The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
Install
$
pip install strands-agents-toolsInstall command taken from the project's README or registry entry. Always review code before running it.
README excerpt
Read full README on GitHub →Strands Agents Tools
A model-driven approach to building AI agents in just a few lines of code.
Documentation
◆ Samples
◆ Python SDK
◆ Tools
◆ Agent Builder
◆ MCP Server
Strands Agents Tools is a community-driven project that provides a powerful set of tools for your agents to use. It bridges the gap between large language models and practical applications by offering ready-to-use tools for file operations, system execution, API interactions, mathematical operations, and more.
✨ Features
- 📁 File Operations - Read, write, and edit files with syntax highlighting and intelligent modifications
- 🖥️ Shell Integration - Execute and interact with shell commands securely
- 🧠 Memory - Store user and agent memories across agent runs to provide personalized experiences with both Mem0, Amazon Bedrock Knowledge Bases, Elasticsearch, and MongoDB Atlas
- 🕸️ Web Infrastructure - Perform web searches, extract page content, and crawl websites with Tavily and Exa-powered tools
- 🌐 HTTP Client - Make API requests with comprehensive authentication support
- 💬 Slack Client - Real-time Slack events, message processing, and Slack API access
- 🐍 Python Execution - Run Python code snippets with state persistence, user confirmation for code execution, and safety features
- 🧮 Mathematical Tools - Perform advanced calculations with symbolic math capabilities
- ☁️ AWS Integration - Seamless access to AWS services
- 🖼️ Image Processing - Generate and process images for AI applications
- 🎥 Video Processing - Use models and agents to generate dynamic videos
- 🎙️ Audio Output - Enable models to generate audio and speak
- 🔄 Environment Management - Handle environment variables safely
- 📝 Journaling - Create and manage structured logs and journals
- ⏱️ Task Scheduling - Schedule and manage cron jobs
- 🧠 Advanced Reasoning - Tools for complex thinking and reasoning capabilities
- 🐝 Swarm Intelligence - Coordinate multiple AI agents for parallel problem solving with shared memory
- 🤖 Agent as Tool - Create nested agent instances with model switching support for multi-model workflows and specialized sub-tasks
- 🔗 Multi-Agent Graph - Create and manage deterministic DAG-based multi-agent pipelines with output propagation and per-node model configuration
- 🔌 Dynamic MCP Client - ⚠️ Dynamically connect to external MCP servers and load remote tools (use with caution - see security warnings)
- 🔄 Multiple Tools per Turn - Call several other tools from one model response with Batch Tool
- 🔍 Browser Tool - Tool giving an agent access to perform automated actions on a browser (chromium)
- 📈 Diagram - Create AWS cloud diagrams, basic diagrams, or UML diagrams using python libraries
- 📰 RSS Feed Manager - Subscribe, fetch, and process RSS feeds with content filtering and persistent storage
- 🖱️ Computer Tool - Automate desktop actions including mouse movements, keyboard input, screenshots, and application management
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