url: "https://github.com/anthropics/claude-cookbooks"
title: "GitHub - anthropics/claude-cookbooks: A collection of notebooks/recipes showcasing some fun and effective ways of using Claude. · GitHub"
date_saved: 2026-04-16
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GitHub - anthropics/claude-cookbooks: A collection of notebooks/recipes showcasing some fun and effective ways of using Claude. · GitHub
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anthropics / claude-cookbooks Public Notifications You must be signed in to change notification settings Fork 4.5k Star 40.6k Code Issues 21 Pull requests 102 Actions Projects Security and quality 0 Insights Additional navigation options Code Issues Pull requests Actions Projects Security and quality Insights anthropics/claude-cookbooks main Branches Tags Go to file Code Open more actions menu Folders and files Name Name Last commit message Last commit date Latest commit History 541 Commits 541 Commits .claude .claude .github .github anthropic_cookbook anthropic_cookbook capabilities capabilities claude_agent_sdk claude_agent_sdk coding coding extended_thinking extended_thinking finetuning finetuning images images managed_agents managed_agents misc misc multimodal multimodal observability observability patterns/ agents patterns/ agents scripts scripts skills skills tests tests third_party third_party tool_evaluation tool_evaluation tool_use tool_use .env.example .env.example .gitignore .gitignore .pre-commit-config.yaml .pre-commit-config.yaml CLAUDE.md CLAUDE.md CONTRIBUTING.md CONTRIBUTING.md LICENSE LICENSE Makefile Makefile README.md README.md authors.yaml authors.yaml lychee.toml lychee.toml pyproject.toml pyproject.toml registry.yaml registry.yaml requirements-dev.txt requirements-dev.txt tox.ini tox.ini uv.lock uv.lock uv.toml uv.toml View all files Repository files navigation README Contributing MIT license Claude Cookbooks The Claude Cookbooks provide code and guides designed to help developers build with Claude, offering copy-able code snippets that you can easily integrate into your own projects. Prerequisites To make the most of the examples in this cookbook, you'll need a Claude API key ( While the code examples are primarily written in Python, the concepts can be adapted to any programming language that supports interaction with the Claude API. If you're new to working with the Claude API, we recommend starting with our Claude API Fundamentals course to get a solid foundation. Explore Further Looking for more resources to enhance your experience with Claude and AI assistants? Check out these helpful links: Anthropic developer documentation Anthropic support docs Anthropic Discord community Contributing The Claude Cookbooks thrives on the contributions of the developer community. We value your input, whether it's submitting an idea, fixing a typo, adding a new guide, or improving an existing one. By contributing, you help make this resource even more valuable for everyone. To avoid duplication of efforts, please review the existing issues and pull requests before contributing. If you have ideas for new examples or guides, share them on the issues page . Table of recipes Capabilities Classification : Explore techniques for text and data classification using Claude. Retrieval Augmented Generation : Learn how to enhance Claude's responses with external knowledge. Summarization : Discover techniques for effective text summarization with Claude. Tool Use and Integration Tool use : Learn how to integrate Claude with external tools and functions to extend its capabilities. Customer service agent Calculator integration SQL queries Third-Party Integrations Retrieval augmented generation : Supplement Claude's knowledge with external data sources. Vector databases (Pinecone) Wikipedia Web pages Embeddings with Voyage AI Multimodal Capabilities Vision with Claude : Getting started with images Best practices for vision Interpreting charts and graphs Extracting content from forms Generate images with Claude : Use Claude with Stable Diffusion for image generation. Advanced Techniques Sub-agents : Learn how to use Haiku as a sub-agent in combination with Opus. Upload PDFs to Claude : Parse and pass PDFs as text to Claude. Automated evaluations : Use Claude to automate the prompt evaluation process. Enable JSON mode : Ensure consistent JSON output from Claude. Create a moderation filter : Use Claude to create a content moderation filter for your application. Prompt caching : Learn techniques for efficient prompt caching with Claude. Additional Resources Anthropic on AWS : Explore examples and solutions for using Claude on AWS infrastructure. AWS Samples : A collection of code samples from AWS which can be adapted for use with Claude. Note that some samples may require modification to work optimally with Claude. About A collection of notebooks/recipes showcasing some fun and effective ways of using Claude. Resources Readme License MIT license Contributing Contributing Uh oh! There was an error while loading. Please reload this page . Activity Custom properties Stars 40.6k stars Watchers 527 watching Forks 4.5k forks Report repository Releases No releases published Packages 0 Uh oh! There was an error while loading. Please reload this page . Uh oh! There was an error while loading. Please reload this page . Contributors Uh oh! There was an error while loading. Please reload this page . Languages Jupyter Notebook 95.7% Python 4.3%