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Eduard van Valkenburg e5a6e35843 Python: feat(python): cross-channel hosting improvements (endpoint paths, Activity push, Telegram/Teams fixes) (#6307) 
* Update hosting channel endpoint paths

Treat channel paths as concrete endpoint paths so built-in channels can be mounted at their defaults or at the app root without sample-specific subclasses. Update docs, tests, and the Foundry Telegram Invocations sample accordingly.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Add push support to ActivityProtocolChannel

Implement the ChannelPush protocol so the Activity Protocol channel can
receive cross-channel fan-out (ResponseTarget.all_linked) and echo_input
replay as a non-originating destination:

- Add push() that reconstructs a proactive Bot Framework activity (bot/user
  swap) from the stored conversation reference and POSTs it to
  /v3/conversations/{id}/activities.
- Record a ChannelIdentity (service_url, conversation, bot, user, channel_id,
  locale) on ChannelRequest.identity so the host registers the channel under
  its isolation key for fan-out resolution.
- Route the streaming path through deliver_response so Activity-originated
  turns broadcast like Telegram/Discord.
- Add tests for push delivery, service_url validation, ChannelPush instance
  check, and inbound identity recording.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Don't delete Telegram webhook on shutdown by default

The TelegramChannel deleted its webhook on shutdown in webhook mode. During
a rolling redeploy the new revision registers the webhook on startup, then
the old revision's shutdown deletes it, silently breaking inbound delivery
until the next boot. setWebhook is overwriting/idempotent, so startup
re-asserts the webhook every boot and no teardown is needed.

Add a delete_webhook_on_shutdown flag (default False) so teardown is opt-in
for ephemeral deployments, and leave the webhook in place otherwise.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix Activity channel streaming on non-Teams channels (405 on updateActivity)

The Activity Protocol channel streamed replies the Teams way: POST a
placeholder, then PUT-edit it as tokens arrive. Only Teams supports the
updateActivity REST op; Web Chat, Direct Line and the Emulator return
405 Method Not Allowed on the PUT, so the user saw only the placeholder.

Gate the placeholder+edit flow on edit-capable channels (msteams). Other
channels now buffer the stream and POST a single final message, mirroring
the non-streaming path's fan-out and response-hook semantics. Also add a
defensive 405 fallback inside the Teams edit loop so an unexpected 405
can never strand the user on the placeholder.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix(hosting-activity-protocol): don't parse Teams inline attachment content as a URI

Teams message activities include a text/html attachment whose inline
`content` is raw HTML (not a URL). _parse_activity fell back to
`attachment["content"]` and passed it to Content.from_uri, raising
ContentError ("URI must contain a scheme") and failing the whole turn,
so Teams users got no response.

Only treat `contentUrl` as a URI, require an absolute scheme, and skip
unparseable attachments defensively instead of failing the message.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* feat(hosting-activity-protocol): native slash-command dispatch for Teams/Activity

Add a commands= parameter to ActivityProtocolChannel that intercepts a
leading /command (after stripping the bot's own @mention) and dispatches
to ChannelCommand handlers, mirroring the Telegram channel. Unknown
commands fall through to the agent. The channel run_hook is applied to
command requests so handlers observe the same resolved isolation key as
ordinary messages, and handler errors are swallowed (200, no Bot Service
retry of non-idempotent commands).

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* feat(hosting): silent attributed Telegram echoes + Teams markdown rendering

- hosting-telegram: send cross-channel input echoes with disable_notification
  (silent) and detect echo payloads so they aren't re-broadcast.
- hosting-activity-protocol: render outbound + push activities as textFormat
  'markdown' so Teams shows formatted replies (enables per-channel variants).

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix(hosting-activity-protocol): address PR #6307 review feedback

Consult the host delivery pipeline even for empty streamed replies so
ResponseTarget.none is honoured and non-originating fan-out is consulted
instead of always emitting an originating "(no response)" message. Applies
to both the progressive-edit (Teams) and buffered (Web Chat/Direct Line)
streaming paths.

Re-validate service_url against the allow-list in push(): the identity is
read from a persisted store and push runs out-of-band, so the captured
service_url must be re-checked before a bearer token is sent.

Adds tests for empty-stream host consultation/suppression on both streaming
paths and for push rejecting a disallowed service_url.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

---------

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
e5a6e35843 · 2026-06-03 16:37:03 +02:00
History
..
01-get-started
Python: Add requirements.txt and .env.example to the a2a/ sample for pip-based setup (#5510)
2026-04-27 22:22:07 +00:00
02-agents
Python: Shell tool with support for local and Docker (#5664)
2026-05-22 00:29:59 +00:00
03-workflows
[BREAKING] Python: Enable instrumentation by default (#5865)
2026-05-20 11:52:08 +00:00
04-hosting
Python: feat(python): cross-channel hosting improvements (endpoint paths, Activity push, Telegram/Teams fixes) (#6307)
2026-06-03 16:37:03 +02:00
05-end-to-end
Python: Update package dependencies (#5555)
2026-04-29 06:18:03 +00:00
autogen-migration
Fix handoff workflow context management and improve AG-UI demo (#5136)
2026-04-08 04:08:24 +00:00
semantic-kernel-migration
Python: Improve the handling of intermediate outputs for workflows and orchestrations (#5623)
2026-05-19 00:15:25 +00:00
shared
Python: Phase 2: Embedding clients for Ollama, Bedrock, and Azure AI Inference (#4207)
2026-02-25 17:45:08 +00:00
__init__.py
Python telemetry (#223)
2025-07-28 07:33:42 +00:00
AGENTS.md
Python: [BREAKING] update to v1.0.0 (#5062)
2026-04-02 15:26:30 +00:00
README.md
[BREAKING] Python: Enable instrumentation by default (#5865)
2026-05-20 11:52:08 +00:00
SAMPLE_GUIDELINES.md
Python: [BREAKING] Python: Provider-leading client design & OpenAI package extraction (#4818)
2026-03-25 09:56:29 +00:00

README.md

Python Samples

This directory contains samples demonstrating the capabilities of Microsoft Agent Framework for Python.

Structure

Folder Description
01-get-started/ Progressive tutorial: hello agent → hosting
02-agents/ Deep-dive by concept: tools, middleware, providers, orchestrations
03-workflows/ Workflow patterns: sequential, concurrent, state, declarative, explicit output designation
04-hosting/ Deployment: Azure Functions, Durable Tasks, A2A
05-end-to-end/ Full applications, evaluation, demos

Getting Started

Start with 01-get-started/ and work through the numbered files:

  1. 01_hello_agent.py — Create and run your first agent
  2. 02_add_tools.py — Add function tools with @tool
  3. 03_multi_turn.py — Multi-turn conversations with AgentSession
  4. 04_memory.py — Agent memory with ContextProvider
  5. 05_functional_workflow_with_agents.py — Call agents inside a functional workflow
  6. 06_functional_workflow_basics.py — Write a workflow as a plain async function
  7. 07_first_graph_workflow.py — Build a workflow with executors and edges
  8. 08_host_your_agent.py — Host your agent via Azure Functions

Prerequisites

pip install agent-framework

Environment Variables

Samples call load_dotenv() to automatically load environment variables from a .env file in the python/ directory. This is a convenience for local development and testing.

For local development, set up your environment using any of these methods:

Option 1: Using a .env file (recommended for local development):

  1. Copy .env.example to .env in the python/ directory: 
    cp .env.example .env
  2. Edit .env and set your values (API keys, endpoints, etc.)

Option 2: Export environment variables directly:

export FOUNDRY_PROJECT_ENDPOINT="your-foundry-project-endpoint"
export FOUNDRY_MODEL="gpt-4o"

Option 3: Using env_file_path parameter (for per-client configuration):

All client classes (e.g., OpenAIChatClient, OpenAIChatCompletionClient) support an env_file_path parameter to load environment variables from a specific file:

from agent_framework.openai import OpenAIChatClient

# Load from a custom .env file
client = OpenAIChatClient(env_file_path="path/to/custom.env")

This allows different clients to use different configuration files if needed.

For the generic OpenAI clients (OpenAIChatClient and OpenAIChatCompletionClient), routing precedence is:

  1. Explicit Azure inputs such as credential, azure_endpoint, or api_version
  2. OPENAI_API_KEY / explicit OpenAI API-key parameters
  3. Azure environment fallback such as AZURE_OPENAI_ENDPOINT and AZURE_OPENAI_API_KEY

If you keep both OpenAI and Azure variables in your shell, the generic clients stay on OpenAI until you pass an explicit Azure input.

For the getting-started samples, you'll need at minimum:

FOUNDRY_PROJECT_ENDPOINT="your-foundry-project-endpoint"
FOUNDRY_MODEL="gpt-4o"

Consolidated sample env inventory

This is the single source of truth for package-level environment variables read by packages included by agent-framework-core[all]. It intentionally excludes variables that are only read by standalone samples, package sample folders, or tests. When package code adds, removes, or renames an environment variable, update this table in the same change.

Example values below are illustrative. For entries not backed by a single public class, the class column names the closest public surface, helper, or package-level initialization point that reads the variable.

package class/module env var example value
agent-framework-anthropic AnthropicClient ANTHROPIC_API_KEY sk-ant-api03-...
agent-framework-anthropic AnthropicClient ANTHROPIC_CHAT_MODEL claude-sonnet-4-5-20250929
agent-framework-foundry FoundryEmbeddingClient FOUNDRY_MODELS_ENDPOINT https://my-endpoint.inference.ai.azure.com
agent-framework-foundry FoundryEmbeddingClient FOUNDRY_MODELS_API_KEY env-key
agent-framework-foundry FoundryEmbeddingClient FOUNDRY_EMBEDDING_MODEL text-embedding-3-small
agent-framework-foundry FoundryEmbeddingClient FOUNDRY_IMAGE_EMBEDDING_MODEL Cohere-embed-v3-english
agent-framework-azure-ai-search AzureAISearchContextProvider AZURE_SEARCH_ENDPOINT https://my-search.search.windows.net
agent-framework-azure-ai-search AzureAISearchContextProvider AZURE_SEARCH_API_KEY search-key
agent-framework-azure-ai-search AzureAISearchContextProvider AZURE_SEARCH_INDEX_NAME hotels-index
agent-framework-azure-ai-search AzureAISearchContextProvider AZURE_SEARCH_KNOWLEDGE_BASE_NAME hotels-kb
agent-framework-azure-cosmos CosmosHistoryProvider AZURE_COSMOS_ENDPOINT https://my-cosmos.documents.azure.com:443/
agent-framework-azure-cosmos CosmosHistoryProvider AZURE_COSMOS_DATABASE_NAME agent-history
agent-framework-azure-cosmos CosmosHistoryProvider AZURE_COSMOS_CONTAINER_NAME messages
agent-framework-azure-cosmos CosmosHistoryProvider AZURE_COSMOS_KEY C2F...==
agent-framework-bedrock BedrockChatClient BEDROCK_REGION us-east-1
agent-framework-bedrock BedrockChatClient BEDROCK_CHAT_MODEL anthropic.claude-3-5-sonnet-20241022-v2:0
agent-framework-bedrock BedrockEmbeddingClient BEDROCK_REGION us-east-1
agent-framework-bedrock BedrockEmbeddingClient BEDROCK_EMBEDDING_MODEL amazon.titan-embed-text-v2:0
agent-framework-bedrock BedrockChatClient / BedrockEmbeddingClient AWS_ACCESS_KEY_ID AKIAIOSFODNN7EXAMPLE
agent-framework-bedrock BedrockChatClient / BedrockEmbeddingClient AWS_SECRET_ACCESS_KEY wJalrXUtnFEMI/K7MDENG/bPxRfiCYEXAMPLEKEY
agent-framework-bedrock BedrockChatClient / BedrockEmbeddingClient AWS_SESSION_TOKEN IQoJb3JpZ2luX2VjEO7//////////wEaCXVzLXdlc3QtMiJHMEUCIQD...
agent-framework-copilotstudio CopilotStudioAgent COPILOTSTUDIOAGENT__ENVIRONMENTID 00000000-0000-0000-0000-000000000000
agent-framework-copilotstudio CopilotStudioAgent COPILOTSTUDIOAGENT__SCHEMANAME cr123_agentname
agent-framework-copilotstudio CopilotStudioAgent COPILOTSTUDIOAGENT__TENANTID 11111111-1111-1111-1111-111111111111
agent-framework-copilotstudio CopilotStudioAgent COPILOTSTUDIOAGENT__AGENTAPPID 22222222-2222-2222-2222-222222222222
agent-framework-core observability ENABLE_INSTRUMENTATION true
agent-framework-core observability ENABLE_SENSITIVE_DATA false
agent-framework-core observability ENABLE_CONSOLE_EXPORTERS true
agent-framework-core observability OTEL_EXPORTER_OTLP_ENDPOINT http://localhost:4317
agent-framework-core observability OTEL_EXPORTER_OTLP_TRACES_ENDPOINT http://localhost:4318/v1/traces
agent-framework-core observability OTEL_EXPORTER_OTLP_METRICS_ENDPOINT http://localhost:4318/v1/metrics
agent-framework-core observability OTEL_EXPORTER_OTLP_LOGS_ENDPOINT http://localhost:4318/v1/logs
agent-framework-core observability OTEL_EXPORTER_OTLP_PROTOCOL grpc
agent-framework-core observability OTEL_EXPORTER_OTLP_HEADERS api-key=demo
agent-framework-core observability OTEL_EXPORTER_OTLP_TRACES_HEADERS api-key=trace-demo
agent-framework-core observability OTEL_EXPORTER_OTLP_METRICS_HEADERS api-key=metric-demo
agent-framework-core observability OTEL_EXPORTER_OTLP_LOGS_HEADERS api-key=log-demo
agent-framework-core observability OTEL_SERVICE_NAME sample-agent
agent-framework-core observability OTEL_SERVICE_VERSION 1.0.0
agent-framework-core observability OTEL_RESOURCE_ATTRIBUTES deployment.environment=dev,service.namespace=agent-framework
agent-framework-devui DevUI server DEVUI_AUTH_TOKEN my-devui-token
agent-framework-foundry FoundryChatClient FOUNDRY_PROJECT_ENDPOINT https://my-project.services.ai.azure.com/api/projects/my-project
agent-framework-foundry FoundryChatClient FOUNDRY_MODEL gpt-4o
agent-framework-foundry FoundryAgent FOUNDRY_AGENT_NAME travel-planner
agent-framework-foundry FoundryAgent FOUNDRY_AGENT_VERSION v1
agent-framework-github-copilot GitHubCopilotAgent GITHUB_COPILOT_CLI_PATH copilot
agent-framework-github-copilot GitHubCopilotAgent GITHUB_COPILOT_MODEL gpt-5
agent-framework-github-copilot GitHubCopilotAgent GITHUB_COPILOT_TIMEOUT 60
agent-framework-github-copilot GitHubCopilotAgent GITHUB_COPILOT_LOG_LEVEL info
agent-framework-mem0 agent_framework_mem0 package import MEM0_TELEMETRY false
agent-framework-ollama OllamaChatClient OLLAMA_HOST http://localhost:11434
agent-framework-ollama OllamaChatClient OLLAMA_MODEL llama3.1:8b
agent-framework-openai OpenAIChatClient / OpenAIChatCompletionClient / OpenAIEmbeddingClient OPENAI_API_KEY sk-proj-...
agent-framework-openai OpenAIChatClient / OpenAIChatCompletionClient / OpenAIEmbeddingClient OPENAI_MODEL gpt-4o-mini
agent-framework-openai OpenAIChatClient OPENAI_CHAT_MODEL gpt-4.1-mini
agent-framework-openai OpenAIChatCompletionClient OPENAI_CHAT_COMPLETION_MODEL gpt-4o
agent-framework-openai OpenAIEmbeddingClient OPENAI_EMBEDDING_MODEL text-embedding-3-small
agent-framework-openai OpenAIChatClient / OpenAIChatCompletionClient / OpenAIEmbeddingClient OPENAI_BASE_URL https://api.openai.com/v1/
agent-framework-openai OpenAIChatClient / OpenAIChatCompletionClient / OpenAIEmbeddingClient OPENAI_ORG_ID org_123456789
agent-framework-openai OpenAIChatClient / OpenAIChatCompletionClient / OpenAIEmbeddingClient AZURE_OPENAI_ENDPOINT https://my-resource.openai.azure.com/
agent-framework-openai OpenAIChatClient / OpenAIChatCompletionClient / OpenAIEmbeddingClient AZURE_OPENAI_API_KEY sk-azure-...
agent-framework-openai OpenAIChatClient / OpenAIChatCompletionClient / OpenAIEmbeddingClient AZURE_OPENAI_API_VERSION 2024-10-21
agent-framework-openai OpenAIChatClient / OpenAIChatCompletionClient / OpenAIEmbeddingClient AZURE_OPENAI_BASE_URL https://my-resource.openai.azure.com/openai/v1/
agent-framework-openai OpenAIChatClient / OpenAIChatCompletionClient / OpenAIEmbeddingClient AZURE_OPENAI_MODEL gpt-4o
agent-framework-openai OpenAIChatClient AZURE_OPENAI_CHAT_MODEL gpt-4.1
agent-framework-openai OpenAIChatCompletionClient AZURE_OPENAI_CHAT_COMPLETION_MODEL gpt-4o-mini
agent-framework-openai OpenAIEmbeddingClient AZURE_OPENAI_EMBEDDING_MODEL text-embedding-3-large
agent-framework-openai OpenAIChatClient / OpenAIChatCompletionClient / OpenAIEmbeddingClient AZURE_OPENAI_RESOURCE_URL https://cognitiveservices.azure.com/

agent-framework-openai supports the Azure OpenAI client-specific deployment aliases listed above; keep packages/openai/README.md as the authoritative reference for the exact fallback order and package-specific behavior.

Note for production: In production environments, set environment variables through your deployment platform (e.g., Azure App Settings, Kubernetes ConfigMaps/Secrets) rather than using .env files. The load_dotenv() call in samples will have no effect when a .env file is not present, allowing environment variables to be loaded from the system.

For Azure authentication, run az login before running samples.

Note on XML tags

Some sample files include XML-style snippet tags (for example <snippet_name> and </snippet_name>). These are used by our documentation tooling and can be ignored or removed when you use the samples outside this repository.

Additional Resources

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