Claude Cookbook

Reduce latency and token consumption by letting Claude write code that calls tools programmatically in the code execution environment.

Scale Claude applications to thousands of tools using semantic embeddings for dynamic tool discovery.

Manage context limits in long-running agentic workflows by automatically compressing conversation history.

Build a low-latency voice assistant using ElevenLabs for speech-to-text and text-to-speech combined with Claude.

Give Claude a crop tool to zoom into image regions for detailed analysis of charts, documents, and diagrams.

Guide to prompting Claude for distinctive, polished frontend designs avoiding generic aesthetics.

Build financial dashboards and portfolio analytics using Claude's Excel, PowerPoint, PDF skills.

Create, deploy, and manage custom skills extending Claude with specialized organizational workflows.

Create documents, analyze data, automate workflows with Claude's Excel, PowerPoint, PDF skills.

Build a research agent using Claude Code SDK with WebSearch for autonomous research.

Build multi-agent systems with subagents, hooks, output styles, and plan mode features.

Connect agents to external systems via MCP servers for GitHub monitoring and CI workflows.

Run parallel agent evaluations on tools independently from evaluation task files.

Programmatically access and analyze your Claude API usage and cost data via Admin API.

Build AI agents with persistent memory using Claude's memory tool and context editing.

Reduce time-to-first-token by warming cache speculatively while users formulate their queries.

Enable parallel tool calls on Claude 3.7 Sonnet using batch tool meta-pattern workaround.

Use Claude's extended thinking for transparent step-by-step reasoning with budget management.

Combine extended thinking with tools for transparent reasoning during multi-step workflows.

Three simple multi-LLM workflow patterns trading cost or latency for improved performance.

Workflow pattern using one LLM for generation and another for evaluation feedback loop.

Central LLM dynamically delegates tasks to worker LLMs and synthesizes their combined results.

Process large volumes of Claude requests asynchronously with 50% cost reduction using batches.

Convert natural language queries to SQL using RAG, chain-of-thought, and self-improvement techniques.

Improve RAG accuracy by adding context to chunks before embedding with prompt caching.

Step-by-step guide to finetuning Claude 3 Haiku on Amazon Bedrock for custom tasks.

Generate synthetic test cases to evaluate and improve your Claude prompt templates effectively.

Cache and reuse prompt context for cost savings and faster responses with detailed instructions.

Comprehensive guide to summarizing legal documents with evaluation and advanced techniques.

Build and optimize RAG systems with Claude using summary indexing and reranking techniques.

Build classification systems with Claude using RAG and chain-of-thought for insurance tickets.

Control how Claude selects tools using tool_choice parameter for forced or auto selection.

Combine Claude's vision with tools to extract structured data from images like nutrition labels.

Generate longer responses beyond max_tokens limit using prefill technique with message continuation.

Tips and techniques for optimal image processing performance with Claude's vision capabilities.

Create validated tools using Pydantic models for type-safe Claude tool use interactions.

Transcribe audio with Deepgram and generate interview questions using Claude for preparation.

Integrate Wolfram Alpha LLM API as Claude tool for computational queries and answers.

Provide Claude with calculator tool for arithmetic operations and mathematical problem solving.

Build customer service chatbot with Claude using tools for customer lookup and order management.

Extract structured JSON data from various inputs using Claude's tool use capabilities.

Prompt engineering tool that generates starting prompts for your tasks to solve blank-page problem.

Enable Claude to provide detailed source citations when answering document-based questions for verification.

Build RAG agents with Claude 3 using LangChain v1's updated agent framework patterns.

Fetch and summarize web page content using Claude 3 Haiku via URL extraction.

Analyze financial reports using Haiku sub-agents for extraction and Opus for synthesis.

Use LlamaIndex's Anthropic MultiModal LLM abstraction for image understanding and reasoning.

Build chatbot RAG system with Claude and MongoDB using tech news as knowledge base.

Build robust evaluation systems to measure and improve Claude's performance on key metrics.

Build customizable content moderation filters by defining rules and categories in prompts.

Get reliable JSON output from Claude using effective prompting techniques without constrained sampling.

Generate SQL queries from natural language questions using Claude with database schema context.

Tutorial on passing images to Claude 3 API for vision-based text analysis.

Extract and structure unstructured text from images and PDFs using Claude 3's vision.

Extract insights from charts, graphs, and presentations using Claude's vision analysis capabilities.

Build RAG for large document collections using DocumentAgents with ReAct Agent pattern.

Create ReAct agents with LlamaIndex for tool-based reasoning and action workflows.

Build basic RAG pipeline with LlamaIndex for document retrieval and question answering.

Route queries to different indices using LlamaIndex RouterQueryEngine for multi-document search.

Decompose complex queries into sub-questions across multiple documents using LlamaIndex engine.

Connect Claude with Pinecone vector database for retrieval-augmented generation and semantic search.

Process and summarize PDF documents using Claude API with text extraction and encoding.

Legacy notebook showing iterative Wikipedia searches with Claude 2 for research workflows.