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site_name: Strands Agents SDK
site_description: Documentation for Strands Agents, a simple-to-use, code-first, lightweight library for building AI agents
site_dir: site
site_url: https://strandsagents.com
repo_url: https://github.com/strands-agents/sdk-python
edit_uri: https://github.com/strands-agents/docs/edit/main/docs
theme:
name: material
custom_dir: overrides
logo: assets/logo-light.svg # Safari doesn't support <style> tags inside SVGs so we need to a light and a dark SVG
logo_dark: assets/logo-dark.svg # Safari doesn't support <style> tags inside SVGs so we need to a light and a dark SVG
favicon: assets/logo-auto.svg
favicon_png: assets/logo-light.png # Safari doesn't support SVG favicons
palette:
# Palette toggle for light mode
- media: "(prefers-color-scheme: light)"
primary: custom
scheme: default
toggle:
icon: material/brightness-7
name: Switch to dark mode
# Palette toggle for dark mode
- media: "(prefers-color-scheme: dark)"
primary: custom
scheme: slate
toggle:
icon: material/brightness-4
name: Switch to light mode
icon:
admonition:
code: material/code-json
features:
- content.action.edit
- content.code.copy
- content.tabs.link
- content.code.select
- navigation.indexes
- navigation.instant
- navigation.instant.prefetch
- navigation.instant.progress
- navigation.tabs
- navigation.tabs.sticky
- navigation.sections
- navigation.top
- search.highlight
- content.code.copy
markdown_extensions:
- admonition
- codehilite
- pymdownx.highlight
- pymdownx.tabbed:
alternate_style: true
slugify: !!python/object/apply:pymdownx.slugs.slugify
kwds:
case: lower
- pymdownx.details
- pymdownx.emoji:
emoji_index: !!python/name:material.extensions.emoji.twemoji
emoji_generator: !!python/name:material.extensions.emoji.to_svg
- pymdownx.snippets:
base_path: ["docs"]
check_paths: true
dedent_subsections: true
- pymdownx.superfences:
custom_fences:
- name: mermaid
class: mermaid
format: !!python/name:pymdownx.superfences.fence_code_format
- tables
- toc:
title: On this page
permalink: true
extra_css:
- stylesheets/extra.css
extra_javascript:
# Workaround for site_url breaking mermaid rendering; see the following for more info:
# https://github.com/squidfunk/mkdocs-material/issues/3742#issuecomment-1076068038
- https://unpkg.com/mermaid@11/dist/mermaid.min.js
- assets/auto-redirect.js
nav:
- User Guide:
- Welcome: README.md
- Quickstart:
- Getting Started: user-guide/quickstart/overview.md
- Python: user-guide/quickstart/python.md
- TypeScript: user-guide/quickstart/typescript.md
- Concepts:
- Agents:
- Agent Loop: user-guide/concepts/agents/agent-loop.md
- State: user-guide/concepts/agents/state.md
- Session Management: user-guide/concepts/agents/session-management.md
- Prompts: user-guide/concepts/agents/prompts.md
- Retry Strategies: user-guide/concepts/agents/retry-strategies.md
- Hooks: user-guide/concepts/agents/hooks.md
- Structured Output: user-guide/concepts/agents/structured-output.md
- Conversation Management: user-guide/concepts/agents/conversation-management.md
- Tools:
- Overview: user-guide/concepts/tools/index.md
- Creating Custom Tools: user-guide/concepts/tools/custom-tools.md
- Model Context Protocol (MCP): user-guide/concepts/tools/mcp-tools.md
- Executors: user-guide/concepts/tools/executors.md
- Community Tools Package: user-guide/concepts/tools/community-tools-package.md
- Plugins:
- Overview: user-guide/concepts/plugins/index.md
- Steering: user-guide/concepts/plugins/steering.md
- Model Providers:
- Overview: user-guide/concepts/model-providers/index.md
- Amazon Bedrock: user-guide/concepts/model-providers/amazon-bedrock.md
- Amazon Nova: user-guide/concepts/model-providers/amazon-nova.md
- Anthropic: user-guide/concepts/model-providers/anthropic.md
- Gemini: user-guide/concepts/model-providers/gemini.md
- LiteLLM: user-guide/concepts/model-providers/litellm.md
- llama.cpp: user-guide/concepts/model-providers/llamacpp.md
- LlamaAPI: user-guide/concepts/model-providers/llamaapi.md
- MistralAI: user-guide/concepts/model-providers/mistral.md
- Ollama: user-guide/concepts/model-providers/ollama.md
- OpenAI: user-guide/concepts/model-providers/openai.md
- SageMaker: user-guide/concepts/model-providers/sagemaker.md
- Writer: user-guide/concepts/model-providers/writer.md
- Custom Providers: user-guide/concepts/model-providers/custom_model_provider.md
- Cohere<sup> community</sup>: user-guide/concepts/model-providers/cohere.md
- CLOVA Studio<sup> community</sup>: user-guide/concepts/model-providers/clova-studio.md
- FireworksAI<sup> community</sup>: user-guide/concepts/model-providers/fireworksai.md
- Nebius Token Factory<sup> community</sup>: user-guide/concepts/model-providers/nebius-token-factory.md
- xAI<sup> community</sup>: user-guide/concepts/model-providers/xai.md
- Streaming:
- Overview: user-guide/concepts/streaming/index.md
- Async Iterators: user-guide/concepts/streaming/async-iterators.md
- Callback Handlers: user-guide/concepts/streaming/callback-handlers.md
- Multi-agent:
- Agent2Agent (A2A): user-guide/concepts/multi-agent/agent-to-agent.md
- Agents as Tools: user-guide/concepts/multi-agent/agents-as-tools.md
- Swarm: user-guide/concepts/multi-agent/swarm.md
- Graph: user-guide/concepts/multi-agent/graph.md
- Workflow: user-guide/concepts/multi-agent/workflow.md
- Multi-agent Patterns: user-guide/concepts/multi-agent/multi-agent-patterns.md
- Interrupts: user-guide/concepts/interrupts.md
- Bidirectional Streaming:
- Quickstart: user-guide/concepts/bidirectional-streaming/quickstart.md
- BidiAgent: user-guide/concepts/bidirectional-streaming/agent.md
- Models:
- Nova Sonic: user-guide/concepts/bidirectional-streaming/models/nova_sonic.md
- Gemini Live: user-guide/concepts/bidirectional-streaming/models/gemini_live.md
- OpenAI Realtime: user-guide/concepts/bidirectional-streaming/models/openai_realtime.md
- IO: user-guide/concepts/bidirectional-streaming/io.md
- Events: user-guide/concepts/bidirectional-streaming/events.md
- Interruptions: user-guide/concepts/bidirectional-streaming/interruption.md
- Hooks: user-guide/concepts/bidirectional-streaming/hooks.md
- Session Management: user-guide/concepts/bidirectional-streaming/session-management.md
- Experimental:
- AgentConfig: user-guide/concepts/experimental/agent-config.md
- Safety & Security:
- Responsible AI: user-guide/safety-security/responsible-ai.md
- Guardrails: user-guide/safety-security/guardrails.md
- Prompt Engineering: user-guide/safety-security/prompt-engineering.md
- PII Redaction: user-guide/safety-security/pii-redaction.md
- Observability & Debugging:
- Observability: user-guide/observability-evaluation/observability.md
- Metrics: user-guide/observability-evaluation/metrics.md
- Traces: user-guide/observability-evaluation/traces.md
- Logs: user-guide/observability-evaluation/logs.md
- Strands Evals SDK:
- Getting Started: user-guide/evals-sdk/quickstart.md
- Eval SOP: user-guide/evals-sdk/eval-sop.md
- Evaluators:
- Overview: user-guide/evals-sdk/evaluators/index.md
- Output: user-guide/evals-sdk/evaluators/output_evaluator.md
- Trajectory: user-guide/evals-sdk/evaluators/trajectory_evaluator.md
- Interactions: user-guide/evals-sdk/evaluators/interactions_evaluator.md
- Helpfulness: user-guide/evals-sdk/evaluators/helpfulness_evaluator.md
- Faithfulness: user-guide/evals-sdk/evaluators/faithfulness_evaluator.md
- Goal Success Rate: user-guide/evals-sdk/evaluators/goal_success_rate_evaluator.md
- Tool Selection Accuracy: user-guide/evals-sdk/evaluators/tool_selection_evaluator.md
- Tool Parameter Accuracy: user-guide/evals-sdk/evaluators/tool_parameter_evaluator.md
- Custom: user-guide/evals-sdk/evaluators/custom_evaluator.md
- Experiment Generator: user-guide/evals-sdk/experiment_generator.md
- Simulators:
- Overview: user-guide/evals-sdk/simulators/index.md
- User Simulation: user-guide/evals-sdk/simulators/user_simulation.md
- How-To Guides:
- Experiment Management: user-guide/evals-sdk/how-to/experiment_management.md
- Serialization: user-guide/evals-sdk/how-to/serialization.md
- Deploy:
- Operating Agents in Production: user-guide/deploy/operating-agents-in-production.md
- Amazon Bedrock AgentCore:
- Overview: user-guide/deploy/deploy_to_bedrock_agentcore/index.md
- Python: user-guide/deploy/deploy_to_bedrock_agentcore/python.md
- TypeScript: user-guide/deploy/deploy_to_bedrock_agentcore/typescript.md
- AWS Lambda<sup> new</sup>: user-guide/deploy/deploy_to_aws_lambda.md
- AWS Fargate: user-guide/deploy/deploy_to_aws_fargate.md
- AWS App Runner: user-guide/deploy/deploy_to_aws_apprunner.md
- Amazon EKS: user-guide/deploy/deploy_to_amazon_eks.md
- Amazon EC2: user-guide/deploy/deploy_to_amazon_ec2.md
- Docker:
- Overview: user-guide/deploy/deploy_to_docker/index.md
- Python: user-guide/deploy/deploy_to_docker/python.md
- TypeScript: user-guide/deploy/deploy_to_docker/typescript.md
- Kubernetes: user-guide/deploy/deploy_to_kubernetes.md
- Terraform: user-guide/deploy/deploy_to_terraform.md
- Versioning & Support: user-guide/versioning-and-support.md
- Examples:
- Overview: examples/README.md
- CLI Reference Agent Implementation: examples/python/cli-reference-agent.md
- Weather Forecaster: examples/python/weather_forecaster.md
- Memory Agent: examples/python/memory_agent.md
- File Operations: examples/python/file_operations.md
- Agents Workflows: examples/python/agents_workflows.md
- Knowledge-Base Workflow: examples/python/knowledge_base_agent.md
- Structured Output: examples/python/structured_output.md
- Multi Agents: examples/python/multi_agent_example/multi_agent_example.md
- Cyclic Graph: examples/python/graph_loops_example.md
- Meta Tooling: examples/python/meta_tooling.md
- MCP: examples/python/mcp_calculator.md
- Multi-modal: examples/python/multimodal.md
- Community:
- Community Catalog: community/community-packages.md
- Get Featured: community/get-featured.md
- Integrations:
- AG-UI: community/integrations/ag-ui.md
- Model Providers:
- Cohere: community/model-providers/cohere.md
- CLOVA Studio: community/model-providers/clova-studio.md
- Fireworks AI: community/model-providers/fireworksai.md
- Nebius Token Factory: community/model-providers/nebius-token-factory.md
- NVIDIA NIM: community/model-providers/nvidia-nim.md
- SGLang: community/model-providers/sglang.md
- vLLM: community/model-providers/vllm.md
- MLX: community/model-providers/mlx.md
- xAI: community/model-providers/xai.md
- Session Managers:
- Amazon AgentCore Memory: community/session-managers/agentcore-memory.md
- Valkey/Redis: community/session-managers/strands-valkey-session-manager.md
- Tool Protocols:
- UTCP: community/tools/utcp.md
- Tools:
- deepgram: community/tools/strands-deepgram.md
- hubspot: community/tools/strands-hubspot.md
- teams: community/tools/strands-teams.md
- telegram: community/tools/strands-telegram.md
- telegram-listener: community/tools/strands-telegram-listener.md
- Contribute ❤️:
- Overview: contribute/index.md
- Contribution Types:
- SDK: contribute/contributing/core-sdk.md
- Documentation: contribute/contributing/documentation.md
- Feature Proposals: contribute/contributing/feature-proposals.md
- Extensions: contribute/contributing/extensions.md
- Python API: []
- TypeScript API: api-reference/typescript/index.html
exclude_docs: |
node_modules
.venv
_dependencies
!.lycheeignore
plugins:
- search
- privacy
- macros:
module_name: macros
- mike:
alias_type: symlink
canonical_version: latest
- mkdocstrings:
handlers:
python:
options:
docstring_style: google
show_root_heading: true
show_source: true
- llmstxt:
full_output: llms-full.txt
sections:
User Guide:
- README.md
- user-guide/**/*.md
Community:
- community/**/*.md
Examples:
- examples/**/*.md
Python API:
- docs/api-reference/python/**/*.md
TypeScript API:
- docs/api-reference/typescript/*.html
hooks:
- build-ts-docs.py
- build-py-docs.py
extra:
social:
- icon: fontawesome/brands/github
version:
provider: mike
# Variables
docs_repo: https://github.com/strands-agents/docs/tree/main
sdk_pypi: https://pypi.org/project/strands-agents/
sdk_repo: https://github.com/strands-agents/sdk-python/blob/main
py_sdk_repo_home: https://github.com/strands-agents/sdk-python/blob/main
ts_sdk_repo_home: https://github.com/strands-agents/sdk-typescript/blob/main
tools_pypi: https://pypi.org/project/strands-agents-tools/
tools_repo: https://github.com/strands-agents/tools/blob/main
tools_repo_home: https://github.com/strands-agents/tools
agent_builder_pypi: https://pypi.org/project/strands-agents-builder/
agent_builder_repo_home: https://github.com/strands-agents/agent-builder
link_strands_tools: "[`strands-agents-tools`](https://github.com/strands-agents/tools)"
link_strands_builder: "[`strands-agents-builder`](https://github.com/strands-agents/agent-builder)"
community_contribution_banner: |
!!! info "Community Contribution"
This is a community-maintained package that is not owned or supported by the Strands team. Validate and review
the package before using it in your project.
Have your own integration? [We'd love to add it here too!](https://github.com/strands-agents/docs/issues/new?assignees=&labels=enhancement&projects=&template=content_addition.yml&title=%5BContent+Addition%5D%3A+)
validation:
nav:
omitted_files: info
not_found: warn
absolute_links: warn
links:
not_found: warn
anchors: warn
absolute_links: warn
unrecognized_links: warn