About this project
Strands Agents is an open-source SDK for building and running AI agents in Python and TypeScript. It is positioned as an alternative to writing your own agent loop: it runs in your process with no hosted control plane, and bundles the capabilities a hand-rolled loop tends to accumulate.
Core capabilities described in the README:
- Lifecycle controls: turn limits, token budgets, cancellation, stop reasons.
- Tools and structured output, plus MCP (Model Context Protocol) integration.
- Multi-agent patterns, memory and session management.
- Model portability: first-class support for Amazon Bedrock, Anthropic, OpenAI and Gemini, plus additional providers and custom ones.
- Streaming, guardrails, tracing/observability and an evals SDK.
- Hooks that let you intercept agent-loop steps to log, validate or redirect them.
Repository layout (monorepo):
- harness-py/ — Python harness, a fully assembled agent via create_harness(), published on PyPI as strands-harness.
- harness-ts/ — TypeScript harness via createHarness(), published on npm as @strands-agents/harness.
- strands-cli/ — a strands CLI for prototyping and chatting with a harness agent from the terminal (npm @strands-agents/cli).
- strands-py/ — Python SDK with the agent loop, model providers and tools (PyPI strands-agents).
- strands-ts/ — TypeScript SDK (npm @strands-agents/sdk).
- site/ — source for the strandsagents.com documentation site (Astro/Starlight).
- team/ — governance and cross-SDK process docs, including design proposals.
Quick start paths: the harness route uses pip install strands-harness with create_harness(), or npm install @strands-agents/harness with createHarness(), to get an agent with defaults for model, tools, memory, sessions and context management. The SDK route uses pip install strands-agents strands-agents-tools (Python 3.10+) or npm install @strands-agents/sdk (Node.js 22+) to own the agent loop and wire up tools and providers yourself. A configuration reference documents overridable harness defaults.
Development: Python package uses hatch (hatch test, hatch fmt); TypeScript uses npm ci, npm run build, npm test; the docs site runs with npm run dev on localhost:4321. Licensed under Apache 2.0. Documentation, samples, an MCP server and a Discord community are linked from the README.
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