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agent-framework/python/samples
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Eduard van Valkenburg b03cb324d5 Python: Add Hyperlight CodeAct package and docs (#5185) 
* initial work on code_mode

* updated samples

* updates to codeact

* udpated codeact

* Draft CodeAct ADR and sample updates

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

* initial implementation and adr and feature

* Python: Limit Hyperlight wasm backend to Python <3.14

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

* Python: Fix CI for Hyperlight CodeAct PR

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

* Python: Run Hyperlight integration when available

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

* Python: Address Hyperlight review feedback

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

* Python: Simplify Hyperlight file mount inputs

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

* Python: Accept Path host paths in Hyperlight mounts

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

* Python: Fix Hyperlight mount typing for CI

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

* temp run integration test

* Python: Strengthen Hyperlight real sandbox tests

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

* added additional tests

* Python: Simplify Hyperlight CodeAct API

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

* set tests as non-integration

* Retry Hyperlight allowed-domain registration

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

* Gate Hyperlight integration tests by runtime support

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

* Fix Hyperlight skip test on Python 3.14

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

* Delay Hyperlight runtime probe until test execution

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

* Relax Hyperlight Windows integration stdout assertion

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

* Scan Hyperlight output directory for artifacts

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

* Retry Hyperlight output artifact collection

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

* Harden Hyperlight integration output assertions

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

* Retry Hyperlight read-back check in integration test

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

* Simplify Hyperlight integration write assertion

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

* Avoid pathlib in Hyperlight integration sandbox

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

* Use socket network check in Hyperlight sandbox

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

* Replace blocked Azure AI Search blog link

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

* Clarify Hyperlight guest stdlib limits

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

* Use _socket in Hyperlight integration sandbox

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

* Handle Hyperlight mounted file paths

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

* Broaden Hyperlight sandbox path fallbacks

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

* Search Hyperlight guest mounts recursively

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

* Split Hyperlight mount coverage

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

* Split Hyperlight live network tests

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

* Fix Hyperlight file-write test on Windows

Enable the sandbox filesystem by providing a workspace_root so
/output is mounted. Remove os.path.exists assertion (unsupported
in WASM guest) and fix Content data assertion to use .uri.
Skip the network integration test on Windows where the WASM
sandbox lacks the encodings.idna codec.

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

* Address PR review: ADR intro, manual wiring sample, doc clarifications

- Add CodeAct introduction section to ADR for unfamiliar readers
- Clarify 'less runtime efficient' con with specific overhead description
- Add note in Python impl doc clarifying ADR vs impl doc split
- Explain why before_run hooks must be per-run (CRUD, concurrency, approval)
- Rename code_interpreter variable to codeact in E2E sample
- Add manual static wiring sample (codeact_manual_wiring.py)
- Add 'when to use which pattern' guidance to samples README

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

* Address PR #5185 review comments and add .NET CodeAct design doc

- Fix async callback: _make_sandbox_callback returns sync wrapper with
  thread + asyncio.run() bridge (was broken with real Wasm FFI)
- Fix stale output: clear output_dir before each sandbox.run() call
- Fix blocking event loop: _run_code now async with asyncio.to_thread()
- Revert _agents.py options['tools'] injection (unnecessary; provider
  uses context.extend_tools())
- Revert SessionContext.options docstring back to read-only
- Add real-sandbox test fixtures (shared/restored/fresh)
- Add 8 new real-sandbox tests for callback round-trip, stale output,
  event loop non-blocking, basic execution, stdout/stderr, errors,
  snapshot/restore, and tool registration
- Add comprehensive .NET HyperlightCodeActProvider design document

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

* Update hyperlight README with code snippets and remove Public API section

Replace bare export list with Quick Start code examples covering the
context provider, standalone tool, manual static wiring, and file
mounts / network access patterns.

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

---------

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
b03cb324d5 · 2026-04-17 00:49:44 +00:00
History
..
01-get-started
Python: [BREAKING] update to v1.0.0 (#5062)
2026-04-02 15:26:30 +00:00
02-agents
Python: Add Hyperlight CodeAct package and docs (#5185)
2026-04-17 00:49:44 +00:00
03-workflows
Python: Stop emitting duplicate reasoning content from OpenAI response.reasoning_text.done and response.reasoning_summary_text.done events (#5162)
2026-04-09 22:44:59 +00:00
04-hosting
Python: [BREAKING] update to v1.0.0 (#5062)
2026-04-02 15:26:30 +00:00
05-end-to-end
Bump vite (#5132)
2026-04-10 00:11:48 +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
Fix handoff workflow context management and improve AG-UI demo (#5136)
2026-04-08 04:08:24 +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
Python: [BREAKING] update to v1.0.0 (#5062)
2026-04-02 15:26:30 +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
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_first_workflow.py — Build a workflow with executors and edges
  6. 06_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 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 enable_instrumentation() ENABLE_INSTRUMENTATION true
agent-framework-core enable_instrumentation() ENABLE_SENSITIVE_DATA false
agent-framework-core enable_instrumentation() ENABLE_CONSOLE_EXPORTERS true
agent-framework-core enable_instrumentation() OTEL_EXPORTER_OTLP_ENDPOINT http://localhost:4317
agent-framework-core enable_instrumentation() OTEL_EXPORTER_OTLP_TRACES_ENDPOINT http://localhost:4318/v1/traces
agent-framework-core enable_instrumentation() OTEL_EXPORTER_OTLP_METRICS_ENDPOINT http://localhost:4318/v1/metrics
agent-framework-core enable_instrumentation() OTEL_EXPORTER_OTLP_LOGS_ENDPOINT http://localhost:4318/v1/logs
agent-framework-core enable_instrumentation() OTEL_EXPORTER_OTLP_PROTOCOL grpc
agent-framework-core enable_instrumentation() OTEL_EXPORTER_OTLP_HEADERS api-key=demo
agent-framework-core enable_instrumentation() OTEL_EXPORTER_OTLP_TRACES_HEADERS api-key=trace-demo
agent-framework-core enable_instrumentation() OTEL_EXPORTER_OTLP_METRICS_HEADERS api-key=metric-demo
agent-framework-core enable_instrumentation() OTEL_EXPORTER_OTLP_LOGS_HEADERS api-key=log-demo
agent-framework-core enable_instrumentation() OTEL_SERVICE_NAME sample-agent
agent-framework-core enable_instrumentation() OTEL_SERVICE_VERSION 1.0.0
agent-framework-core enable_instrumentation() 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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