max tokens
├── .codecov.yml
├── .github
├── ISSUE_TEMPLATE
│ ├── bug_report.yml
│ ├── config.yml
│ └── feature_request.yml
├── PULL_REQUEST_TEMPLATE.md
├── dependabot.yml
└── workflows
│ ├── auto-close.yml
│ ├── integration-test.yml
│ ├── pr-and-push.yml
│ ├── pr-size-labeler.yml
│ ├── pypi-publish-on-release.yml
│ └── test-lint.yml
├── .gitignore
├── .pre-commit-config.yaml
├── AGENTS.md
├── CONTRIBUTING.md
├── LICENSE
├── NOTICE
├── README.md
├── docs
├── HOOKS.md
├── MCP_CLIENT_ARCHITECTURE.md
├── README.md
└── STYLE_GUIDE.md
├── pyproject.toml
├── src
└── strands
│ ├── __init__.py
│ ├── _async.py
│ ├── _exception_notes.py
│ ├── _identifier.py
│ ├── agent
│ ├── __init__.py
│ ├── agent.py
│ ├── agent_result.py
│ ├── conversation_manager
│ │ ├── __init__.py
│ │ ├── conversation_manager.py
│ │ ├── null_conversation_manager.py
│ │ ├── sliding_window_conversation_manager.py
│ │ └── summarizing_conversation_manager.py
│ └── state.py
│ ├── event_loop
│ ├── __init__.py
│ ├── _recover_message_on_max_tokens_reached.py
│ ├── event_loop.py
│ └── streaming.py
│ ├── experimental
│ ├── __init__.py
│ ├── agent_config.py
│ ├── bidi
│ │ ├── __init__.py
│ │ ├── _async
│ │ │ ├── __init__.py
│ │ │ └── _task_pool.py
│ │ ├── agent
│ │ │ ├── __init__.py
│ │ │ ├── agent.py
│ │ │ └── loop.py
│ │ ├── io
│ │ │ ├── __init__.py
│ │ │ ├── audio.py
│ │ │ └── text.py
│ │ ├── models
│ │ │ ├── __init__.py
│ │ │ ├── gemini_live.py
│ │ │ ├── model.py
│ │ │ ├── nova_sonic.py
│ │ │ └── openai_realtime.py
│ │ ├── tools
│ │ │ ├── __init__.py
│ │ │ └── stop_conversation.py
│ │ └── types
│ │ │ ├── __init__.py
│ │ │ ├── agent.py
│ │ │ ├── events.py
│ │ │ ├── io.py
│ │ │ └── model.py
│ ├── hooks
│ │ ├── __init__.py
│ │ ├── events.py
│ │ └── multiagent
│ │ │ ├── __init__.py
│ │ │ └── events.py
│ ├── steering
│ │ ├── __init__.py
│ │ ├── context_providers
│ │ │ ├── __init__.py
│ │ │ └── ledger_provider.py
│ │ ├── core
│ │ │ ├── __init__.py
│ │ │ ├── action.py
│ │ │ ├── context.py
│ │ │ └── handler.py
│ │ └── handlers
│ │ │ ├── __init__.py
│ │ │ └── llm
│ │ │ ├── __init__.py
│ │ │ ├── llm_handler.py
│ │ │ └── mappers.py
│ └── tools
│ │ ├── __init__.py
│ │ └── tool_provider.py
│ ├── handlers
│ ├── __init__.py
│ └── callback_handler.py
│ ├── hooks
│ ├── __init__.py
│ ├── events.py
│ └── registry.py
│ ├── interrupt.py
│ ├── models
│ ├── __init__.py
│ ├── _validation.py
│ ├── anthropic.py
│ ├── bedrock.py
│ ├── gemini.py
│ ├── litellm.py
│ ├── llamaapi.py
│ ├── llamacpp.py
│ ├── mistral.py
│ ├── model.py
│ ├── ollama.py
│ ├── openai.py
│ ├── sagemaker.py
│ └── writer.py
│ ├── multiagent
│ ├── __init__.py
│ ├── a2a
│ │ ├── __init__.py
│ │ ├── executor.py
│ │ └── server.py
│ ├── base.py
│ ├── graph.py
│ └── swarm.py
│ ├── py.typed
│ ├── session
│ ├── __init__.py
│ ├── file_session_manager.py
│ ├── repository_session_manager.py
│ ├── s3_session_manager.py
│ ├── session_manager.py
│ └── session_repository.py
│ ├── telemetry
│ ├── __init__.py
│ ├── config.py
│ ├── metrics.py
│ ├── metrics_constants.py
│ └── tracer.py
│ ├── tools
│ ├── __init__.py
│ ├── _caller.py
│ ├── _tool_helpers.py
│ ├── _validator.py
│ ├── decorator.py
│ ├── executors
│ │ ├── __init__.py
│ │ ├── _executor.py
│ │ ├── concurrent.py
│ │ └── sequential.py
│ ├── loader.py
│ ├── mcp
│ │ ├── __init__.py
│ │ ├── mcp_agent_tool.py
│ │ ├── mcp_client.py
│ │ ├── mcp_instrumentation.py
│ │ └── mcp_types.py
│ ├── registry.py
│ ├── structured_output
│ │ ├── __init__.py
│ │ ├── _structured_output_context.py
│ │ ├── structured_output_tool.py
│ │ └── structured_output_utils.py
│ ├── tools.py
│ └── watcher.py
│ └── types
│ ├── __init__.py
│ ├── _events.py
│ ├── agent.py
│ ├── citations.py
│ ├── collections.py
│ ├── content.py
│ ├── event_loop.py
│ ├── exceptions.py
│ ├── guardrails.py
│ ├── interrupt.py
│ ├── json_dict.py
│ ├── media.py
│ ├── multiagent.py
│ ├── session.py
│ ├── streaming.py
│ ├── tools.py
│ └── traces.py
├── tests
├── __init__.py
├── conftest.py
├── fixtures
│ ├── mock_agent_tool.py
│ ├── mock_hook_provider.py
│ ├── mock_multiagent_hook_provider.py
│ ├── mock_session_repository.py
│ ├── mocked_model_provider.py
│ ├── say_tool.py
│ ├── tool_with_spec_but_no_function.py
│ └── tool_with_spec_but_non_callable_function.py
└── strands
│ ├── __init__.py
│ ├── agent
│ ├── __init__.py
│ ├── hooks
│ │ ├── __init__.py
│ │ ├── test_agent_events.py
│ │ ├── test_events.py
│ │ └── test_hook_registry.py
│ ├── test_agent.py
│ ├── test_agent_hooks.py
│ ├── test_agent_result.py
│ ├── test_agent_state.py
│ ├── test_agent_structured_output.py
│ ├── test_conversation_manager.py
│ └── test_summarizing_conversation_manager.py
│ ├── event_loop
│ ├── __init__.py
│ ├── test_event_loop.py
│ ├── test_event_loop_structured_output.py
│ ├── test_recover_message_on_max_tokens_reached.py
│ ├── test_streaming.py
│ └── test_streaming_structured_output.py
│ ├── experimental
│ ├── __init__.py
│ ├── bidi
│ │ ├── __init__.py
│ │ ├── _async
│ │ │ ├── __init__.py
│ │ │ ├── test__init__.py
│ │ │ └── test_task_pool.py
│ │ ├── agent
│ │ │ ├── __init__.py
│ │ │ ├── test_agent.py
│ │ │ └── test_loop.py
│ │ ├── io
│ │ │ ├── __init__.py
│ │ │ ├── test_audio.py
│ │ │ └── test_text.py
│ │ ├── models
│ │ │ ├── __init__.py
│ │ │ ├── test_gemini_live.py
│ │ │ ├── test_nova_sonic.py
│ │ │ └── test_openai_realtime.py
│ │ └── types
│ │ │ ├── __init__.py
│ │ │ └── test_events.py
│ ├── hooks
│ │ ├── __init__.py
│ │ ├── multiagent
│ │ │ ├── __init__.py
│ │ │ ├── test_events.py
│ │ │ └── test_multi_agent_hooks.py
│ │ ├── test_bidi_hook_events.py
│ │ └── test_hook_aliases.py
│ ├── steering
│ │ ├── __init__.py
│ │ ├── context_providers
│ │ │ ├── __init__.py
│ │ │ └── test_ledger_provider.py
│ │ ├── core
│ │ │ ├── __init__.py
│ │ │ └── test_handler.py
│ │ └── handlers
│ │ │ ├── __init__.py
│ │ │ └── llm
│ │ │ ├── __init__.py
│ │ │ ├── test_llm_handler.py
│ │ │ └── test_mappers.py
│ ├── test_agent_config.py
│ └── tools
│ │ └── __init__.py
│ ├── handlers
│ ├── __init__.py
│ └── test_callback_handler.py
│ ├── hooks
│ ├── __init__.py
│ └── test_registry.py
│ ├── models
│ ├── __init__.py
│ ├── test_anthropic.py
│ ├── test_bedrock.py
│ ├── test_gemini.py
│ ├── test_litellm.py
│ ├── test_llamaapi.py
│ ├── test_llamacpp.py
│ ├── test_mistral.py
│ ├── test_model.py
│ ├── test_ollama.py
│ ├── test_openai.py
│ ├── test_sagemaker.py
│ └── test_writer.py
│ ├── multiagent
│ ├── __init__.py
│ ├── a2a
│ │ ├── __init__.py
│ │ ├── conftest.py
│ │ ├── test_executor.py
│ │ └── test_server.py
│ ├── conftest.py
│ ├── test_base.py
│ ├── test_graph.py
│ └── test_swarm.py
│ ├── session
│ ├── __init__.py
│ ├── test_file_session_manager.py
│ ├── test_repository_session_manager.py
│ └── test_s3_session_manager.py
│ ├── telemetry
│ ├── test_config.py
│ ├── test_metrics.py
│ └── test_tracer.py
│ ├── test_async.py
│ ├── test_exception_notes.py
│ ├── test_identifier.py
│ ├── test_interrupt.py
│ ├── tools
│ ├── __init__.py
│ ├── executors
│ │ ├── conftest.py
│ │ ├── test_concurrent.py
│ │ ├── test_executor.py
│ │ └── test_sequential.py
│ ├── mcp
│ │ ├── __init__.py
│ │ ├── test_mcp_agent_tool.py
│ │ ├── test_mcp_client.py
│ │ ├── test_mcp_client_tool_provider.py
│ │ └── test_mcp_instrumentation.py
│ ├── structured_output
│ │ ├── test_structured_output_context.py
│ │ └── test_structured_output_tool.py
│ ├── test_caller.py
│ ├── test_decorator.py
│ ├── test_loader.py
│ ├── test_registry.py
│ ├── test_registry_tool_provider.py
│ ├── test_structured_output.py
│ ├── test_tool_helpers.py
│ ├── test_tools.py
│ ├── test_validator.py
│ └── test_watcher.py
│ └── types
│ ├── test__events.py
│ ├── test_exceptions.py
│ ├── test_interrupt.py
│ ├── test_json_dict.py
│ └── test_session.py
└── tests_integ
├── __init__.py
├── bidi
├── __init__.py
├── conftest.py
├── context.py
├── generators
│ ├── __init__.py
│ └── audio.py
├── hook_utils.py
├── test_bidi_hooks.py
├── test_bidirectional_agent.py
├── tools
│ ├── __init__.py
│ └── test_direct.py
└── wrappers
│ └── __init__.py
├── conftest.py
├── fixtures
├── say_tool.py
└── test_agent.json
├── hooks
├── __init__.py
├── multiagent
│ ├── __init__.py
│ ├── test_cancel.py
│ └── test_events.py
└── test_events.py
├── interrupts
├── __init__.py
├── multiagent
│ ├── __init__.py
│ ├── test_agent.py
│ ├── test_hook.py
│ └── test_session.py
├── test_hook.py
├── test_session.py
└── test_tool.py
├── letter.pdf
├── mcp
├── __init__.py
├── echo_server.py
├── elicitation_server.py
├── test_mcp_client.py
├── test_mcp_client_structured_content_with_hooks.py
├── test_mcp_elicitation.py
├── test_mcp_output_schema.py
└── test_mcp_tool_provider.py
├── models
├── __init__.py
├── providers.py
├── test_conformance.py
├── test_model_anthropic.py
├── test_model_bedrock.py
├── test_model_cohere.py
├── test_model_gemini.py
├── test_model_litellm.py
├── test_model_llamaapi.py
├── test_model_llamacpp.py
├── test_model_mistral.py
├── test_model_ollama.py
├── test_model_openai.py
├── test_model_sagemaker.py
└── test_model_writer.py
├── steering
├── __init__.py
└── test_llm_handler.py
├── test_a2a_executor.py
├── test_agent_async.py
├── test_agent_json.py
├── test_bedrock_cache_point.py
├── test_bedrock_guardrails.py
├── test_context_overflow.py
├── test_function_tools.py
├── test_hot_tool_reload_decorator.py
├── test_invalid_tool_names.py
├── test_max_tokens_reached.py
├── test_multiagent_graph.py
├── test_multiagent_swarm.py
├── test_session.py
├── test_stream_agent.py
├── test_structured_output_agent_loop.py
├── test_summarizing_conversation_manager_integration.py
├── test_tool_context_injection.py
├── tools
├── __init__.py
├── executors
│ ├── conftest.py
│ ├── test_concurrent.py
│ └── test_sequential.py
└── test_thread_context.py
└── yellow.png
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1 | Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
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