SemanticKernelMigration/AzureOpenAIAssistants/Step03_DependencyInjection/AzureOpenAIAssistants_Step03_DependencyInjection.csproj" />
<Project Path="samples/SemanticKernelMigration/AzureOpenAIAssistants/Step04_CodeInterpreter/AzureOpenAIAssistants_Step04_CodeInterpreter.csproj" />
</Folder>
<Folder Name="/Samples/SemanticKernelMigration/AzureOpenAIResponses/">
<Project Path="samples/SemanticKernelMigration/AzureOpenAIResponses/Step01_Basics/AzureOpenAIResponses_Step01_Basics.csproj" />
<Project Path="samples/SemanticKernelMigration/AzureOpenAIResponses/Step02_ReasoningModel/AzureOpenAIResponses_Step02_ReasoningModel.csproj" />
<Project Path="samples/SemanticKernelMigration/AzureOpenAIResponses/Step03_ToolCall/AzureOpenAIResponses_Step03_ToolCall.csproj" />
<Project Path="samples/SemanticKernelMigration/AzureOpenAIResponses/Step04_DependencyInjection/AzureOpenAIResponses_Step04_DependencyInjection.csproj" />
<Folder Name="/Samples/Catalog/">
<Project Path="samples/Catalog/AgentWithTextSearchRag/AgentWithTextSearchRag.csproj" />
<Project Path="samples/Catalog/AgentsInWorkflows/AgentsInWorkflows.csproj" />
<Project Path="samples/Catalog/DeepResearchAgent/DeepResearchAgent.csproj" />
</Folder>
<Folder Name="/Solution Items/">
<File Path=".editorconfig" />
@@ -174,6 +160,10 @@
<File Path="nuget.config" />
</Folder>
<Folder Name="/Solution Items/.github/" />
<Folder Name="/Solution Items/.github/upgrades/" />
<Folder Name="/Solution Items/.github/upgrades/prompts/">
<File Path="../.github/upgrades/prompts/SemanticKernelToAgentFramework.md" />
</Folder>
<Folder Name="/Solution Items/.github/workflows/">
<File Path="../.github/workflows/dotnet-build-and-test.yml" />
<File Path="../.github/workflows/dotnet-check-coverage.ps1" />
@@ -186,8 +176,14 @@
<Folder Name="/Solution Items/docs/" />
<Folder Name="/Solution Items/docs/decisions/">
<File Path="../docs/decisions/0001-agent-run-response.md" />
<File Path="../docs/decisions/0001-agent-tools.md" />
<File Path="../docs/decisions/0002-agent-opentelemetry-instrumentation.md" />
<File Path="../docs/decisions/0002-agent-tools.md" />
<File Path="../docs/decisions/0003-agent-opentelemetry-instrumentation.md" />
<File Path="../docs/decisions/0004-foundry-sdk-extensions.md" />
<File Path="../docs/decisions/0005-python-naming-conventions.md" />
<File Path="../docs/decisions/0006-userapproval.md" />
<File Path="../docs/decisions/0007-agent-filtering-middleware.md" />
<File Path="../docs/decisions/0008-python-subpackages.md" />
<File Path="../docs/decisions/0009-support-long-running-operations.md" />
<File Path="../docs/decisions/adr-short-template.md" />
<File Path="../docs/decisions/adr-template.md" />
<File Path="../docs/decisions/README.md" />
@@ -254,6 +250,7 @@
</Folder>
<Folder Name="/Solution Items/src/Shared/IntegrationTests/">
<File Path="src/Shared/IntegrationTests/AzureAIConfiguration.cs" />
<File Path="src/Shared/IntegrationTests/Mem0Configuration.cs" />
<File Path="src/Shared/IntegrationTests/OpenAIConfiguration.cs" />
<File Path="src/Shared/IntegrationTests/README.md" />
</Folder>
@@ -279,7 +276,9 @@
<Project Path="src/Microsoft.Agents.AI.CopilotStudio/Microsoft.Agents.AI.CopilotStudio.csproj" />
<Project Path="src/Microsoft.Agents.AI.Hosting.A2A.AspNetCore/Microsoft.Agents.AI.Hosting.A2A.AspNetCore.csproj" />
<Project Path="src/Microsoft.Agents.AI.Hosting.A2A/Microsoft.Agents.AI.Hosting.A2A.csproj" />
<Project Path="src/Microsoft.Agents.AI.Hosting.OpenAI/Microsoft.Agents.AI.Hosting.OpenAI.csproj" />
<Project Path="src/Microsoft.Agents.AI.Hosting/Microsoft.Agents.AI.Hosting.csproj" />
<Project Path="src/Microsoft.Agents.AI.Mem0/Microsoft.Agents.AI.Mem0.csproj" />
<Project Path="src/Microsoft.Agents.AI.OpenAI/Microsoft.Agents.AI.OpenAI.csproj" />
<Project Path="src/Microsoft.Agents.AI.Workflows.Declarative/Microsoft.Agents.AI.Workflows.Declarative.csproj" />
<Project Path="src/Microsoft.Agents.AI.Workflows/Microsoft.Agents.AI.Workflows.csproj" />
@@ -290,6 +289,7 @@
<Project Path="tests/AgentConformance.IntegrationTests/AgentConformance.IntegrationTests.csproj" />
<Project Path="tests/AzureAIAgentsPersistent.IntegrationTests/AzureAIAgentsPersistent.IntegrationTests.csproj" />
<Project Path="tests/CopilotStudio.IntegrationTests/CopilotStudio.IntegrationTests.csproj" />
<Project Path="tests/Microsoft.Agents.AI.Mem0.IntegrationTests/Microsoft.Agents.AI.Mem0.IntegrationTests.csproj" />
<Project Path="tests/Microsoft.Agents.AI.Workflows.Declarative.IntegrationTests/Microsoft.Agents.AI.Workflows.Declarative.IntegrationTests.csproj" />
<Project Path="tests/OpenAIAssistant.IntegrationTests/OpenAIAssistant.IntegrationTests.csproj" />
<Project Path="tests/OpenAIChatCompletion.IntegrationTests/OpenAIChatCompletion.IntegrationTests.csproj" />
@@ -300,10 +300,12 @@
<Project Path="tests/Microsoft.Agents.AI.Abstractions.UnitTests/Microsoft.Agents.AI.Abstractions.UnitTests.csproj" />
<Project Path="tests/Microsoft.Agents.AI.AzureAI.UnitTests/Microsoft.Agents.AI.AzureAI.UnitTests.csproj" />
<Project Path="tests/Microsoft.Agents.AI.Hosting.A2A.Tests/Microsoft.Agents.AI.Hosting.A2A.Tests.csproj" Id="2a1c544d-237d-4436-8732-ba0c447ac06b" />
<Project Path="tests/Microsoft.Agents.AI.Hosting.OpenAI.UnitTests/Microsoft.Agents.AI.Hosting.OpenAI.UnitTests.csproj" />
<Project Path="tests/Microsoft.Agents.AI.Hosting.UnitTests/Microsoft.Agents.AI.Hosting.UnitTests.csproj" />
<Project Path="tests/Microsoft.Agents.AI.Mem0.UnitTests/Microsoft.Agents.AI.Mem0.UnitTests.csproj" />
<Project Path="tests/Microsoft.Agents.AI.OpenAI.UnitTests/Microsoft.Agents.AI.OpenAI.UnitTests.csproj" />
<Project Path="tests/Microsoft.Agents.AI.UnitTests/Microsoft.Agents.AI.UnitTests.csproj" />
<Project Path="tests/Microsoft.Agents.AI.Workflows.Declarative.UnitTests/Microsoft.Agents.AI.Workflows.Declarative.UnitTests.csproj" />
<Project Path="tests/Microsoft.Agents.AI.Workflows.UnitTests/Microsoft.Agents.AI.Workflows.UnitTests.csproj" />
</Folder>
</Solution>
</Solution>
+1 -6
View File
@@ -3,15 +3,10 @@
<packageSources>
<clear />
<add key="nuget.org" value="https://api.nuget.org/v3/index.json" />
<add key="CopilotStudio" value="https://pkgs.dev.azure.com/Power-Fx/7dd30b4a-31be-4ac9-a649-e6addd4d5b0a/_packaging/CopilotStudio/nuget/v3/index.json" />
</packageSources>
<packageSourceMapping>
<packageSource key="nuget.org">
<package pattern="*" />
</packageSource>
<packageSource key="CopilotStudio">
<package pattern="Microsoft.Bot.*" />
<package pattern="Microsoft.PowerFx.*" />
</packageSource>
</packageSourceMapping>
</configuration>
</configuration>
+3 -2
View File
@@ -2,8 +2,9 @@
<PropertyGroup>
<!-- Central version prefix - applies to all nuget packages. -->
<VersionPrefix>1.0.0</VersionPrefix>
<PackageVersion Condition="'$(VersionSuffix)' != ''">$(VersionPrefix)-$(VersionSuffix).251001.2</PackageVersion>
<PackageVersion Condition="'$(VersionSuffix)' == ''">$(VersionPrefix)-preview.251001.2</PackageVersion>
<PackageVersion Condition="'$(VersionSuffix)' != ''">$(VersionPrefix)-$(VersionSuffix).251104.1</PackageVersion>
<PackageVersion Condition="'$(VersionSuffix)' == ''">$(VersionPrefix)-preview.251104.1</PackageVersion>
<GitTag>1.0.0-preview.251104.1</GitTag>
<Configurations>Debug;Release;Publish</Configurations>
<IsPackable>true</IsPackable>
+12 -4
View File
@@ -1,8 +1,16 @@
# Suppressing errors for Sample projects under dotnet/samples folder
[*.cs]
dotnet_diagnostic.CA2007.severity = none # Do not directly await a Task
dotnet_diagnostic.CS1591.severity = none # Missing XML comment for publicly visible type or member
dotnet_diagnostic.IDE1006.severity = warning # Naming rule violations
dotnet_diagnostic.VSTHRD111.severity = none # Use .ConfigureAwait(bool) is hidden by default, set to none to prevent IDE from changing on autosave
dotnet_diagnostic.CA1716.severity = none # Add summary to documentation comment.
dotnet_diagnostic.CA2000.severity = none # Call System.IDisposable.Dispose on object before all references to it are out of scope
dotnet_diagnostic.CA2007.severity = none # Do not directly await a Task
dotnet_diagnostic.CS1591.severity = none # Missing XML comment for publicly visible type or member
dotnet_diagnostic.IDE1006.severity = warning # Naming rule violations
dotnet_diagnostic.VSTHRD111.severity = none # Use .ConfigureAwait(bool) is hidden by default, set to none to prevent IDE from changing on autosave
dotnet_diagnostic.VSTHRD200.severity = none # Use Async suffix for async methods
dotnet_diagnostic.MEAI001.severity = none # [Experimental] APIs in Microsoft.Extensions.AI
dotnet_diagnostic.OPENAI001.severity = none # [Experimental] APIs in OpenAI
dotnet_diagnostic.SKEXP0110.severity = none # [Experimental] APIs in Microsoft.SemanticKernel
@@ -6,15 +6,14 @@
<ImplicitUsings>enable</ImplicitUsings>
<Nullable>enable</Nullable>
<UserSecretsId>5ee045b0-aea3-4f08-8d31-32d1a6f8fed0</UserSecretsId>
<NoWarn>$(NoWarn);CS1591;VSTHRD111;CA2007;SKEXP0110</NoWarn>
</PropertyGroup>
<ItemGroup>
<PackageReference Include="A2A" />
<PackageReference Include="System.CommandLine" />
<PackageReference Include="Microsoft.Extensions.Hosting" />
<PackageReference Include="Microsoft.Bcl.AsyncInterfaces" VersionOverride="10.0.0-preview.5.25277.114" />
<PackageReference Include="System.Net.ServerSentEvents" VersionOverride="10.0.0-preview.5.25277.114" />
<PackageReference Include="Microsoft.Bcl.AsyncInterfaces" VersionOverride="10.0.0-rc.2.25502.107" />
<PackageReference Include="System.Net.ServerSentEvents" VersionOverride="10.0.0-rc.2.25502.107" />
</ItemGroup>
<ItemGroup>
@@ -1,4 +1,4 @@
<Project Sdk="Microsoft.NET.Sdk">
<Project Sdk="Microsoft.NET.Sdk">
<PropertyGroup>
<OutputType>Exe</OutputType>
@@ -6,18 +6,19 @@
<ImplicitUsings>enable</ImplicitUsings>
<Nullable>enable</Nullable>
<UserSecretsId>5ee045b0-aea3-4f08-8d31-32d1a6f8fed0</UserSecretsId>
<NoWarn>$(NoWarn);CS1591;VSTHRD111;CA2007;SKEXP0110</NoWarn>
</PropertyGroup>
<ItemGroup>
<PackageReference Include="A2A.AspNetCore" />
<PackageReference Include="Azure.AI.Agents.Persistent" />
<PackageReference Include="Azure.Identity" />
<PackageReference Include="Microsoft.Bcl.AsyncInterfaces" VersionOverride="10.0.0-preview.5.25277.114" />
<PackageReference Include="System.Net.ServerSentEvents" VersionOverride="10.0.0-preview.5.25277.114" />
<PackageReference Include="Microsoft.Bcl.AsyncInterfaces" VersionOverride="10.0.0-rc.2.25502.107" />
<PackageReference Include="System.Net.ServerSentEvents" VersionOverride="10.0.0-rc.2.25502.107" />
</ItemGroup>
<ItemGroup>
<ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.Hosting.A2A.AspNetCore\Microsoft.Agents.AI.Hosting.A2A.AspNetCore.csproj" />
<ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.Hosting.A2A\Microsoft.Agents.AI.Hosting.A2A.csproj" />
<ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.A2A\Microsoft.Agents.AI.A2A.csproj" />
<ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.AzureAI\Microsoft.Agents.AI.AzureAI.csproj" />
<ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.OpenAI\Microsoft.Agents.AI.OpenAI.csproj" />
@@ -4,7 +4,7 @@
@hostLogistics = http://localhost:5002
### Query agent card for the invoice agent
GET {{hostInvoice}}/.well-known/agent.json
GET {{hostInvoice}}/.well-known/agent-card.json
### Send a message to the invoice agent
POST {{hostInvoice}}
@@ -17,6 +17,7 @@ Content-Type: application/json
"params": {
"id": "12345",
"message": {
"kind": "message",
"role": "user",
"messageId": "msg_1",
"parts": [
@@ -30,7 +31,7 @@ Content-Type: application/json
}
### Query agent card for the policy agent
GET {{hostPolicy}}/.well-known/agent.json
GET {{hostPolicy}}/.well-known/agent-card.json
### Send a message to the policy agent
POST {{hostPolicy}}
@@ -43,6 +44,7 @@ Content-Type: application/json
"params": {
"id": "12345",
"message": {
"kind": "message",
"role": "user",
"messageId": "msg_1",
"parts": [
@@ -56,7 +58,7 @@ Content-Type: application/json
}
### Query agent card for the logistics agent
GET {{hostLogistics}}/.well-known/agent.json
GET {{hostLogistics}}/.well-known/agent-card.json
### Send a message to the logistics agent
POST {{hostLogistics}}
@@ -69,6 +71,7 @@ Content-Type: application/json
"params": {
"id": "12345",
"message": {
"kind": "message",
"role": "user",
"messageId": "msg_1",
"parts": [
@@ -4,7 +4,6 @@ using A2A;
using Azure.AI.Agents.Persistent;
using Azure.Identity;
using Microsoft.Agents.AI;
using Microsoft.Agents.AI.A2A;
using Microsoft.Extensions.AI;
using OpenAI;
@@ -12,7 +11,7 @@ namespace A2AServer;
internal static class HostAgentFactory
{
internal static async Task<A2AHostAgent> CreateFoundryHostAgentAsync(string agentType, string model, string endpoint, string assistantId, IList<AITool>? tools = null)
internal static async Task<(AIAgent, AgentCard)> CreateFoundryHostAgentAsync(string agentType, string model, string endpoint, string assistantId, IList<AITool>? tools = null)
{
var persistentAgentsClient = new PersistentAgentsClient(endpoint, new AzureCliCredential());
PersistentAgent persistentAgent = await persistentAgentsClient.Administration.GetAgentAsync(assistantId);
@@ -28,10 +27,10 @@ internal static class HostAgentFactory
_ => throw new ArgumentException($"Unsupported agent type: {agentType}"),
};
return new A2AHostAgent(agent, agentCard);
return new(agent, agentCard);
}
internal static async Task<A2AHostAgent> CreateChatCompletionHostAgentAsync(string agentType, string model, string apiKey, string name, string instructions, IList<AITool>? tools = null)
internal static async Task<(AIAgent, AgentCard)> CreateChatCompletionHostAgentAsync(string agentType, string model, string apiKey, string name, string instructions, IList<AITool>? tools = null)
{
AIAgent agent = new OpenAIClient(apiKey)
.GetChatClient(model)
@@ -45,7 +44,7 @@ internal static class HostAgentFactory
_ => throw new ArgumentException($"Unsupported agent type: {agentType}"),
};
return new A2AHostAgent(agent, agentCard);
return new(agent, agentCard);
}
#region private
@@ -89,7 +88,7 @@ internal static class HostAgentFactory
PushNotifications = false,
};
var invoiceQuery = new AgentSkill()
var policyQuery = new AgentSkill()
{
Id = "id_policy_agent",
Name = "PolicyAgent",
@@ -109,7 +108,7 @@ internal static class HostAgentFactory
DefaultInputModes = ["text"],
DefaultOutputModes = ["text"],
Capabilities = capabilities,
Skills = [invoiceQuery],
Skills = [policyQuery],
};
}
@@ -2,7 +2,7 @@
using A2A;
using A2A.AspNetCore;
using A2AServer;
using Microsoft.Agents.AI.A2A;
using Microsoft.Agents.AI;
using Microsoft.AspNetCore.Builder;
using Microsoft.Extensions.AI;
using Microsoft.Extensions.Configuration;
@@ -47,10 +47,12 @@ IList<AITool> tools =
AIFunctionFactory.Create(invoiceQueryPlugin.QueryByInvoiceId)
];
A2AHostAgent? hostAgent = null;
AIAgent hostA2AAgent;
AgentCard hostA2AAgentCard;
if (!string.IsNullOrEmpty(endpoint) && !string.IsNullOrEmpty(agentId))
{
hostAgent = agentType.ToUpperInvariant() switch
(hostA2AAgent, hostA2AAgentCard) = agentType.ToUpperInvariant() switch
{
"INVOICE" => await HostAgentFactory.CreateFoundryHostAgentAsync(agentType, model, endpoint, agentId, tools),
"POLICY" => await HostAgentFactory.CreateFoundryHostAgentAsync(agentType, model, endpoint, agentId),
@@ -60,7 +62,7 @@ if (!string.IsNullOrEmpty(endpoint) && !string.IsNullOrEmpty(agentId))
}
else if (!string.IsNullOrEmpty(apiKey))
{
hostAgent = agentType.ToUpperInvariant() switch
(hostA2AAgent, hostA2AAgentCard) = agentType.ToUpperInvariant() switch
{
"INVOICE" => await HostAgentFactory.CreateChatCompletionHostAgentAsync(
agentType, model, apiKey, "InvoiceAgent",
@@ -102,6 +104,10 @@ else
throw new ArgumentException("Either A2AServer:ApiKey or A2AServer:ConnectionString & agentId must be provided");
}
app.MapA2A(hostAgent!.TaskManager!, "/");
var a2aTaskManager = app.MapA2A(
hostA2AAgent,
path: "/",
agentCard: hostA2AAgentCard,
taskManager => app.MapWellKnownAgentCard(taskManager, "/"));
await app.RunAsync();
+4 -3
View File
@@ -108,7 +108,7 @@ This sample contains a [.http file](https://learn.microsoft.com/aspnet/core/test
1. In Visual Studio open [./A2AServer/A2AServer.http](./A2AServer/A2AServer.http)
1. There are two sent requests for each agent, e.g., for the invoice agent:
1. Query agent card for the invoice agent
`GET {{hostInvoice}}/.well-known/agent.json`
`GET {{hostInvoice}}/.well-known/agent-card.json`
1. Send a message to the invoice agent
```
POST {{hostInvoice}}
@@ -121,6 +121,7 @@ This sample contains a [.http file](https://learn.microsoft.com/aspnet/core/test
"params": {
"id": "12345",
"message": {
"kind": "message",
"role": "user",
"messageId": "msg_1",
"parts": [
@@ -144,7 +145,7 @@ Sample output from the request to send a message to the agent via A2A protocol:
### Testing the Agents using the A2A Inspector
The A2A Inspector is a web-based tool designed to help developers inspect, debug, and validate servers that implement the Google A2A (Agent-to-Agent) protocol. It provides a user-friendly interface to interact with an A2A agent, view communication, and ensure specification compliance.
The A2A Inspector is a web-based tool designed to help developers inspect, debug, and validate servers that implement the Google A2A (Agent2Agent) protocol. It provides a user-friendly interface to interact with an A2A agent, view communication, and ensure specification compliance.
For more information go [here](https://github.com/a2aproject/a2a-inspector).
@@ -223,7 +224,7 @@ Agent: The transaction details for **TICKET-XYZ987** are as follows:
- **Hats:** 200 units at $15.00 each
- **Glasses:** 300 units at $5.00 each
To proceed with the dispute regarding the quantity of t-shirts delivered, please specify the exact quantity issue how many t-shirts were actually received compared to the ordered amount.
To proceed with the dispute regarding the quantity of t-shirts delivered, please specify the exact quantity issue how many t-shirts were actually received compared to the ordered amount.
### Customer Service Policy for Handling Disputes
**Short Shipment Dispute Handling Policy V2.1**
@@ -13,6 +13,7 @@
<ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.Hosting\Microsoft.Agents.AI.Hosting.csproj" />
<ProjectReference Include="..\..\..\src\Microsoft.Agents.AI\Microsoft.Agents.AI.csproj" />
<ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.Hosting.A2A.AspNetCore\Microsoft.Agents.AI.Hosting.A2A.AspNetCore.csproj" />
<ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.Hosting.OpenAI\Microsoft.Agents.AI.Hosting.OpenAI.csproj" />
<ProjectReference Include="..\AgentWebChat.ServiceDefaults\AgentWebChat.ServiceDefaults.csproj" />
</ItemGroup>
@@ -31,8 +32,8 @@
<!-- A2A dependency -->
<ItemGroup>
<PackageReference Include="System.Net.ServerSentEvents" VersionOverride="10.0.0-preview.5.25277.114" />
<PackageReference Include="Microsoft.Bcl.AsyncInterfaces" VersionOverride="10.0.0-preview.5.25277.114" />
<PackageReference Include="System.Net.ServerSentEvents" VersionOverride="10.0.0-rc.2.25502.107" />
<PackageReference Include="Microsoft.Bcl.AsyncInterfaces" VersionOverride="10.0.0-rc.2.25502.107" />
</ItemGroup>
<!-- A2A dependency -->
@@ -1,10 +1,10 @@
// Copyright (c) Microsoft. All rights reserved.
using A2A.AspNetCore;
using AgentWebChat.AgentHost;
using AgentWebChat.AgentHost.Utilities;
using Microsoft.Agents.AI;
using Microsoft.Agents.AI.Hosting;
using Microsoft.Agents.AI.Hosting.A2A.AspNetCore;
using Microsoft.Agents.AI.Workflows;
using Microsoft.Extensions.AI;
@@ -24,7 +24,8 @@ builder.AddAIAgent(
"pirate",
instructions: "You are a pirate. Speak like a pirate",
description: "An agent that speaks like a pirate.",
chatClientServiceKey: "chat-model");
chatClientServiceKey: "chat-model")
.WithInMemoryThreadStore();
builder.AddAIAgent("knights-and-knaves", (sp, key) =>
{
@@ -58,12 +59,29 @@ builder.AddAIAgent("knights-and-knaves", (sp, key) =>
If the user asks a general question about their surrounding, make something up which is consistent with the scenario.
""", "Narrator");
// TODO: How to avoid sync-over-async here?
#pragma warning disable VSTHRD002 // Avoid problematic synchronous waits
return AgentWorkflowBuilder.BuildConcurrent([knight, knave, narrator]).AsAgentAsync(name: key).AsTask().GetAwaiter().GetResult();
#pragma warning restore VSTHRD002
return AgentWorkflowBuilder.BuildConcurrent([knight, knave, narrator]).AsAgent(name: key);
});
// Workflow consisting of multiple specialized agents
var chemistryAgent = builder.AddAIAgent("chemist",
instructions: "You are a chemistry expert. Answer thinking from the chemistry perspective",
description: "An agent that helps with chemistry.",
chatClientServiceKey: "chat-model");
var mathsAgent = builder.AddAIAgent("mathematician",
instructions: "You are a mathematics expert. Answer thinking from the maths perspective",
description: "An agent that helps with mathematics.",
chatClientServiceKey: "chat-model");
var literatureAgent = builder.AddAIAgent("literator",
instructions: "You are a literature expert. Answer thinking from the literature perspective",
description: "An agent that helps with literature.",
chatClientServiceKey: "chat-model");
builder.AddSequentialWorkflow("science-sequential-workflow", [chemistryAgent, mathsAgent, literatureAgent]).AddAsAIAgent();
builder.AddConcurrentWorkflow("science-concurrent-workflow", [chemistryAgent, mathsAgent, literatureAgent]).AddAsAIAgent();
builder.AddOpenAIResponses();
var app = builder.Build();
app.MapOpenApi();
@@ -84,6 +102,11 @@ app.MapA2A(agentName: "knights-and-knaves", path: "/a2a/knights-and-knaves", age
// Url = "http://localhost:5390/a2a/knights-and-knaves"
});
app.MapOpenAIResponses();
app.MapOpenAIChatCompletions("pirate");
app.MapOpenAIChatCompletions("knights-and-knaves");
// Map the agents HTTP endpoints
app.MapAgentDiscovery("/agents");
@@ -10,7 +10,7 @@ using Microsoft.Extensions.AI;
namespace AgentWebChat.Web;
internal sealed class A2AAgentClient : IAgentClient
internal sealed class A2AAgentClient : AgentClientBase
{
private readonly ILogger _logger;
private readonly Uri _uri;
@@ -25,7 +25,7 @@ internal sealed class A2AAgentClient : IAgentClient
this._uri = baseUri;
}
public async IAsyncEnumerable<AgentRunResponseUpdate> RunStreamingAsync(
public async override IAsyncEnumerable<AgentRunResponseUpdate> RunStreamingAsync(
string agentName,
IList<ChatMessage> messages,
string? threadId = null,
@@ -43,7 +43,7 @@ internal sealed class A2AAgentClient : IAgentClient
{
// Convert all messages to A2A parts and create a single message
var parts = messages.ToParts();
var a2aMessage = new Message
var a2aMessage = new AgentMessage
{
MessageId = Guid.NewGuid().ToString("N"),
ContextId = contextId,
@@ -55,10 +55,10 @@ internal sealed class A2AAgentClient : IAgentClient
var a2aResponse = await a2aClient.SendMessageAsync(messageSendParams, cancellationToken);
// Handle different response types
if (a2aResponse is Message message)
if (a2aResponse is AgentMessage message)
{
var responseMessage = MessageConverter.ToChatMessage(message);
if (responseMessage is not null)
var responseMessage = message.ToChatMessage();
if (responseMessage is { Contents.Count: > 0 })
{
results.Add(new AgentRunResponseUpdate(responseMessage.Role, responseMessage.Contents)
{
@@ -78,11 +78,7 @@ internal sealed class A2AAgentClient : IAgentClient
foreach (var part in artifact.Parts)
{
var aiContent = ConvertPartToAIContent(part);
if (aiContent != null)
{
(aiContents ??= []).Add(aiContent);
}
(aiContents ??= []).Add(part.ToAIContent());
}
if (aiContents is not null)
@@ -126,7 +122,7 @@ internal sealed class A2AAgentClient : IAgentClient
}
}
public async Task<AgentCard?> GetAgentCardAsync(string agentName, CancellationToken cancellationToken = default)
public async override Task<AgentCard?> GetAgentCardAsync(string agentName, CancellationToken cancellationToken = default)
{
this._logger.LogInformation("Retrieving agent card for {Agent}", agentName);
@@ -155,20 +151,6 @@ internal sealed class A2AAgentClient : IAgentClient
return (a2aClient, a2aCardResolver);
});
private static AIContent? ConvertPartToAIContent(Part part) =>
part switch
{
TextPart textPart => new TextContent(textPart.Text)
{
RawRepresentation = textPart
},
FilePart filePart when filePart.File is FileWithUri fileWithUrl => new HostedFileContent(fileWithUrl.Uri)
{
RawRepresentation = filePart
},
_ => null
};
private static AdditionalPropertiesDictionary? ConvertMetadataToAdditionalProperties(Dictionary<string, JsonElement>? metadata)
{
if (metadata is not { Count: > 0 })
@@ -184,22 +166,3 @@ internal sealed class A2AAgentClient : IAgentClient
return additionalProperties;
}
}
// Extension method to convert multiple chat messages to A2A messages
internal static class ChatMessageExtensions
{
public static List<Message> ToA2AMessages(this IList<ChatMessage> chatMessages)
{
if (chatMessages is null || chatMessages.Count == 0)
{
return [];
}
var result = new List<Message>();
foreach (var chatMessage in chatMessages)
{
result.Add(MessageConverter.ToA2AMessage(chatMessage));
}
return result;
}
}
@@ -1,6 +1,7 @@
// Copyright (c) Microsoft. All rights reserved.
using System.Text.Json;
using System.Text.Json.Serialization;
namespace AgentWebChat.Web;
@@ -20,7 +21,10 @@ public class AgentDiscoveryClient(HttpClient httpClient, ILogger<AgentDiscoveryC
public class AgentDiscoveryCard
{
public string? Name { get; set; }
[JsonPropertyName("name")]
public required string Name { get; set; }
[JsonPropertyName("description")]
public string? Description { get; set; }
}
}
@@ -1,13 +1,15 @@
<Project Sdk="Microsoft.NET.Sdk.Web">
<Project Sdk="Microsoft.NET.Sdk.Web">
<PropertyGroup>
<TargetFramework>net9.0</TargetFramework>
<ImplicitUsings>enable</ImplicitUsings>
<Nullable>enable</Nullable>
<NoWarn>$(NoWarn);CA1812</NoWarn>
</PropertyGroup>
<ItemGroup>
<ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.Hosting.A2A\Microsoft.Agents.AI.Hosting.A2A.csproj" />
<ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.Hosting.OpenAI\Microsoft.Agents.AI.Hosting.OpenAI.csproj" />
<ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.Hosting\Microsoft.Agents.AI.Hosting.csproj" />
<ProjectReference Include="..\AgentWebChat.ServiceDefaults\AgentWebChat.ServiceDefaults.csproj" />
<ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.Abstractions\Microsoft.Agents.AI.Abstractions.csproj" />
@@ -15,8 +17,8 @@
<!-- A2A dependency -->
<ItemGroup>
<PackageReference Include="System.Net.ServerSentEvents" VersionOverride="10.0.0-preview.5.25277.114" />
<PackageReference Include="Microsoft.Bcl.AsyncInterfaces" VersionOverride="10.0.0-preview.5.25277.114" />
<PackageReference Include="System.Net.ServerSentEvents" VersionOverride="10.0.0-rc.2.25502.107" />
<PackageReference Include="Microsoft.Bcl.AsyncInterfaces" VersionOverride="10.0.0-rc.2.25502.107" />
</ItemGroup>
<!-- A2A dependency -->
@@ -4,6 +4,8 @@
@inject IJSRuntime JSRuntime
@inject ILogger<Home> Logger
@inject A2AAgentClient A2AActorClient
@inject OpenAIResponsesAgentClient OpenAIResponsesAgentClient
@inject OpenAIChatCompletionsAgentClient OpenAIChatCompletionsAgentClient
@rendermode InteractiveServer
@using System.Text
@using System.Text.Json
@@ -51,18 +53,22 @@
<label for="protocol-select" class="protocol-select-label">Choose communication protocol:</label>
<div class="protocol-select-wrapper">
<select id="protocol-select" class="protocol-select" @bind="selectedProtocol" disabled="@(isStreaming)">
<option value="AgenticFramework">Agentic Framework</option>
<option value="A2A">A2A (Agent-to-Agent)</option>
<option value="OpenAIResponses">OpenAI Responses</option>
<option value="OpenAIChatCompletions">OpenAI ChatCompletions</option>
<option value="A2A">A2A (Agent-to-Agent)</option>
</select>
<div class="protocol-info">
@switch (selectedProtocol)
{
case Protocol.A2A:
<span class="protocol-description">🔗 A2A protocol supports long-running agentic processes</span>
case Protocol.OpenAIResponses:
<span class="protocol-description">֎ OpenAI Responses</span>
break;
case Protocol.AgenticFramework:
default:
<span class="protocol-description">⚡ Direct agentic framework communication</span>
case Protocol.OpenAIChatCompletions:
<span class="protocol-description">֎ OpenAI ChatCompletions</span>
break;
case Protocol.A2A:
default:
<span class="protocol-description">🔗 A2A protocol supports long-running agentic processes</span>
break;
}
</div>
@@ -881,208 +887,213 @@
@code {
private string currentMessage = "";
private bool isStreaming = false;
private bool isLoadingAgents = true;
private string currentStreamedMessage = "";
private string selectedAgentName = "";
private List<AgentDiscoveryClient.AgentDiscoveryCard> availableAgents = new();
private List<Conversation> conversations = new();
private Conversation? currentConversation;
private string currentMessage = "";
private bool isStreaming = false;
private bool isLoadingAgents = true;
private string currentStreamedMessage = "";
private string selectedAgentName = "";
private List<AgentDiscoveryClient.AgentDiscoveryCard> availableAgents = new();
private List<Conversation> conversations = new();
private Conversation? currentConversation;
// protocol
private Protocol selectedProtocol;
// protocol
private Protocol selectedProtocol;
// a2a agent card
private bool isA2AExpanded = false;
private bool isDiscoveringCard = false;
private string? discoveredAgentCardJson = null;
private string? discoveryError = null;
// a2a agent card
private bool isA2AExpanded = false;
private bool isDiscoveringCard = false;
private string? discoveredAgentCardJson = null;
private string? discoveryError = null;
private enum Protocol
{
AgenticFramework,
A2A // Agent-to-Agent protocol
}
private enum Protocol
{
A2A, // Agent-to-Agent protocol
OpenAIResponses,
OpenAIChatCompletions
}
private sealed class Conversation
{
public string SessionId { get; set; } = Guid.NewGuid().ToString("N");
public string AgentName { get; set; } = "";
public List<ChatMessage> Messages { get; set; } = new();
}
private sealed class Conversation
{
public string SessionId { get; set; } = Guid.NewGuid().ToString("N");
public string AgentName { get; set; } = "";
public List<ChatMessage> Messages { get; set; } = new();
}
protected override async Task OnInitializedAsync()
{
Logger.LogDebug("Initializing Agent Chat component");
protected override async Task OnInitializedAsync()
{
Logger.LogDebug("Initializing Agent Chat component");
// Load agents
try
{
availableAgents = await AgentClient.GetAgentsAsync();
Logger.LogInformation("Loaded {AgentCount} agents", availableAgents.Count);
Logger.LogInformation("Loaded Agents info: {AgentData}", JsonSerializer.Serialize(availableAgents, new JsonSerializerOptions() { WriteIndented = true }));
// Load agents
try
{
availableAgents = await AgentClient.GetAgentsAsync();
Logger.LogInformation("Loaded {AgentCount} agents", availableAgents.Count);
Logger.LogInformation("Loaded Agents info: {AgentData}", JsonSerializer.Serialize(availableAgents, new JsonSerializerOptions() { WriteIndented = true }));
// Default to first agent and start a conversation
if (availableAgents.Any())
{
selectedAgentName = availableAgents.First().Name!;
StartNewConversation();
}
}
catch (Exception ex)
{
Logger.LogError(ex, "Failed to load agents");
}
finally
{
isLoadingAgents = false;
}
// Default to first agent and start a conversation
if (availableAgents.Any())
{
selectedAgentName = availableAgents.First().Name!;
StartNewConversation();
}
}
catch (Exception ex)
{
Logger.LogError(ex, "Failed to load agents");
}
finally
{
isLoadingAgents = false;
}
// Conversations start fresh on page load
}
// Conversations start fresh on page load
}
private string GetAgentIcon(string agentName) => agentName?.ToLower() switch
{
"pirate" => "🏴‍☠️",
"knights-and-knaves" => "⚔️",
_ => "🤖"
};
private string GetAgentIcon(string agentName) => agentName?.ToLower() switch
{
"pirate" => "🏴‍☠️",
"knights-and-knaves" => "⚔️",
_ => "🤖"
};
private string GetAgentDisplayName(string agentName) => agentName?.ToLower() switch
{
"pirate" => "Pirate",
"knights-and-knaves" => "Knights & Knaves",
_ => agentName ?? "Agent"
};
private string GetAgentDisplayName(string agentName) => agentName?.ToLower() switch
{
"pirate" => "Pirate",
"knights-and-knaves" => "Knights & Knaves",
_ => agentName ?? "Agent"
};
private void ToggleA2AExpanded() => isA2AExpanded = !isA2AExpanded;
private void ToggleA2AExpanded() => isA2AExpanded = !isA2AExpanded;
private async Task DiscoverAgentCard()
{
if (string.IsNullOrEmpty(selectedAgentName) || isDiscoveringCard)
return;
private async Task DiscoverAgentCard()
{
if (string.IsNullOrEmpty(selectedAgentName) || isDiscoveringCard)
return;
isDiscoveringCard = true;
discoveryError = null;
discoveredAgentCardJson = null;
StateHasChanged();
isDiscoveringCard = true;
discoveryError = null;
discoveredAgentCardJson = null;
StateHasChanged();
try
{
Logger.LogInformation("Discovering agent card for agent: {AgentName}", selectedAgentName);
var agentCard = await A2AActorClient.GetAgentCardAsync(selectedAgentName);
if (agentCard is not null)
{
discoveredAgentCardJson = JsonSerializer.Serialize(agentCard, new JsonSerializerOptions() { WriteIndented = true });
Logger.LogInformation("Successfully discovered agent card for {AgentName}: {CardData}", selectedAgentName, discoveredAgentCardJson);
}
else
{
discoveryError = "No agent card found for this agent.";
}
}
catch (Exception ex)
{
Logger.LogError(ex, "Failed to discover agent card for {AgentName}", selectedAgentName);
discoveryError = $"Failed to discover agent card: {ex.Message}";
}
finally
{
isDiscoveringCard = false;
StateHasChanged();
}
}
try
{
Logger.LogInformation("Discovering agent card for agent: {AgentName}", selectedAgentName);
var agentCard = await A2AActorClient.GetAgentCardAsync(selectedAgentName);
if (agentCard is not null)
{
discoveredAgentCardJson = JsonSerializer.Serialize(agentCard, new JsonSerializerOptions() { WriteIndented = true });
Logger.LogInformation("Successfully discovered agent card for {AgentName}: {CardData}", selectedAgentName, discoveredAgentCardJson);
}
else
{
discoveryError = "No agent card found for this agent.";
}
}
catch (Exception ex)
{
Logger.LogError(ex, "Failed to discover agent card for {AgentName}", selectedAgentName);
discoveryError = $"Failed to discover agent card: {ex.Message}";
}
finally
{
isDiscoveringCard = false;
StateHasChanged();
}
}
private void StartNewConversation()
{
if (string.IsNullOrEmpty(selectedAgentName))
return;
private void StartNewConversation()
{
if (string.IsNullOrEmpty(selectedAgentName))
return;
var newConversation = new Conversation
var newConversation = new Conversation
{
AgentName = selectedAgentName
};
conversations.Add(newConversation);
currentConversation = newConversation;
conversations.Add(newConversation);
currentConversation = newConversation;
Logger.LogInformation("Started new conversation with agent: {AgentName}, session: {SessionId}",
newConversation.AgentName, newConversation.SessionId);
Logger.LogInformation("Started new conversation with agent: {AgentName}, session: {SessionId}",
newConversation.AgentName, newConversation.SessionId);
StateHasChanged();
}
StateHasChanged();
}
private void SelectConversation(string sessionId)
{
currentConversation = conversations.FirstOrDefault(c => c.SessionId == sessionId);
if (currentConversation is not null)
{
selectedAgentName = currentConversation.AgentName;
Logger.LogDebug("Selected conversation with session: {SessionId}", sessionId);
}
StateHasChanged();
}
private void SelectConversation(string sessionId)
{
currentConversation = conversations.FirstOrDefault(c => c.SessionId == sessionId);
if (currentConversation is not null)
{
selectedAgentName = currentConversation.AgentName;
Logger.LogDebug("Selected conversation with session: {SessionId}", sessionId);
}
StateHasChanged();
}
private void CloseConversation(string sessionId)
{
var conversationToRemove = conversations.FirstOrDefault(c => c.SessionId == sessionId);
if (conversationToRemove is not null)
{
conversations.Remove(conversationToRemove);
private void CloseConversation(string sessionId)
{
var conversationToRemove = conversations.FirstOrDefault(c => c.SessionId == sessionId);
if (conversationToRemove is not null)
{
conversations.Remove(conversationToRemove);
if (currentConversation?.SessionId == sessionId)
{
currentConversation = conversations.FirstOrDefault();
if (currentConversation is not null)
{
selectedAgentName = currentConversation.AgentName;
}
}
if (currentConversation?.SessionId == sessionId)
{
currentConversation = conversations.FirstOrDefault();
if (currentConversation is not null)
{
selectedAgentName = currentConversation.AgentName;
}
}
Logger.LogInformation("Closed conversation with session: {SessionId}", sessionId);
}
StateHasChanged();
}
Logger.LogInformation("Closed conversation with session: {SessionId}", sessionId);
}
StateHasChanged();
}
private async Task SendMessage()
{
if (string.IsNullOrWhiteSpace(currentMessage) || isStreaming || currentConversation is null)
return;
private async Task SendMessage()
{
if (string.IsNullOrWhiteSpace(currentMessage) || isStreaming || currentConversation is null)
return;
var userMessage = currentMessage.Trim();
currentMessage = "";
var userMessage = currentMessage.Trim();
currentMessage = "";
Logger.LogInformation("User sending message: '{UserMessage}' to agent {AgentName} in session {SessionId}",
userMessage, currentConversation.AgentName, currentConversation.SessionId);
Logger.LogInformation("User sending message: '{UserMessage}' to agent {AgentName} in session {SessionId}",
userMessage, currentConversation.AgentName, currentConversation.SessionId);
// Add user message to chat
currentConversation.Messages.Add(new ChatMessage(ChatRole.User, userMessage));
StateHasChanged();
await ScrollToBottom();
// Add user message to chat
currentConversation.Messages.Add(new ChatMessage(ChatRole.User, userMessage));
StateHasChanged();
await ScrollToBottom();
// Start streaming response
isStreaming = true;
currentStreamedMessage = "";
StateHasChanged();
// Start streaming response
isStreaming = true;
currentStreamedMessage = "";
StateHasChanged();
StringBuilder responseContent = new();
var hasReceivedContent = false;
StringBuilder responseContent = new();
var hasReceivedContent = false;
using var timeoutCts = new CancellationTokenSource(
using var timeoutCts = new CancellationTokenSource(
#if DEBUG
TimeSpan.FromSeconds(120)
#else
TimeSpan.FromSeconds(20)
TimeSpan.FromSeconds(20)
#endif
);
);
try
{
try
{
// Select the appropriate client based on protocol
AgentClientBase agentClient = selectedProtocol switch
{
Protocol.OpenAIResponses => OpenAIResponsesAgentClient,
Protocol.OpenAIChatCompletions => OpenAIChatCompletionsAgentClient,
Protocol.A2A or _ => A2AActorClient
};
// Select the appropriate client based on protocol
var agentClient = A2AActorClient;
var messages = new List<ChatMessage> { new(ChatRole.User, userMessage) };
await foreach (var update in agentClient.RunStreamingAsync(
@@ -9,7 +9,7 @@ namespace AgentWebChat.Web;
/// <summary>
/// Interface for clients that can interact with agents and provide streaming responses.
/// </summary>
public interface IAgentClient
internal abstract class AgentClientBase
{
/// <summary>
/// Runs an agent with the specified messages and returns a streaming response.
@@ -19,7 +19,7 @@ public interface IAgentClient
/// <param name="threadId">Optional thread identifier for conversation continuity.</param>
/// <param name="cancellationToken">Cancellation token.</param>
/// <returns>An asynchronous enumerable of agent response updates.</returns>
IAsyncEnumerable<AgentRunResponseUpdate> RunStreamingAsync(
public abstract IAsyncEnumerable<AgentRunResponseUpdate> RunStreamingAsync(
string agentName,
IList<ChatMessage> messages,
string? threadId = null,
@@ -31,7 +31,8 @@ public interface IAgentClient
/// <param name="agentName">The name of the agent.</param>
/// <param name="cancellationToken">Cancellation token.</param>
/// <returns>The agent card if supported, null otherwise.</returns>
Task<AgentCard?> GetAgentCardAsync(string agentName, CancellationToken cancellationToken = default);
public virtual Task<AgentCard?> GetAgentCardAsync(string agentName, CancellationToken cancellationToken = default)
=> Task.FromResult<AgentCard?>(null);
}
/// <summary>
@@ -0,0 +1,37 @@
// Copyright (c) Microsoft. All rights reserved.
using System.ClientModel;
using System.ClientModel.Primitives;
using System.Runtime.CompilerServices;
using Microsoft.Agents.AI;
using Microsoft.Extensions.AI;
using OpenAI;
using OpenAI.Chat;
using ChatMessage = Microsoft.Extensions.AI.ChatMessage;
namespace AgentWebChat.Web;
/// <summary>
/// Is a simple frontend client which exercises the ability of exposed agent to communicate via OpenAI ChatCompletions protocol.
/// </summary>
internal sealed class OpenAIChatCompletionsAgentClient(HttpClient httpClient) : AgentClientBase
{
public async override IAsyncEnumerable<AgentRunResponseUpdate> RunStreamingAsync(
string agentName,
IList<ChatMessage> messages,
string? threadId = null,
[EnumeratorCancellation] CancellationToken cancellationToken = default)
{
OpenAIClientOptions options = new()
{
Endpoint = new Uri(httpClient.BaseAddress!, $"/{agentName}/v1/"),
Transport = new HttpClientPipelineTransport(httpClient)
};
var openAiClient = new ChatClient(model: "myModel!", credential: new ApiKeyCredential("dummy-key"), options: options).AsIChatClient();
await foreach (var update in openAiClient.GetStreamingResponseAsync(messages, cancellationToken: cancellationToken))
{
yield return new AgentRunResponseUpdate(update);
}
}
}
@@ -0,0 +1,41 @@
// Copyright (c) Microsoft. All rights reserved.
using System.ClientModel;
using System.ClientModel.Primitives;
using System.Runtime.CompilerServices;
using Microsoft.Agents.AI;
using Microsoft.Extensions.AI;
using OpenAI;
using OpenAI.Responses;
namespace AgentWebChat.Web;
/// <summary>
/// Is a simple frontend client which exercises the ability of exposed agent to communicate via OpenAI Responses protocol.
/// </summary>
internal sealed class OpenAIResponsesAgentClient(HttpClient httpClient) : AgentClientBase
{
public async override IAsyncEnumerable<AgentRunResponseUpdate> RunStreamingAsync(
string agentName,
IList<ChatMessage> messages,
string? threadId = null,
[EnumeratorCancellation] CancellationToken cancellationToken = default)
{
OpenAIClientOptions options = new()
{
Endpoint = new Uri(httpClient.BaseAddress!, "/v1/"),
Transport = new HttpClientPipelineTransport(httpClient)
};
var openAiClient = new OpenAIResponseClient(model: agentName, credential: new ApiKeyCredential("dummy-key"), options: options).AsIChatClient();
var chatOptions = new ChatOptions()
{
ConversationId = threadId
};
await foreach (var update in openAiClient.GetStreamingResponseAsync(messages, chatOptions, cancellationToken: cancellationToken))
{
yield return new AgentRunResponseUpdate(update);
}
}
}
@@ -24,6 +24,9 @@ Uri a2aAddress = new("http://localhost:5390/a2a");
builder.Services.AddHttpClient<AgentDiscoveryClient>(client => client.BaseAddress = baseAddress);
builder.Services.AddSingleton(sp => new A2AAgentClient(sp.GetRequiredService<ILogger<A2AAgentClient>>(), a2aAddress));
builder.Services.AddHttpClient<OpenAIResponsesAgentClient>(client => client.BaseAddress = baseAddress);
builder.Services.AddHttpClient<OpenAIChatCompletionsAgentClient>(client => client.BaseAddress = baseAddress);
var app = builder.Build();
if (!app.Environment.IsDevelopment())
@@ -0,0 +1,21 @@
<Project Sdk="Microsoft.NET.Sdk">
<PropertyGroup>
<OutputType>Exe</OutputType>
<TargetFramework>net9.0</TargetFramework>
<Nullable>enable</Nullable>
<ImplicitUsings>enable</ImplicitUsings>
</PropertyGroup>
<ItemGroup>
<PackageReference Include="Azure.AI.OpenAI" />
<PackageReference Include="Azure.Identity" />
<PackageReference Include="Microsoft.Extensions.AI.OpenAI" />
</ItemGroup>
<ItemGroup>
<ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.OpenAI\Microsoft.Agents.AI.OpenAI.csproj" />
</ItemGroup>
</Project>
@@ -0,0 +1,82 @@
// Copyright (c) Microsoft. All rights reserved.
// This sample shows how to use TextSearchProvider to add retrieval augmented generation (RAG)
// capabilities to an AI agent. The provider runs a search against an external knowledge base
// before each model invocation and injects the results into the model context.
using Azure.AI.OpenAI;
using Azure.Identity;
using Microsoft.Agents.AI;
using Microsoft.Agents.AI.Data;
using Microsoft.Extensions.AI;
using OpenAI;
var endpoint = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT") ?? throw new InvalidOperationException("AZURE_OPENAI_ENDPOINT is not set.");
var deploymentName = Environment.GetEnvironmentVariable("AZURE_OPENAI_DEPLOYMENT_NAME") ?? "gpt-4o-mini";
TextSearchProviderOptions textSearchOptions = new()
{
// Run the search prior to every model invocation and keep a short rolling window of conversation context.
SearchTime = TextSearchProviderOptions.TextSearchBehavior.BeforeAIInvoke,
RecentMessageMemoryLimit = 6,
};
AIAgent agent = new AzureOpenAIClient(
new Uri(endpoint),
new AzureCliCredential())
.GetChatClient(deploymentName)
.CreateAIAgent(new ChatClientAgentOptions
{
Instructions = "You are a helpful support specialist for Contoso Outdoors. Answer questions using the provided context and cite the source document when available.",
AIContextProviderFactory = _ => new TextSearchProvider(MockSearchAsync, textSearchOptions)
});
AgentThread thread = agent.GetNewThread();
Console.WriteLine(">> Asking about returns\n");
Console.WriteLine(await agent.RunAsync("Hi! I need help understanding the return policy.", thread));
Console.WriteLine("\n>> Asking about shipping\n");
Console.WriteLine(await agent.RunAsync("How long does standard shipping usually take?", thread));
Console.WriteLine("\n>> Asking about product care\n");
Console.WriteLine(await agent.RunAsync("What is the best way to maintain the TrailRunner tent fabric?", thread));
static Task<IEnumerable<TextSearchProvider.TextSearchResult>> MockSearchAsync(string query, CancellationToken cancellationToken)
{
// The mock search inspects the user's question and returns pre-defined snippets
// that resemble documents stored in an external knowledge source.
List<TextSearchProvider.TextSearchResult> results = new();
if (query.Contains("return", StringComparison.OrdinalIgnoreCase) || query.Contains("refund", StringComparison.OrdinalIgnoreCase))
{
results.Add(new()
{
SourceName = "Contoso Outdoors Return Policy",
SourceLink = "https://contoso.com/policies/returns",
Text = "Customers may return any item within 30 days of delivery. Items should be unused and include original packaging. Refunds are issued to the original payment method within 5 business days of inspection."
});
}
if (query.Contains("shipping", StringComparison.OrdinalIgnoreCase))
{
results.Add(new()
{
SourceName = "Contoso Outdoors Shipping Guide",
SourceLink = "https://contoso.com/help/shipping",
Text = "Standard shipping is free on orders over $50 and typically arrives in 3-5 business days within the continental United States. Expedited options are available at checkout."
});
}
if (query.Contains("tent", StringComparison.OrdinalIgnoreCase) || query.Contains("fabric", StringComparison.OrdinalIgnoreCase))
{
results.Add(new()
{
SourceName = "TrailRunner Tent Care Instructions",
SourceLink = "https://contoso.com/manuals/trailrunner-tent",
Text = "Clean the tent fabric with lukewarm water and a non-detergent soap. Allow it to air dry completely before storage and avoid prolonged UV exposure to extend the lifespan of the waterproof coating."
});
}
return Task.FromResult<IEnumerable<TextSearchProvider.TextSearchResult>>(results);
}
@@ -0,0 +1,41 @@
# What this sample demonstrates
This sample demonstrates how to use TextSearchProvider to add retrieval augmented generation (RAG) capabilities to an AI agent. The provider runs a search against an external knowledge base before each model invocation and injects the results into the model context.
Key features:
- Configuring TextSearchProvider with custom search behavior
- Running searches before AI invocations to provide relevant context
- Managing conversation memory with a rolling window approach
- Citing source documents in AI responses
## Prerequisites
Before running this sample, ensure you have:
1. An Azure OpenAI endpoint configured
2. A deployment of a chat model (e.g., gpt-4o-mini)
3. Azure CLI installed and authenticated
## Environment Variables
Set the following environment variables:
```powershell
# Replace with your Azure OpenAI endpoint
$env:AZURE_OPENAI_ENDPOINT="https://your-openai-resource.openai.azure.com/"
# Optional, defaults to gpt-4o-mini
$env:AZURE_OPENAI_DEPLOYMENT_NAME="gpt-4o-mini"
```
## How It Works
The sample uses a mock search function that demonstrates the RAG pattern:
1. When the user asks a question, the TextSearchProvider intercepts it
2. The search function looks for relevant documents based on the query
3. Retrieved documents are injected into the model's context
4. The AI responds using both its training and the provided context
5. The agent can cite specific source documents in its answers
The mock search function returns pre-defined snippets for demonstration purposes. In a production scenario, you would replace this with actual searches against your knowledge base (e.g., Azure AI Search, vector database, etc.).
@@ -0,0 +1,23 @@
<Project Sdk="Microsoft.NET.Sdk">
<PropertyGroup>
<OutputType>Exe</OutputType>
<TargetFramework>net9.0</TargetFramework>
<Nullable>enable</Nullable>
<ImplicitUsings>enable</ImplicitUsings>
</PropertyGroup>
<ItemGroup>
<PackageReference Include="Azure.AI.OpenAI" />
<PackageReference Include="Azure.Identity" />
<PackageReference Include="Microsoft.Extensions.AI.OpenAI" />
</ItemGroup>
<ItemGroup>
<ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.Workflows\Microsoft.Agents.AI.Workflows.csproj" />
<ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.AzureAI\Microsoft.Agents.AI.AzureAI.csproj" />
<ProjectReference Include="..\..\..\src\Microsoft.Agents.AI\Microsoft.Agents.AI.csproj" />
</ItemGroup>
</Project>
@@ -0,0 +1,48 @@
// Copyright (c) Microsoft. All rights reserved.
// This sample demonstrates how to integrate AI agents into a workflow pipeline.
// Three translation agents are connected sequentially to create a translation chain:
// English → French → Spanish → English, showing how agents can be composed as workflow executors.
using Azure.AI.OpenAI;
using Azure.Identity;
using Microsoft.Agents.AI;
using Microsoft.Agents.AI.Workflows;
using Microsoft.Extensions.AI;
// Set up the Azure OpenAI client
var endpoint = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT") ?? throw new InvalidOperationException("AZURE_OPENAI_ENDPOINT is not set.");
var deploymentName = Environment.GetEnvironmentVariable("AZURE_OPENAI_DEPLOYMENT_NAME") ?? "gpt-4o-mini";
IChatClient chatClient = new AzureOpenAIClient(new Uri(endpoint), new AzureCliCredential())
.GetChatClient(deploymentName)
.AsIChatClient();
// Create agents
AIAgent frenchAgent = GetTranslationAgent("French", chatClient);
AIAgent spanishAgent = GetTranslationAgent("Spanish", chatClient);
AIAgent englishAgent = GetTranslationAgent("English", chatClient);
// Build the workflow by adding executors and connecting them
Workflow workflow = new WorkflowBuilder(frenchAgent)
.AddEdge(frenchAgent, spanishAgent)
.AddEdge(spanishAgent, englishAgent)
.Build();
// Execute the workflow
await using StreamingRun run = await InProcessExecution.StreamAsync(workflow, new ChatMessage(ChatRole.User, "Hello World!"));
// Must send the turn token to trigger the agents.
// The agents are wrapped as executors. When they receive messages,
// they will cache the messages and only start processing when they receive a TurnToken.
await run.TrySendMessageAsync(new TurnToken(emitEvents: true));
await foreach (WorkflowEvent evt in run.WatchStreamAsync())
{
if (evt is AgentRunUpdateEvent executorComplete)
{
Console.WriteLine($"{executorComplete.ExecutorId}: {executorComplete.Data}");
}
}
static ChatClientAgent GetTranslationAgent(string targetLanguage, IChatClient chatClient) =>
new(chatClient, $"You are a translation assistant that translates the provided text to {targetLanguage}.");
@@ -0,0 +1,26 @@
# What this sample demonstrates
This sample demonstrates the use of AI agents as executors within a workflow.
This workflow uses three translation agents:
1. French Agent - translates input text to French
2. Spanish Agent - translates French text to Spanish
3. English Agent - translates Spanish text back to English
The agents are connected sequentially, creating a translation chain that demonstrates how AI-powered components can be seamlessly integrated into workflow pipelines.
## Prerequisites
Before you begin, ensure you have the following prerequisites:
- .NET 8.0 SDK or later
- Azure OpenAI service endpoint and deployment configured
- Azure CLI installed and authenticated (for Azure credential authentication)
**Note**: This demo uses Azure CLI credentials for authentication. Make sure you're logged in with `az login` and have access to the Azure OpenAI resource. For more information, see the [Azure CLI documentation](https://learn.microsoft.com/cli/azure/authenticate-azure-cli-interactively).
Set the following environment variables:
```powershell
$env:AZURE_OPENAI_ENDPOINT="https://your-resource.openai.azure.com/" # Replace with your Azure OpenAI resource endpoint
$env:AZURE_OPENAI_DEPLOYMENT_NAME="gpt-4o-mini" # Optional, defaults to gpt-4o-mini
@@ -0,0 +1,20 @@
<Project Sdk="Microsoft.NET.Sdk">
<PropertyGroup>
<OutputType>Exe</OutputType>
<TargetFramework>net9.0</TargetFramework>
<Nullable>enable</Nullable>
<ImplicitUsings>enable</ImplicitUsings>
</PropertyGroup>
<ItemGroup>
<PackageReference Include="Azure.AI.Agents.Persistent" />
<PackageReference Include="Azure.Identity" />
</ItemGroup>
<ItemGroup>
<ProjectReference Include="..\..\..\src\Microsoft.Agents.AI.AzureAI\Microsoft.Agents.AI.AzureAI.csproj" />
</ItemGroup>
</Project>
@@ -0,0 +1,52 @@
// Copyright (c) Microsoft. All rights reserved.
// This sample shows how to create an Azure AI Foundry Agent with the Deep Research Tool.
using Azure.AI.Agents.Persistent;
using Azure.Identity;
using Microsoft.Agents.AI;
var endpoint = Environment.GetEnvironmentVariable("AZURE_FOUNDRY_PROJECT_ENDPOINT") ?? throw new InvalidOperationException("AZURE_FOUNDRY_PROJECT_ENDPOINT is not set.");
var deepResearchDeploymentName = Environment.GetEnvironmentVariable("AZURE_FOUNDRY_PROJECT_DEEP_RESEARCH_DEPLOYMENT_NAME") ?? "o3-deep-research";
var modelDeploymentName = Environment.GetEnvironmentVariable("AZURE_FOUNDRY_PROJECT_DEPLOYMENT_NAME") ?? "gpt-4o";
var bingConnectionId = Environment.GetEnvironmentVariable("BING_CONNECTION_ID") ?? throw new InvalidOperationException("BING_CONNECTION_ID is not set.");
// Configure extended network timeout for long-running Deep Research tasks.
PersistentAgentsAdministrationClientOptions persistentAgentsClientOptions = new();
persistentAgentsClientOptions.Retry.NetworkTimeout = TimeSpan.FromMinutes(20);
// Get a client to create/retrieve server side agents with.
PersistentAgentsClient persistentAgentsClient = new(endpoint, new AzureCliCredential(), persistentAgentsClientOptions);
// Define and configure the Deep Research tool.
DeepResearchToolDefinition deepResearchTool = new(new DeepResearchDetails(
bingGroundingConnections: [new(bingConnectionId)],
model: deepResearchDeploymentName)
);
// Create an agent with the Deep Research tool on the Azure AI agent service.
AIAgent agent = await persistentAgentsClient.CreateAIAgentAsync(
model: modelDeploymentName,
name: "DeepResearchAgent",
instructions: "You are a helpful Agent that assists in researching scientific topics.",
tools: [deepResearchTool]);
const string Task = "Research the current state of studies on orca intelligence and orca language, " +
"including what is currently known about orcas' cognitive capabilities and communication systems.";
Console.WriteLine($"# User: '{Task}'");
Console.WriteLine();
try
{
AgentThread thread = agent.GetNewThread();
await foreach (var response in agent.RunStreamingAsync(Task, thread))
{
Console.Write(response.Text);
}
}
finally
{
await persistentAgentsClient.Administration.DeleteAgentAsync(agent.Id);
}
@@ -0,0 +1,47 @@
# What this sample demonstrates
This sample demonstrates how to create an Azure AI Agent with the Deep Research Tool, which leverages the o3-deep-research reasoning model to perform comprehensive research on complex topics.
Key features:
- Configuring and using the Deep Research Tool with Bing grounding
- Creating a persistent AI agent with deep research capabilities
- Executing deep research queries and retrieving results
## Prerequisites
Before running this sample, ensure you have:
1. An Azure AI Foundry project set up
2. A deep research model deployment (e.g., o3-deep-research)
3. A model deployment (e.g., gpt-4o)
4. A Bing Connection configured in your Azure AI Foundry project
5. Azure CLI installed and authenticated
**Important**: Please visit the following documentation for detailed setup instructions:
- [Deep Research Tool Documentation](https://aka.ms/agents-deep-research)
- [Research Tool Setup](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/deep-research#research-tool-setup)
Pay special attention to the purple `Note` boxes in the Azure documentation.
**Note**: The Bing Connection ID must be from the **project**, not the resource. It has the following format:
```
/subscriptions/<sub_id>/resourceGroups/<rg_name>/providers/<provider_name>/accounts/<account_name>/projects/<project_name>/connections/<connection_name>
```
## Environment Variables
Set the following environment variables:
```powershell
# Replace with your Azure AI Foundry project endpoint
$env:AZURE_FOUNDRY_PROJECT_ENDPOINT="https://your-project.services.ai.azure.com/"
# Replace with your Bing connection ID from the project
$env:BING_CONNECTION_ID="/subscriptions/.../connections/your-bing-connection"
# Optional, defaults to o3-deep-research
$env:AZURE_FOUNDRY_PROJECT_DEEP_RESEARCH_DEPLOYMENT_NAME="o3-deep-research"
# Optional, defaults to gpt-4o
$env:AZURE_FOUNDRY_PROJECT_DEPLOYMENT_NAME="gpt-4o"
-1
View File
@@ -7,7 +7,6 @@
<IsAotCompatible>false</IsAotCompatible>
<ProjectsTargetFrameworks>net472;net9.0</ProjectsTargetFrameworks>
<UserSecretsId>5ee045b0-aea3-4f08-8d31-32d1a6f8fed0</UserSecretsId>
<NoWarn>$(NoWarn);CA1707;MEAI001</NoWarn>
</PropertyGroup>
<ItemGroup>
@@ -0,0 +1,25 @@
<Project Sdk="Microsoft.NET.Sdk">
<PropertyGroup>
<OutputType>Exe</OutputType>
<TargetFramework>net9.0</TargetFramework>
<Nullable>enable</Nullable>
<ImplicitUsings>enable</ImplicitUsings>
</PropertyGroup>
<ItemGroup>
<PackageReference Include="A2A" />
<PackageReference Include="Azure.AI.OpenAI" />
<PackageReference Include="Azure.Identity" />
<PackageReference Include="Microsoft.Extensions.Hosting" />
<PackageReference Include="System.Net.ServerSentEvents" VersionOverride="10.0.0-rc.2.25502.107" />
<PackageReference Include="Microsoft.Bcl.AsyncInterfaces" VersionOverride="10.0.0-rc.2.25502.107" />
</ItemGroup>
<ItemGroup>
<ProjectReference Include="..\..\..\..\src\Microsoft.Agents.AI.A2A\Microsoft.Agents.AI.A2A.csproj" />
<ProjectReference Include="..\..\..\..\src\Microsoft.Agents.AI.OpenAI\Microsoft.Agents.AI.OpenAI.csproj" />
</ItemGroup>
</Project>
@@ -0,0 +1,86 @@
// Copyright (c) Microsoft. All rights reserved.
// This sample shows how to represent an A2A agent as a set of function tools, where each function tool
// corresponds to a skill of the A2A agent, and register these function tools with another AI agent so
// it can leverage the A2A agent's skills.
using System.Text.RegularExpressions;
using A2A;
using Azure.AI.OpenAI;
using Azure.Identity;
using Microsoft.Agents.AI;
using Microsoft.Extensions.AI;
using OpenAI;
var endpoint = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT") ?? throw new InvalidOperationException("AZURE_OPENAI_ENDPOINT is not set.");
var deploymentName = Environment.GetEnvironmentVariable("AZURE_OPENAI_DEPLOYMENT_NAME") ?? "gpt-4o-mini";
var a2aAgentHost = Environment.GetEnvironmentVariable("A2A_AGENT_HOST") ?? throw new InvalidOperationException("A2A_AGENT_HOST is not set.");
// Initialize an A2ACardResolver to get an A2A agent card.
A2ACardResolver agentCardResolver = new(new Uri(a2aAgentHost));
// Get the agent card
AgentCard agentCard = await agentCardResolver.GetAgentCardAsync();
// Create an instance of the AIAgent for an existing A2A agent specified by the agent card.
AIAgent a2aAgent = agentCard.GetAIAgent();
// Create the main agent, and provide the a2a agent skills as a function tools.
AIAgent agent = new AzureOpenAIClient(
new Uri(endpoint),
new AzureCliCredential())
.GetChatClient(deploymentName)
.CreateAIAgent(
instructions: "You are a helpful assistant that helps people with travel planning.",
tools: [.. CreateFunctionTools(a2aAgent, agentCard)]
);
// Invoke the agent and output the text result.
Console.WriteLine(await agent.RunAsync("Plan a route from '1600 Amphitheatre Parkway, Mountain View, CA' to 'San Francisco International Airport' avoiding tolls"));
static IEnumerable<AIFunction> CreateFunctionTools(AIAgent a2aAgent, AgentCard agentCard)
{
foreach (var skill in agentCard.Skills)
{
// A2A agent skills don't have schemas describing the expected shape of their inputs and outputs.
// Schemas can be beneficial for AI models to better understand the skill's contract, generate
// the skill's input accordingly and to know what to expect in the skill's output.
// However, the A2A specification defines properties such as name, description, tags, examples,
// inputModes, and outputModes to provide context about the skill's purpose, capabilities, usage,
// and supported MIME types. These properties are added to the function tool description to help
// the model determine the appropriate shape of the skill's input and output.
AIFunctionFactoryOptions options = new()
{
Name = FunctionNameSanitizer.Sanitize(skill.Name),
Description = $$"""
{
"description": "{{skill.Description}}",
"tags": "[{{string.Join(", ", skill.Tags ?? [])}}]",
"examples": "[{{string.Join(", ", skill.Examples ?? [])}}]",
"inputModes": "[{{string.Join(", ", skill.InputModes ?? [])}}]",
"outputModes": "[{{string.Join(", ", skill.OutputModes ?? [])}}]"
}
""",
};
yield return AIFunctionFactory.Create(RunAgentAsync, options);
}
async Task<string> RunAgentAsync(string input, CancellationToken cancellationToken)
{
var response = await a2aAgent.RunAsync(input, cancellationToken: cancellationToken).ConfigureAwait(false);
return response.Text;
}
}
internal static partial class FunctionNameSanitizer
{
public static string Sanitize(string name)
{
return InvalidNameCharsRegex().Replace(name, "_");
}
[GeneratedRegex("[^0-9A-Za-z]+")]
private static partial Regex InvalidNameCharsRegex();
}
@@ -0,0 +1,22 @@
# A2A Agent as Function Tools
This sample demonstrates how to represent an A2A agent as a set of function tools, where each function tool corresponds to a skill of the A2A agent,
and register these function tools with another AI agent so it can leverage the A2A agent's skills.
# Prerequisites
Before you begin, ensure you have the following prerequisites:
- .NET 8.0 SDK or later
- Access to the A2A agent host service
**Note**: These samples need to be run against a valid A2A server. If no A2A server is available, they can be run against the echo-agent that can be
spun up locally by following the guidelines at: https://github.com/a2aproject/a2a-dotnet/blob/main/samples/AgentServer/README.md
Set the following environment variables:
```powershell
$env:A2A_AGENT_HOST="https://your-a2a-agent-host" # Replace with your A2A agent host endpoint
$env:AZURE_OPENAI_ENDPOINT="https://your-resource.openai.azure.com/" # Replace with your Azure OpenAI resource endpoint
$env:AZURE_OPENAI_DEPLOYMENT_NAME="gpt-4o-mini" # Optional, defaults to gpt-4o-mini
```
@@ -0,0 +1,50 @@
# Agent-to-Agent (A2A) Samples
These samples demonstrate how to work with Agent-to-Agent (A2A) specific features in the Agent Framework.
For other samples that demonstrate how to use AIAgent instances,
see the [Getting Started With Agents](../Agents/README.md) samples.
## Prerequisites
See the README.md for each sample for the prerequisites for that sample.
## Samples
|Sample|Description|
|---|---|
|[A2A Agent As Function Tools](./A2AAgent_AsFunctionTools/)|This sample demonstrates how to represent an A2A agent as a set of function tools, where each function tool corresponds to a skill of the A2A agent, and register these function tools with another AI agent so it can leverage the A2A agent's skills.|
## Running the samples from the console
To run the samples, navigate to the desired sample directory, e.g.
```powershell
cd A2AAgent_AsFunctionTools
```
Set the required environment variables as documented in the sample readme.
If the variables are not set, you will be prompted for the values when running the samples.
Execute the following command to build the sample:
```powershell
dotnet build
```
Execute the following command to run the sample:
```powershell
dotnet run --no-build
```
Or just build and run in one step:
```powershell
dotnet run
```
## Running the samples from Visual Studio
Open the solution in Visual Studio and set the desired sample project as the startup project. Then, run the project using the built-in debugger or by pressing `F5`.
You will be prompted for any required environment variables if they are not already set.
@@ -11,6 +11,7 @@
<ItemGroup>
<PackageReference Include="Azure.AI.OpenAI" />
<PackageReference Include="Azure.Identity" />
<PackageReference Include="Azure.Monitor.OpenTelemetry.Exporter" />
<PackageReference Include="Microsoft.Extensions.AI.OpenAI" />
<PackageReference Include="Microsoft.Extensions.Logging" />
<PackageReference Include="Microsoft.Extensions.Logging.Console" />
@@ -5,6 +5,7 @@ using System.Diagnostics;
using System.Diagnostics.Metrics;
using Azure.AI.OpenAI;
using Azure.Identity;
using Azure.Monitor.OpenTelemetry.Exporter;
using Microsoft.Agents.AI;
using Microsoft.Extensions.AI;
using Microsoft.Extensions.DependencyInjection;
@@ -23,6 +24,8 @@ const string ServiceName = "AgentOpenTelemetry";
// Configure OpenTelemetry for Aspire dashboard
var otlpEndpoint = Environment.GetEnvironmentVariable("OTEL_EXPORTER_OTLP_ENDPOINT") ?? "http://localhost:4318";
var applicationInsightsConnectionString = Environment.GetEnvironmentVariable("APPLICATIONINSIGHTS_CONNECTION_STRING");
// Create a resource to identify this service
var resource = ResourceBuilder.CreateDefault()
.AddService(ServiceName, serviceVersion: "1.0.0")
@@ -34,13 +37,19 @@ var resource = ResourceBuilder.CreateDefault()
.Build();
// Setup tracing with resource
using var tracerProvider = Sdk.CreateTracerProviderBuilder()
var tracerProviderBuilder = Sdk.CreateTracerProviderBuilder()
.SetResourceBuilder(ResourceBuilder.CreateDefault().AddService(ServiceName, serviceVersion: "1.0.0"))
.AddSource(SourceName) // Our custom activity source
.AddSource("*Microsoft.Agents.AI") // Agent Framework telemetry
.AddHttpClientInstrumentation() // Capture HTTP calls to OpenAI
.AddOtlpExporter(options => options.Endpoint = new Uri(otlpEndpoint))
.Build();
.AddOtlpExporter(options => options.Endpoint = new Uri(otlpEndpoint));
if (!string.IsNullOrWhiteSpace(applicationInsightsConnectionString))
{
tracerProviderBuilder.AddAzureMonitorTraceExporter(options => options.ConnectionString = applicationInsightsConnectionString);
}
using var tracerProvider = tracerProviderBuilder.Build();
// Setup metrics with resource and instrument name filtering
using var meterProvider = Sdk.CreateMeterProviderBuilder()
@@ -60,6 +69,10 @@ serviceCollection.AddLogging(loggingBuilder => loggingBuilder
{
options.SetResourceBuilder(ResourceBuilder.CreateDefault().AddService(ServiceName, serviceVersion: "1.0.0"));
options.AddOtlpExporter(otlpOptions => otlpOptions.Endpoint = new Uri(otlpEndpoint));
if (!string.IsNullOrWhiteSpace(applicationInsightsConnectionString))
{
options.AddAzureMonitorLogExporter(options => options.ConnectionString = applicationInsightsConnectionString);
}
options.IncludeScopes = true;
options.IncludeFormattedMessage = true;
}));
@@ -85,7 +98,7 @@ Console.WriteLine("""
""");
var endpoint = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT") ?? throw new InvalidOperationException("AZURE_OPENAI_ENDPOINT environment variable is not set.");
var deploymentName = System.Environment.GetEnvironmentVariable("AZURE_OPENAI_DEPLOYMENT_NAME") ?? "gpt-4o-mini";
var deploymentName = Environment.GetEnvironmentVariable("AZURE_OPENAI_DEPLOYMENT_NAME") ?? "gpt-4o-mini";
// Log application startup
appLogger.LogInformation("OpenTelemetry Aspire Demo application started");
@@ -112,7 +125,7 @@ var agent = new ChatClientAgent(instrumentedChatClient,
instructions: "You are a helpful assistant that provides concise and informative responses.",
tools: [AIFunctionFactory.Create(GetWeatherAsync)])
.AsBuilder()
.UseOpenTelemetry(SourceName) // enable telemetry at the agent level
.UseOpenTelemetry(SourceName, configure: (cfg) => cfg.EnableSensitiveData = true) // enable telemetry at the agent level
.Build();
var thread = agent.GetNewThread();
@@ -121,6 +134,8 @@ appLogger.LogInformation("Agent created successfully with ID: {AgentId}", agent.
// Create a parent span for the entire agent session
using var sessionActivity = activitySource.StartActivity("Agent Session");
Console.WriteLine($"Trace ID: {sessionActivity?.TraceId} ");
var sessionId = Guid.NewGuid().ToString("N");
sessionActivity?
.SetTag("agent.name", "OpenTelemetryDemoAgent")
@@ -134,7 +149,7 @@ using (appLogger.BeginScope(new Dictionary<string, object> { ["SessionId"] = ses
while (true)
{
Console.Write("You: ");
Console.Write("You (or 'exit' to quit): ");
var userInput = Console.ReadLine();
if (string.IsNullOrWhiteSpace(userInput) || userInput.Equals("exit", StringComparison.OrdinalIgnoreCase))
@@ -4,10 +4,11 @@ This demo showcases the integration of OpenTelemetry with the Microsoft Agent Fr
## Overview
The demo consists of two main components:
The demo consists of three main components:
1. **Aspire Dashboard** - Provides a web-based interface to visualize OpenTelemetry data
2. **Console Application** - An interactive console application that demonstrates agent interactions with proper OpenTelemetry instrumentation
3. **[Optional] Application Insights** - When the agent is deployed to a production environment, Application Insights can be used to monitor the agent performance.
## Architecture
@@ -25,6 +26,7 @@ graph TD
- Azure OpenAI service endpoint and deployment configured
- Azure CLI installed and authenticated (for Azure credential authentication)
- Docker installed (for running Aspire Dashboard)
- [Optional] Application Insights and Grafana
## Configuration
@@ -37,6 +39,12 @@ $env:AZURE_OPENAI_DEPLOYMENT_NAME="gpt-4o-mini" # Optional, defaults to gpt-4o-
**Note**: This demo uses Azure CLI credentials for authentication. Make sure you're logged in with `az login` and have access to the Azure OpenAI resource.
### [Optional] Application Insights Setup
Set the following environment variables:
```powershell
$env:APPLICATIONINSIGHTS_CONNECTION_STRING="InstrumentationKey=XXXX;IngestionEndpoint=https://XXXX.applicationinsights.azure.com/;LiveEndpoint=https://XXXXX.livediagnostics.monitor.azure.com/;ApplicationId=XXXXX"
```
## Running the Demo
### Quick Start (Using Script)
@@ -108,7 +116,7 @@ You:
- Metrics in the **Metrics** tab showing token usage and duration
- Logs in the **Structured Logs** tab with detailed information
## Viewing Telemetry Data
## Viewing Telemetry Data in Aspire Dashboard
### Traces
1. In the Aspire Dashboard, navigate to the **Traces** tab
@@ -130,6 +138,17 @@ You:
2. Filter by the console application to see detailed logs
3. Logs include information about user inputs, agent responses, and any errors
## [Optional] View Application Insights data in Grafana
Besides the Aspire Dashboard and the Application Insights native UI, you can also use Grafana to visualize the telemetry data in Application Insights. There are two tailored dashboards for you to get started quickly:
### Agent Overview dashboard
Grafana Dashboard Gallery link: <https://aka.ms/amg/dash/af-agent>
![Agent Overview dashboard](https://github.com/Azure/azure-managed-grafana/raw/main/samples/assets/grafana-af-agent.gif)
### Workflow Overview dashboard
Grafana Dashboard Gallery link: <https://aka.ms/amg/dash/af-workflow>
![Workflow Overview dashboard](https://github.com/Azure/azure-managed-grafana/raw/main/samples/assets/grafana-af-workflow.gif)
## Key Features Demonstrated
### OpenTelemetry Integration
@@ -5,13 +5,13 @@
<TargetFramework>net9.0</TargetFramework>
<Nullable>enable</Nullable>
<ImplicitUsings>disable</ImplicitUsings>
<ImplicitUsings>enable</ImplicitUsings>
</PropertyGroup>
<ItemGroup>
<PackageReference Include="A2A" />
<PackageReference Include="System.Net.ServerSentEvents" VersionOverride="10.0.0-preview.5.25277.114" />
<PackageReference Include="Microsoft.Bcl.AsyncInterfaces" VersionOverride="10.0.0-preview.5.25277.114" />
<PackageReference Include="System.Net.ServerSentEvents" VersionOverride="10.0.0-rc.2.25502.107" />
<PackageReference Include="Microsoft.Bcl.AsyncInterfaces" VersionOverride="10.0.0-rc.2.25502.107" />
</ItemGroup>
<ItemGroup>
@@ -2,7 +2,6 @@
// This sample shows how to create and use a simple AI agent with an existing A2A agent.
using System;
using A2A;
using Microsoft.Agents.AI;
@@ -5,7 +5,7 @@
<TargetFramework>net9.0</TargetFramework>
<Nullable>enable</Nullable>
<ImplicitUsings>disable</ImplicitUsings>
<ImplicitUsings>enable</ImplicitUsings>
</PropertyGroup>
<ItemGroup>
@@ -2,7 +2,6 @@
// This sample shows how to create and use a simple AI agent with Azure Foundry Agents as the backend.
using System;
using Azure.AI.Agents.Persistent;
using Azure.Identity;
using Microsoft.Agents.AI;
@@ -0,0 +1,19 @@
<Project Sdk="Microsoft.NET.Sdk">
<PropertyGroup>
<OutputType>Exe</OutputType>
<TargetFramework>net9.0</TargetFramework>
<Nullable>enable</Nullable>
<ImplicitUsings>enable</ImplicitUsings>
</PropertyGroup>
<ItemGroup>
<PackageReference Include="Azure.Identity" />
</ItemGroup>
<ItemGroup>
<ProjectReference Include="..\..\..\..\src\Microsoft.Agents.AI.OpenAI\Microsoft.Agents.AI.OpenAI.csproj" />
</ItemGroup>
</Project>
@@ -0,0 +1,30 @@
// Copyright (c) Microsoft. All rights reserved.
// This sample shows how to use the OpenAI SDK to create and use a simple AI agent with any model hosted in Azure AI Foundry.
// You could use models from Microsoft, OpenAI, DeepSeek, Hugging Face, Meta, xAI or any other model you have deployed in your Azure AI Foundry resource.
// Note: Ensure that you pick a model that suits your needs. For example, if you want to use function calling, ensure that the model you pick supports function calling.
using System.ClientModel;
using System.ClientModel.Primitives;
using Azure.Identity;
using Microsoft.Agents.AI;
using OpenAI;
var endpoint = Environment.GetEnvironmentVariable("AZURE_FOUNDRY_OPENAI_ENDPOINT") ?? throw new InvalidOperationException("AZURE_FOUNDRY_OPENAI_ENDPOINT is not set.");
var apiKey = Environment.GetEnvironmentVariable("AZURE_FOUNDRY_OPENAI_APIKEY");
var model = Environment.GetEnvironmentVariable("AZURE_FOUNDRY_MODEL_DEPLOYMENT") ?? "Phi-4-mini-instruct";
// Since we are using the OpenAI Client SDK, we need to override the default endpoint to point to Azure Foundry.
var clientOptions = new OpenAIClientOptions() { Endpoint = new Uri(endpoint) };
// Create the OpenAI client with either an API key or Azure CLI credential.
OpenAIClient client = string.IsNullOrWhiteSpace(apiKey)
? new OpenAIClient(new BearerTokenPolicy(new AzureCliCredential(), "https://ai.azure.com/.default"), clientOptions)
: new OpenAIClient(new ApiKeyCredential(apiKey), clientOptions);
AIAgent agent = client
.GetChatClient(model)
.CreateAIAgent(instructions: "You are good at telling jokes.", name: "Joker");
// Invoke the agent and output the text result.
Console.WriteLine(await agent.RunAsync("Tell me a joke about a pirate."));
@@ -0,0 +1,34 @@
## Overview
This sample shows how to use the OpenAI SDK to create and use a simple AI agent with any model hosted in Azure AI Foundry.
You could use models from Microsoft, OpenAI, DeepSeek, Hugging Face, Meta, xAI or any other model you have deployed in Azure AI Foundry.
**Note**: Ensure that you pick a model that suits your needs. For example, if you want to use function calling, ensure that the model you pick supports function calling.
## Prerequisites
Before you begin, ensure you have the following prerequisites:
- .NET 8.0 SDK or later
- Azure AI Foundry resource
- A model deployment in your Azure AI Foundry resource. This example defaults to using the `Phi-4-mini-instruct` model,
so if you want to use a different model, ensure that you set your `AZURE_FOUNDRY_MODEL_DEPLOYMENT` environment
variable to the name of your deployed model.
- An API key or role based authentication to access the Azure AI Foundry resource
See [here](https://learn.microsoft.com/en-us/azure/ai-foundry/quickstarts/get-started-code?tabs=csharp) for more info on setting up these prerequisites
Set the following environment variables:
```powershell
# Replace with your Azure AI Foundry resource endpoint
# Ensure that you have the "/openai/v1/" path in the URL, since this is required when using the OpenAI SDK to access Azure Foundry models.
$env:AZURE_FOUNDRY_OPENAI_ENDPOINT="https://ai-foundry-<myresourcename>.services.ai.azure.com/openai/v1/"
# Optional, defaults to using Azure CLI for authentication if not provided
$env:AZURE_FOUNDRY_OPENAI_APIKEY="************"
# Optional, defaults to Phi-4-mini-instruct
$env:AZURE_FOUNDRY_MODEL_DEPLOYMENT="Phi-4-mini-instruct"
```
@@ -5,7 +5,7 @@
<TargetFramework>net9.0</TargetFramework>
<Nullable>enable</Nullable>
<ImplicitUsings>disable</ImplicitUsings>
<ImplicitUsings>enable</ImplicitUsings>
</PropertyGroup>
<ItemGroup>
@@ -2,7 +2,6 @@
// This sample shows how to create and use a simple AI agent with Azure OpenAI Chat Completion as the backend.
using System;
using Azure.AI.OpenAI;
using Azure.Identity;
using Microsoft.Agents.AI;
@@ -11,14 +10,11 @@ using OpenAI;
var endpoint = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT") ?? throw new InvalidOperationException("AZURE_OPENAI_ENDPOINT is not set.");
var deploymentName = Environment.GetEnvironmentVariable("AZURE_OPENAI_DEPLOYMENT_NAME") ?? "gpt-4o-mini";
const string JokerName = "Joker";
const string JokerInstructions = "You are good at telling jokes.";
AIAgent agent = new AzureOpenAIClient(
new Uri(endpoint),
new AzureCliCredential())
.GetChatClient(deploymentName)
.CreateAIAgent(JokerInstructions, JokerName);
.CreateAIAgent(instructions: "You are good at telling jokes.", name: "Joker");
// Invoke the agent and output the text result.
Console.WriteLine(await agent.RunAsync("Tell me a joke about a pirate."));
@@ -5,7 +5,7 @@
<TargetFramework>net9.0</TargetFramework>
<Nullable>enable</Nullable>
<ImplicitUsings>disable</ImplicitUsings>
<ImplicitUsings>enable</ImplicitUsings>
</PropertyGroup>
<ItemGroup>
@@ -2,9 +2,6 @@
// This sample shows how to create and use a simple AI agent with Azure OpenAI Responses as the backend.
#pragma warning disable OPENAI001 // Type is for evaluation purposes only and is subject to change or removal in future updates. Suppress this diagnostic to proceed.
using System;
using Azure.AI.OpenAI;
using Azure.Identity;
using Microsoft.Agents.AI;
@@ -13,14 +10,11 @@ using OpenAI;
var endpoint = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT") ?? throw new InvalidOperationException("AZURE_OPENAI_ENDPOINT is not set.");
var deploymentName = Environment.GetEnvironmentVariable("AZURE_OPENAI_DEPLOYMENT_NAME") ?? "gpt-4o-mini";
const string JokerName = "Joker";
const string JokerInstructions = "You are good at telling jokes.";
AIAgent agent = new AzureOpenAIClient(
new Uri(endpoint),
new AzureCliCredential())
.GetOpenAIResponseClient(deploymentName)
.CreateAIAgent(JokerInstructions, JokerName);
.CreateAIAgent(instructions: "You are good at telling jokes.", name: "Joker");
// Invoke the agent and output the text result.
Console.WriteLine(await agent.RunAsync("Tell me a joke about a pirate."));
@@ -5,7 +5,7 @@
<TargetFramework>net9.0</TargetFramework>
<Nullable>enable</Nullable>
<ImplicitUsings>disable</ImplicitUsings>
<ImplicitUsings>enable</ImplicitUsings>
</PropertyGroup>
<ItemGroup>
@@ -4,13 +4,8 @@
// In this case the agent doesn't use AI at all, and simply parrots back the user input in upper case.
// You can however, build a fully custom agent that uses AI in any way you want.
using System;
using System.Collections.Generic;
using System.Linq;
using System.Runtime.CompilerServices;
using System.Text.Json;
using System.Threading;
using System.Threading.Tasks;
using Microsoft.Agents.AI;
using Microsoft.Extensions.AI;
using SampleApp;
@@ -5,7 +5,7 @@
<TargetFramework>net9.0</TargetFramework>
<Nullable>enable</Nullable>
<ImplicitUsings>disable</ImplicitUsings>
<ImplicitUsings>enable</ImplicitUsings>
</PropertyGroup>
<ItemGroup>
@@ -3,19 +3,16 @@
// This sample shows how to create and use a simple AI agent with ONNX as the backend.
// WARNING: ONNX doesn't support function calling, so any function tools passed to the agent will be ignored.
using System;
using Microsoft.Agents.AI;
using Microsoft.Extensions.AI;
using Microsoft.ML.OnnxRuntimeGenAI;
// E.g. C:\repos\Phi-4-mini-instruct-onnx\cpu_and_mobile\cpu-int4-rtn-block-32-acc-level-4
var modelPath = Environment.GetEnvironmentVariable("ONNX_MODEL_PATH") ?? throw new InvalidOperationException("ONNX_MODEL_PATH is not set.");
const string JokerName = "Joker";
const string JokerInstructions = "You are good at telling jokes.";
// Get a chat client for ONNX and use it to construct an AIAgent.
using OnnxRuntimeGenAIChatClient chatClient = new(modelPath);
AIAgent agent = new ChatClientAgent(chatClient, JokerInstructions, JokerName);
AIAgent agent = chatClient.CreateAIAgent(instructions: "You are good at telling jokes.", name: "Joker");
// Invoke the agent and output the text result.
Console.WriteLine(await agent.RunAsync("Tell me a joke about a pirate."));
@@ -5,7 +5,7 @@
<TargetFramework>net9.0</TargetFramework>
<Nullable>enable</Nullable>
<ImplicitUsings>disable</ImplicitUsings>
<ImplicitUsings>enable</ImplicitUsings>
</PropertyGroup>
<ItemGroup>
@@ -2,19 +2,16 @@
// This sample shows how to create and use a simple AI agent with Ollama as the backend.
using System;
using Microsoft.Agents.AI;
using Microsoft.Extensions.AI;
using OllamaSharp;
var endpoint = Environment.GetEnvironmentVariable("OLLAMA_ENDPOINT") ?? throw new InvalidOperationException("OLLAMA_ENDPOINT is not set.");
var modelName = Environment.GetEnvironmentVariable("OLLAMA_MODEL_NAME") ?? throw new InvalidOperationException("OLLAMA_MODEL_NAME is not set.");
const string JokerName = "Joker";
const string JokerInstructions = "You are good at telling jokes.";
// Get a chat client for Ollama and use it to construct an AIAgent.
using OllamaApiClient chatClient = new(new Uri(endpoint), modelName);
AIAgent agent = new ChatClientAgent(chatClient, JokerInstructions, JokerName);
AIAgent agent = new OllamaApiClient(new Uri(endpoint), modelName)
.CreateAIAgent(instructions: "You are good at telling jokes.", name: "Joker");
// Invoke the agent and output the text result.
Console.WriteLine(await agent.RunAsync("Tell me a joke about a pirate."));
@@ -5,7 +5,7 @@
<TargetFramework>net9.0</TargetFramework>
<Nullable>enable</Nullable>
<ImplicitUsings>disable</ImplicitUsings>
<ImplicitUsings>enable</ImplicitUsings>
</PropertyGroup>
<ItemGroup>
@@ -5,9 +5,6 @@
// WARNING: The Assistants API is deprecated and will be shut down.
// For more information see the OpenAI documentation: https://platform.openai.com/docs/assistants/migration
#pragma warning disable OPENAI001 // Type is for evaluation purposes only and is subject to change or removal in future updates. Suppress this diagnostic to proceed.
using System;
using Microsoft.Agents.AI;
using OpenAI;
@@ -5,7 +5,7 @@
<TargetFramework>net9.0</TargetFramework>
<Nullable>enable</Nullable>
<ImplicitUsings>disable</ImplicitUsings>
<ImplicitUsings>enable</ImplicitUsings>
</PropertyGroup>
<ItemGroup>
@@ -2,20 +2,16 @@
// This sample shows how to create and use a simple AI agent with OpenAI Chat Completion as the backend.
using System;
using Microsoft.Agents.AI;
using OpenAI;
var apiKey = Environment.GetEnvironmentVariable("OPENAI_APIKEY") ?? throw new InvalidOperationException("OPENAI_APIKEY is not set.");
var model = Environment.GetEnvironmentVariable("OPENAI_MODEL") ?? "gpt-4o-mini";
const string JokerName = "Joker";
const string JokerInstructions = "You are good at telling jokes.";
AIAgent agent = new OpenAIClient(
apiKey)
.GetChatClient(model)
.CreateAIAgent(JokerInstructions, JokerName);
.CreateAIAgent(instructions: "You are good at telling jokes.", name: "Joker");
// Invoke the agent and output the text result.
Console.WriteLine(await agent.RunAsync("Tell me a joke about a pirate."));
@@ -5,7 +5,7 @@
<TargetFramework>net9.0</TargetFramework>
<Nullable>enable</Nullable>
<ImplicitUsings>disable</ImplicitUsings>
<ImplicitUsings>enable</ImplicitUsings>
</PropertyGroup>
<ItemGroup>
@@ -2,22 +2,16 @@
// This sample shows how to create and use a simple AI agent with OpenAI Responses as the backend.
#pragma warning disable OPENAI001 // Type is for evaluation purposes only and is subject to change or removal in future updates. Suppress this diagnostic to proceed.
using System;
using Microsoft.Agents.AI;
using OpenAI;
var apiKey = Environment.GetEnvironmentVariable("OPENAI_APIKEY") ?? throw new InvalidOperationException("OPENAI_APIKEY is not set.");
var model = Environment.GetEnvironmentVariable("OPENAI_MODEL") ?? "gpt-4o-mini";
const string JokerName = "Joker";
const string JokerInstructions = "You are good at telling jokes.";
AIAgent agent = new OpenAIClient(
apiKey)
.GetOpenAIResponseClient(model)
.CreateAIAgent(JokerInstructions, JokerName);
.CreateAIAgent(instructions: "You are good at telling jokes.", name: "Joker");
// Invoke the agent and output the text result.
Console.WriteLine(await agent.RunAsync("Tell me a joke about a pirate."));
@@ -4,7 +4,7 @@ These samples show how to create an AIAgent instance using various providers.
This is not an exhaustive list, but shows a variety of the more popular options.
For other samples that demonstrate how to use AIAgent instances,
see the [Getting Started Steps](../GettingStartedSteps/README.md) samples.
see the [Getting Started With Agents](../Agents/README.md) samples.
## Prerequisites
@@ -15,7 +15,8 @@ See the README.md for each sample for the prerequisites for that sample.
|Sample|Description|
|---|---|
|[Creating an AIAgent with A2A](./Agent_With_A2A/)|This sample demonstrates how to create AIAgent for an existing A2A agent.|
|[Creating an AIAgent with AzureFoundry](./Agent_With_AzureFoundry/)|This sample demonstrates how to create an Azure Foundry agent and expose it as an AIAgent|
|[Creating an AIAgent with AzureFoundry Agent](./Agent_With_AzureFoundryAgent/)|This sample demonstrates how to create an Azure Foundry agent and expose it as an AIAgent|
|[Creating an AIAgent with AzureFoundry Model](./Agent_With_AzureFoundryModel/)|This sample demonstrates how to use any model deployed to Azure Foundry to create an AIAgent|
|[Creating an AIAgent with Azure OpenAI ChatCompletion](./Agent_With_AzureOpenAIChatCompletion/)|This sample demonstrates how to create an AIAgent using Azure OpenAI ChatCompletion as the underlying inference service|
|[Creating an AIAgent with Azure OpenAI Responses](./Agent_With_AzureOpenAIResponses/)|This sample demonstrates how to create an AIAgent using Azure OpenAI Responses as the underlying inference service|
|[Creating an AIAgent with a custom implementation](./Agent_With_CustomImplementation/)|This sample demonstrates how to create an AIAgent with a custom implementation|
@@ -5,14 +5,9 @@
<TargetFramework>net9.0</TargetFramework>
<Nullable>enable</Nullable>
<ImplicitUsings>disable</ImplicitUsings>
<ImplicitUsings>enable</ImplicitUsings>
</PropertyGroup>
<ItemGroup>
<PackageReference Include="OpenAI" />
<PackageReference Include="Microsoft.Extensions.AI.OpenAI" />
</ItemGroup>
<ItemGroup>
<ProjectReference Include="..\..\..\..\src\Microsoft.Agents.AI.OpenAI\Microsoft.Agents.AI.OpenAI.csproj" />
</ItemGroup>
@@ -2,9 +2,7 @@
// This sample shows how to create and use a simple AI agent with OpenAI as the backend.
using System;
using System.ClientModel;
using System.Linq;
using Microsoft.Agents.AI;
using OpenAI;
using OpenAI.Chat;
@@ -12,12 +10,9 @@ using OpenAI.Chat;
var apiKey = Environment.GetEnvironmentVariable("OPENAI_API_KEY") ?? throw new InvalidOperationException("OPENAI_API_KEY is not set.");
var model = Environment.GetEnvironmentVariable("OPENAI_MODEL") ?? "gpt-4o-mini";
const string JokerName = "Joker";
const string JokerInstructions = "You are good at telling jokes.";
AIAgent agent = new OpenAIClient(apiKey)
.GetChatClient(model)
.CreateAIAgent(JokerInstructions, JokerName);
.CreateAIAgent(instructions: "You are good at telling jokes.", name: "Joker");
UserChatMessage chatMessage = new("Tell me a joke about a pirate.");

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