Strands Agents

A model-driven approach to building AI agents in just a few lines of code.

Documentation ◆ Samples ◆ MCP Server ◆ Discord

Strands Agents is an open-source SDK for building and running AI agents in Python and TypeScript. Choose Strands when you would otherwise write your own agent loop: it runs in your process with no hosted control plane, and it covers the jobs a hand-rolled loop grows into. In one SDK you get [lifecycle controls](https://strandsagents.com/docs/user-guide/concepts/agents/agent-loop/) (turn limits, token budgets, cancellation, stop reasons), [tools](https://strandsagents.com/docs/user-guide/concepts/tools/) and [structured output](https://strandsagents.com/docs/user-guide/concepts/agents/structured-output/), [MCP](https://strandsagents.com/docs/user-guide/concepts/tools/mcp-tools/), [multi-agent patterns](https://strandsagents.com/docs/user-guide/concepts/multi-agent/multi-agent-patterns/), [memory](https://strandsagents.com/docs/user-guide/concepts/memory/overview/) and [sessions](https://strandsagents.com/docs/user-guide/concepts/agents/session-management/), [model portability](https://strandsagents.com/docs/user-guide/concepts/model-providers/), [streaming](https://strandsagents.com/docs/user-guide/concepts/streaming/), [guardrails](https://strandsagents.com/docs/user-guide/safety-security/guardrails/), [tracing](https://strandsagents.com/docs/user-guide/observability-evaluation/observability/), and [evals](https://strandsagents.com/docs/user-guide/evals-sdk/quickstart/). Using a coding agent? Load the [Strands skill](.agents/skills/strands/) for framework selection, scaffolding, tools, MCP integration, and LangGraph migrations. Claude Code discovers it automatically in this repository through `.claude/skills/strands`; in another repository, copy or symlink the same folder to `.claude/skills/strands`. This monorepo contains Strands harness, the Python and TypeScript SDKs, the documentation site, and supporting packages: | Directory | Description | |-----------|-------------| | [`harness-py/`](harness-py/) | Python Strands harness: fully assembled agent via `create_harness()` ([PyPI](https://pypi.org/project/strands-harness/) · [docs](https://strandsagents.com/docs/user-guide/harness/)) | | [`harness-ts/`](harness-ts/) | TypeScript Strands harness: fully assembled agent via `createHarness()` ([npm](https://www.npmjs.com/package/@strands-agents/harness) · [docs](https://strandsagents.com/docs/user-guide/harness/)) | | [`strands-cli/`](strands-cli/) | `strands` CLI: prototype and chat with a harness agent from the terminal ([npm](https://www.npmjs.com/package/@strands-agents/cli)) | | `strands-py/` | Python SDK: agent loop, model providers, tools ([PyPI](https://pypi.org/project/strands-agents/) · [releases](https://github.com/strands-agents/harness-sdk/releases?q=python%2F&expanded=false)) | | `strands-ts/` | TypeScript SDK: agent loop, model providers, tools ([npm](https://www.npmjs.com/package/@strands-agents/sdk) · [releases](https://github.com/strands-agents/harness-sdk/releases?q=typescript%2F&expanded=false)) | | `site/` | Source for the [strandsagents.com](https://strandsagents.com) documentation site (Astro/Starlight) | | `team/` | Governance and cross-SDK process docs (tenets, decisions, PR & compatibility guidelines, and `designs/` proposals) | ## Why Strands Build an agent harness. Control it end-to-end. - **Build your way.** Any model, any cloud. Context management, execution limits, and observability built in before you write a line of config. Swap backends when you scale; your code stays the same. - **Model agnostic.** First-class support for Amazon Bedrock, Anthropic, OpenAI, and Gemini, plus [many more providers](https://strandsagents.com/docs/user-guide/concepts/model-providers/) and custom ones. - **Stay in control.** The agent loop traces every decision by default. Hooks let you intercept any step to log it, validate it, or redirect it. - **Deliver outcomes that work.** Guardrails catch mistakes before they run. Steering handlers let agents correct themselves instead of failing silently. MCP, streaming, multi-agent patterns, and structured output are all built in. ## Quick Start The easiest way to get started is with **[Strands harness](https://strandsagents.com/docs/user-guide/harness/)**, a fully assembled, state-of-the-art agent. A single `create_harness()` (Python) or `createHarness()` (TypeScript) call gives you an optimized agent with benchmarked defaults for the model, tools, memory, sessions, and context management — ready to take from idea to production. Follow the [harness quickstart](https://strandsagents.com/docs/user-guide/harness/quickstart/), or see the [Python Strands harness](harness-py/) and [TypeScript Strands harness](harness-ts/) packages to get started. ### Python ```bash pip install strands-harness ``` ```python from strands_harness import create_harness agent = create_harness() agent("Find the slowest test in this repo and explain why it's slow") ``` ### TypeScript ```bash npm install @strands-agents/harness ``` ```typescript import { createHarness } from '@strands-agents/harness' const agent = await createHarness() await agent.invoke("Find the slowest test in this repo and explain why it's slow") ``` Start here to get a batteries-included agent, then drop down to the SDKs below when you want to own the agent loop and wire up tools, model providers, and memory yourself. The [harness configuration reference](https://strandsagents.com/docs/user-guide/harness/reference/configuration/) documents every default you can override. The [Quickstart Guide](https://strandsagents.com/docs/user-guide/quickstart/overview/) covers configuring providers (Amazon Bedrock, Anthropic, OpenAI, Gemini, Ollama, and more). ## Working with the SDK The Strands Harness SDK lets you go deeper and control every part of the agent: the loop, tools, model providers, memory, sessions, and hooks. You can dive into the SDK after working with Strands harness or if you prefer building your own harness from the ground up when the assembled defaults aren't enough. ### Python Requires Python 3.10+: ```bash pip install strands-agents strands-agents-tools ``` ```python from strands import Agent from strands_tools import calculator agent = Agent(tools=[calculator]) agent("What is the square root of 1764") ``` The [Python SDK README](strands-py/) covers tools, model providers, MCP, and bidirectional streaming. ### TypeScript Requires Node.js 22+: ```bash npm install @strands-agents/sdk ``` ```typescript import { Agent } from '@strands-agents/sdk' const agent = new Agent() const result = await agent.invoke('What is the square root of 1764?') console.log(result) ``` More in the [TypeScript SDK README](strands-ts/), including Zod-typed tools, structured output, and multi-agent patterns. ## Documentation For detailed guidance & examples, explore our documentation: - [User Guide](https://strandsagents.com/) - [Strands Harness Guide](https://strandsagents.com/docs/user-guide/harness/) ([quickstart](https://strandsagents.com/docs/user-guide/harness/quickstart/) · [configuration reference](https://strandsagents.com/docs/user-guide/harness/reference/configuration/)) - [Quick Start Guide](https://strandsagents.com/docs/user-guide/quickstart/overview/) - [Agent Loop](https://strandsagents.com/docs/user-guide/concepts/agents/agent-loop/) - [Examples](https://strandsagents.com/docs/examples/) - API Reference: [Python](https://strandsagents.com/docs/api/python/strands.agent.agent/) · [TypeScript](https://strandsagents.com/docs/api/typescript/) - [Production & Deployment Guide](https://strandsagents.com/docs/user-guide/deploy/operating-agents-in-production/) The docs themselves live in this monorepo under [`site/`](site/), and doc PRs are welcome alongside code changes. ## Development Git operations (commits, branches, PRs) are done from the repo root. Each package has its own toolchain: **Python SDK** (`strands-py/`): ```bash cd strands-py pip install hatch hatch test # run unit tests hatch fmt # format & lint ``` **TypeScript SDK** (`strands-ts/`): ```bash npm ci # install from repo root npm run build # build npm test # run unit tests ``` **Documentation site** (`site/`): ```bash cd site npm install npm run dev # local dev server at http://localhost:4321/ ``` ## Contributing ❤️ We welcome contributions! See our [Contributing Guide](CONTRIBUTING.md) for details on: - Reporting bugs & features - Development setup - Contributing via Pull Requests - Code of Conduct - Reporting of security issues ## Stay in touch with the team Come meet the Strands team and other users on [**Discord**](https://discord.com/invite/strands) ## License This project is licensed under the Apache License 2.0 - see the [LICENSE.APACHE](LICENSE.APACHE) file for details. ## Security See [CONTRIBUTING](CONTRIBUTING.md#security-issue-notifications) for more information.