registry_schema.json

title: Giving Claude a crop tool for better image analysis description: Give Claude a crop tool to zoom into image regions for detailed analysis of charts, documents, and diagrams. path: multimodal/crop_tool.ipynb authors:
- nadine-anthropic date: '2025-11-22' categories:
- Multimodal
- Tools
title: Programmatic tool calling (PTC) description: Reduce latency and token consumption by letting Claude write code that calls tools programmatically in the code execution environment. path: tool_use/programmatic_tool_calling_ptc.ipynb authors:
- PedramNavid date: '2025-11-24' categories:
- Tools
title: Tool search with embeddings description: Scale Claude applications to thousands of tools using semantic embeddings for dynamic tool discovery. path: tool_use/tool_search_with_embeddings.ipynb authors:
- henrykeetay date: '2025-11-24' categories:
- Tools
- RAG & Retrieval
title: Automatic context compaction description: Manage context limits in long-running agentic workflows by automatically compressing conversation history. path: tool_use/automatic-context-compaction.ipynb authors:
- PedramNavid date: '2025-11-24' categories:
- Tools
- Agent Patterns
title: Low latency voice assistant with ElevenLabs description: Build a low-latency voice assistant using ElevenLabs for speech-to-text and text-to-speech combined with Claude. path: third_party/ElevenLabs/low_latency_stt_claude_tts.ipynb authors:
- Adriaan-ANT date: '2025-11-24' categories:
- Integrations
title: Prompting for frontend aesthetics description: Guide to prompting Claude for distinctive, polished frontend designs avoiding generic aesthetics. path: coding/prompting_for_frontend_aesthetics.ipynb authors:
- rgb-prithvi date: '2025-10-21' categories:
- Responses
- Skills
title: Classification with Claude description: Build classification systems with Claude using RAG and chain-of-thought for insurance tickets. path: capabilities/classification/guide.ipynb authors:
- GarvanD date: '2024-05-19' categories:
- RAG & Retrieval
title: Enhancing RAG with contextual retrieval description: Improve RAG accuracy by adding context to chunks before embedding with prompt caching. path: capabilities/contextual-embeddings/guide.ipynb authors:
- Anthropic date: '2024-09-13' categories:
- RAG & Retrieval
title: Retrieval augmented generation description: Build and optimize RAG systems with Claude using summary indexing and reranking techniques. path: capabilities/retrieval_augmented_generation/guide.ipynb authors:
- Anthropic date: '2024-07-02' categories:
- RAG & Retrieval
title: Summarization with Claude description: Comprehensive guide to summarizing legal documents with evaluation and advanced techniques. path: capabilities/summarization/guide.ipynb authors:
- Briiick date: '2024-08-07' categories:
- RAG & Retrieval
- Responses
title: Text to SQL with Claude description: Convert natural language queries to SQL using RAG, chain-of-thought, and self-improvement techniques. path: capabilities/text_to_sql/guide.ipynb authors:
- maheshmurag date: '2024-09-23' categories:
- RAG & Retrieval
title: The one-liner research agent description: Build a research agent using Claude Code SDK with WebSearch for autonomous research. path: claude_agent_sdk/00_The_one_liner_research_agent.ipynb authors:
- JiriDeJonghe date: '2025-09-12' categories:
- Claude Agent SDK
- Agent Patterns
title: The chief of staff agent description: Build multi-agent systems with subagents, hooks, output styles, and plan mode features. path: claude_agent_sdk/01_The_chief_of_staff_agent.ipynb authors:
- JiriDeJonghe date: '2025-09-12' categories:
- Claude Agent SDK
- Agent Patterns
title: The observability agent description: Connect agents to external systems via MCP servers for GitHub monitoring and CI workflows. path: claude_agent_sdk/02_The_observability_agent.ipynb authors:
- JiriDeJonghe date: '2025-09-12' categories:
- Claude Agent SDK
- Agent Patterns
title: Extended thinking description: Use Claude's extended thinking for transparent step-by-step reasoning with budget management. path: extended_thinking/extended_thinking.ipynb authors:
- alexalbertt date: '2025-02-24' categories:
- Thinking
title: Extended thinking with tool use description: Combine extended thinking with tools for transparent reasoning during multi-step workflows. path: extended_thinking/extended_thinking_with_tool_use.ipynb authors:
- alexalbertt date: '2025-02-24' categories:
- Thinking
- Tools
title: Finetuning Claude 3 Haiku on Bedrock description: Step-by-step guide to finetuning Claude 3 Haiku on Amazon Bedrock for custom tasks. path: finetuning/finetuning_on_bedrock.ipynb authors:
- davidhershey date: '2024-08-19' categories:
- Fine-Tuning
title: Batch processing with Message Batches API description: Process large volumes of Claude requests asynchronously with 50% cost reduction using batches. path: misc/batch_processing.ipynb authors:
- alexalbertt date: '2024-10-08' categories:
- Responses
title: Building evals description: Build robust evaluation systems to measure and improve Claude's performance on key metrics. path: misc/building_evals.ipynb authors:
- alexalbertt date: '2024-03-03' categories:
- Evals
title: Building a moderation filter with Claude description: Build customizable content moderation filters by defining rules and categories in prompts. path: misc/building_moderation_filter.ipynb authors:
- alexalbertt date: '2024-03-03' categories:
- Responses
title: Generate synthetic test data for your prompt template description: Generate synthetic test cases to evaluate and improve your Claude prompt templates effectively. path: misc/generate_test_cases.ipynb authors:
- Anthropic date: '2024-08-16' categories:
- Evals
title: Prompting Claude for "JSON mode" description: Get reliable JSON output from Claude using effective prompting techniques without constrained sampling. path: misc/how_to_enable_json_mode.ipynb authors:
- alexalbertt date: '2024-03-03' categories:
- Responses
title: How to make SQL queries with Claude description: Generate SQL queries from natural language questions using Claude with database schema context. path: misc/how_to_make_sql_queries.ipynb authors:
- alexalbertt date: '2024-03-03' categories:
- RAG & Retrieval
title: Metaprompt description: Prompt engineering tool that generates starting prompts for your tasks to solve blank-page problem. path: misc/metaprompt.ipynb authors:
- Anthropic date: '2024-03-18' categories:
- Responses
title: '"Uploading" PDFs to Claude via the API' description: Process and summarize PDF documents using Claude API with text extraction and encoding. path: misc/pdf_upload_summarization.ipynb authors:
- Anthropic date: '2023-08-15' categories:
- RAG & Retrieval
title: Prompt caching through the Claude API description: Cache and reuse prompt context for cost savings and faster responses with detailed instructions. path: misc/prompt_caching.ipynb authors:
- alexalbertt date: '2024-08-14' categories:
- Responses
title: Session memory compaction description: Manage long-running Claude conversations with instant session memory compaction using background threading and prompt caching. path: misc/session_memory_compaction.ipynb authors:
- jsham042 date: '2025-01-16' categories:
- Agent Patterns
- Responses
title: Summarizing web page content with Claude 3 Haiku description: Fetch and summarize web page content using Claude 3 Haiku via URL extraction. path: misc/read_web_pages_with_haiku.ipynb authors:
- alexalbertt date: '2024-03-13' categories:
- RAG & Retrieval
title: Sampling responses from Claude beyond the max tokens limit description: Generate longer responses beyond max_tokens limit using prefill technique with message continuation. path: misc/sampling_past_max_tokens.ipynb authors:
- Anthropic date: '2024-05-08' categories:
- Responses
title: Speculative prompt caching description: Reduce time-to-first-token by warming cache speculatively while users formulate their queries. path: misc/speculative_prompt_caching.ipynb authors:
- Anthropic date: '2025-05-15' categories:
- Responses
title: Citations description: Enable Claude to provide detailed source citations when answering document-based questions for verification. path: misc/using_citations.ipynb authors:
- Anthropic date: '2024-03-14' categories:
- Responses
- RAG & Retrieval
title: Best practices for using vision with Claude description: Tips and techniques for optimal image processing performance with Claude's vision capabilities. path: multimodal/best_practices_for_vision.ipynb authors:
- alexalbertt date: '2024-05-08' categories:
- Multimodal
title: Getting started - how to pass images into Claude description: Tutorial on passing images to Claude 3 API for vision-based text analysis. path: multimodal/getting_started_with_vision.ipynb authors:
- alexalbertt date: '2024-03-03' categories:
- Multimodal
title: How to transcribe documents with Claude description: Extract and structure unstructured text from images and PDFs using Claude 3's vision. path: multimodal/how_to_transcribe_text.ipynb authors:
- alexalbertt date: '2024-03-03' categories:
- Multimodal
title: Working with charts, graphs, and slide decks description: Extract insights from charts, graphs, and presentations using Claude's vision analysis capabilities. path: multimodal/reading_charts_graphs_powerpoints.ipynb authors:
- alexalbertt date: '2024-03-03' categories:
- Multimodal
title: Using Haiku as a sub-agent description: Analyze financial reports using Haiku sub-agents for extraction and Opus for synthesis. path: multimodal/using_sub_agents.ipynb authors:
- alexalbertt date: '2024-03-13' categories:
- Agent Patterns
title: Usage & cost Admin API cookbook description: Programmatically access and analyze your Claude API usage and cost data via Admin API. path: observability/usage_cost_api.ipynb authors:
- Anthropic date: '2025-08-18' categories:
- Observability
title: Basic workflows description: Three simple multi-LLM workflow patterns trading cost or latency for improved performance. path: patterns/agents/basic_workflows.ipynb authors:
- Anthropic date: '2024-12-19' categories:
- Agent Patterns
title: Evaluator optimizer description: Workflow pattern using one LLM for generation and another for evaluation feedback loop. path: patterns/agents/evaluator_optimizer.ipynb authors:
- Anthropic date: '2024-12-19' categories:
- Agent Patterns
- Evals
title: Orchestrator workers description: Central LLM dynamically delegates tasks to worker LLMs and synthesizes their combined results. path: patterns/agents/orchestrator_workers.ipynb authors:
- Anthropic date: '2024-12-19' categories:
- Agent Patterns
title: Introduction to Claude Skills description: Create documents, analyze data, automate workflows with Claude's Excel, PowerPoint, PDF skills. path: skills/notebooks/01_skills_introduction.ipynb authors:
- zealoushacker date: '2025-10-14' categories:
- Skills
title: Claude Skills for financial applications description: Build financial dashboards and portfolio analytics using Claude's Excel, PowerPoint, PDF skills. path: skills/notebooks/02_skills_financial_applications.ipynb authors:
- zealoushacker date: '2025-10-15' categories:
- Skills
title: Building custom Skills for Claude description: Create, deploy, and manage custom skills extending Claude with specialized organizational workflows. path: skills/notebooks/03_skills_custom_development.ipynb authors:
- zealoushacker date: '2025-10-15' categories:
- Skills
title: Transcribe an audio file with Deepgram & use Anthropic to prepare interview questions! description: Transcribe audio with Deepgram and generate interview questions using Claude for preparation. path: third_party/Deepgram/prerecorded_audio.ipynb authors:
- jpvajda date: '2024-04-10' categories:
- Integrations
- Multimodal
title: RAG pipeline with LlamaIndex description: Build basic RAG pipeline with LlamaIndex for document retrieval and question answering. path: third_party/LlamaIndex/Basic_RAG_With_LlamaIndex.ipynb authors:
- ravi03071991 date: '2024-03-01' categories:
- Integrations
- RAG & Retrieval
title: Multi-document agents description: Build RAG for large document collections using DocumentAgents with ReAct Agent pattern. path: third_party/LlamaIndex/Multi_Document_Agents.ipynb authors:
- ravi03071991 date: '2024-03-02' categories:
- Integrations
- RAG & Retrieval
- Agent Patterns
title: Multi-modal description: Use LlamaIndex's Anthropic MultiModal LLM abstraction for image understanding and reasoning. path: third_party/LlamaIndex/Multi_Modal.ipynb authors:
- ravi03071991 date: '2024-03-08' categories:
- Integrations
- Multimodal
title: ReAct agent description: Create ReAct agents with LlamaIndex for tool-based reasoning and action workflows. path: third_party/LlamaIndex/ReAct_Agent.ipynb authors:
- ravi03071991 date: '2024-03-02' categories:
- Integrations
- Agent Patterns
- Tools
title: RouterQuery engine description: Route queries to different indices using LlamaIndex RouterQueryEngine for multi-document search. path: third_party/LlamaIndex/Router_Query_Engine.ipynb authors:
- ravi03071991 date: '2024-03-01' categories:
- Integrations
- RAG & Retrieval
title: SubQuestionQueryEngine description: Decompose complex queries into sub-questions across multiple documents using LlamaIndex engine. path: third_party/LlamaIndex/SubQuestion_Query_Engine.ipynb authors:
- ravi03071991 date: '2024-03-01' categories:
- Integrations
- RAG & Retrieval
title: How to build a RAG system using Claude 3 and MongoDB description: Build chatbot RAG system with Claude and MongoDB using tech news as knowledge base. path: third_party/MongoDB/rag_using_mongodb.ipynb authors:
- RichmondAlake date: '2024-03-06' categories:
- Integrations
- RAG & Retrieval
title: Claude 3 RAG agents with LangChain v1 description: Build RAG agents with Claude 3 using LangChain v1's updated agent framework patterns. path: third_party/Pinecone/claude_3_rag_agent.ipynb authors:
- james-briggs date: '2024-03-14' categories:
- Integrations
- RAG & Retrieval
- Agent Patterns
title: Retrieval-augmented generation using Pinecone description: Connect Claude with Pinecone vector database for retrieval-augmented generation and semantic search. path: third_party/Pinecone/rag_using_pinecone.ipynb authors:
- alexalbertt date: '2024-02-18' categories:
- Integrations
- RAG & Retrieval
title: Iteratively searching Wikipedia with Claude description: Legacy notebook showing iterative Wikipedia searches with Claude 2 for research workflows. path: third_party/Wikipedia/wikipedia-search-cookbook.ipynb authors:
- Anthropic date: '2023-08-15' categories:
- Integrations
title: Using the Wolfram Alpha LLM API as a tool with Claude description: Integrate Wolfram Alpha LLM API as Claude tool for computational queries and answers. path: third_party/WolframAlpha/using_llm_api.ipynb authors:
- alexalbertt date: '2024-04-03' categories:
- Integrations
- Tools
title: Tool evaluation description: Run parallel agent evaluations on tools independently from evaluation task files. path: tool_evaluation/tool_evaluation.ipynb authors:
- Anthropic date: '2025-09-10' categories:
- Evals
title: Using a calculator tool with Claude description: Provide Claude with calculator tool for arithmetic operations and mathematical problem solving. path: tool_use/calculator_tool.ipynb authors:
- alexalbertt date: '2024-04-03' categories:
- Tools
title: Creating a customer service agent with client-side tools description: Build customer service chatbot with Claude using tools for customer lookup and order management. path: tool_use/customer_service_agent.ipynb authors:
- alexalbertt date: '2024-04-03' categories:
- Tools
- Agent Patterns
title: Extracting structured JSON using Claude and tool use description: Extract structured JSON data from various inputs using Claude's tool use capabilities. path: tool_use/extracting_structured_json.ipynb authors:
- alexalbertt date: '2024-04-03' categories:
- Responses
- Tools
title: Memory & context management with Claude Sonnet 4.5 description: Build AI agents with persistent memory using Claude's memory tool and context editing. path: tool_use/memory_cookbook.ipynb authors:
- zealoushacker date: '2025-05-22' categories:
- Tools
- Agent Patterns
title: Parallel tool calls on Claude 3.7 Sonnet description: Enable parallel tool calls on Claude 3.7 Sonnet using batch tool meta-pattern workaround. path: tool_use/parallel_tools.ipynb authors:
- Anthropic date: '2025-03-05' categories:
- Tools
title: Tool choice description: Control how Claude selects tools using tool_choice parameter for forced or auto selection. path: tool_use/tool_choice.ipynb authors:
- alexalbertt date: '2024-05-15' categories:
- Tools
title: Note-saving tool with Pydantic and Anthropic tool use description: Create validated tools using Pydantic models for type-safe Claude tool use interactions. path: tool_use/tool_use_with_pydantic.ipynb authors:
- alexalbertt date: '2024-04-12' categories:
- Tools
title: Using vision with tools description: Combine Claude's vision with tools to extract structured data from images like nutrition labels. path: tool_use/vision_with_tools.ipynb authors:
- alexalbertt date: '2024-05-15' categories:
- Multimodal
- Tools

title: Giving Claude a crop tool for better image analysis description: Give Claude a crop tool to zoom into image regions for detailed analysis of charts, documents, and diagrams. path: multimodal/crop_tool.ipynb authors:

nadine-anthropic date: '2025-11-22' categories:
Multimodal
Tools

title: Programmatic tool calling (PTC) description: Reduce latency and token consumption by letting Claude write code that calls tools programmatically in the code execution environment. path: tool_use/programmatic_tool_calling_ptc.ipynb authors:

PedramNavid date: '2025-11-24' categories:
Tools

title: Tool search with embeddings description: Scale Claude applications to thousands of tools using semantic embeddings for dynamic tool discovery. path: tool_use/tool_search_with_embeddings.ipynb authors:

henrykeetay date: '2025-11-24' categories:
Tools
RAG & Retrieval

title: Automatic context compaction description: Manage context limits in long-running agentic workflows by automatically compressing conversation history. path: tool_use/automatic-context-compaction.ipynb authors:

PedramNavid date: '2025-11-24' categories:
Tools
Agent Patterns

title: Low latency voice assistant with ElevenLabs description: Build a low-latency voice assistant using ElevenLabs for speech-to-text and text-to-speech combined with Claude. path: third_party/ElevenLabs/low_latency_stt_claude_tts.ipynb authors:

Adriaan-ANT date: '2025-11-24' categories:
Integrations

title: Prompting for frontend aesthetics description: Guide to prompting Claude for distinctive, polished frontend designs avoiding generic aesthetics. path: coding/prompting_for_frontend_aesthetics.ipynb authors:

rgb-prithvi date: '2025-10-21' categories:
Responses
Skills

title: Classification with Claude description: Build classification systems with Claude using RAG and chain-of-thought for insurance tickets. path: capabilities/classification/guide.ipynb authors:

GarvanD date: '2024-05-19' categories:
RAG & Retrieval

title: Enhancing RAG with contextual retrieval description: Improve RAG accuracy by adding context to chunks before embedding with prompt caching. path: capabilities/contextual-embeddings/guide.ipynb authors:

Anthropic date: '2024-09-13' categories:
RAG & Retrieval

title: Retrieval augmented generation description: Build and optimize RAG systems with Claude using summary indexing and reranking techniques. path: capabilities/retrieval_augmented_generation/guide.ipynb authors:

Anthropic date: '2024-07-02' categories:
RAG & Retrieval

title: Summarization with Claude description: Comprehensive guide to summarizing legal documents with evaluation and advanced techniques. path: capabilities/summarization/guide.ipynb authors:

Briiick date: '2024-08-07' categories:
RAG & Retrieval
Responses

title: Text to SQL with Claude description: Convert natural language queries to SQL using RAG, chain-of-thought, and self-improvement techniques. path: capabilities/text_to_sql/guide.ipynb authors:

maheshmurag date: '2024-09-23' categories:
RAG & Retrieval

title: The one-liner research agent description: Build a research agent using Claude Code SDK with WebSearch for autonomous research. path: claude_agent_sdk/00_The_one_liner_research_agent.ipynb authors:

JiriDeJonghe date: '2025-09-12' categories:
Claude Agent SDK
Agent Patterns

title: The chief of staff agent description: Build multi-agent systems with subagents, hooks, output styles, and plan mode features. path: claude_agent_sdk/01_The_chief_of_staff_agent.ipynb authors:

JiriDeJonghe date: '2025-09-12' categories:
Claude Agent SDK
Agent Patterns

title: The observability agent description: Connect agents to external systems via MCP servers for GitHub monitoring and CI workflows. path: claude_agent_sdk/02_The_observability_agent.ipynb authors:

JiriDeJonghe date: '2025-09-12' categories:
Claude Agent SDK
Agent Patterns

title: Extended thinking description: Use Claude's extended thinking for transparent step-by-step reasoning with budget management. path: extended_thinking/extended_thinking.ipynb authors:

alexalbertt date: '2025-02-24' categories:
Thinking

title: Extended thinking with tool use description: Combine extended thinking with tools for transparent reasoning during multi-step workflows. path: extended_thinking/extended_thinking_with_tool_use.ipynb authors:

alexalbertt date: '2025-02-24' categories:
Thinking
Tools

title: Finetuning Claude 3 Haiku on Bedrock description: Step-by-step guide to finetuning Claude 3 Haiku on Amazon Bedrock for custom tasks. path: finetuning/finetuning_on_bedrock.ipynb authors:

davidhershey date: '2024-08-19' categories:
Fine-Tuning

title: Batch processing with Message Batches API description: Process large volumes of Claude requests asynchronously with 50% cost reduction using batches. path: misc/batch_processing.ipynb authors:

alexalbertt date: '2024-10-08' categories:
Responses

title: Building evals description: Build robust evaluation systems to measure and improve Claude's performance on key metrics. path: misc/building_evals.ipynb authors:

alexalbertt date: '2024-03-03' categories:
Evals

title: Building a moderation filter with Claude description: Build customizable content moderation filters by defining rules and categories in prompts. path: misc/building_moderation_filter.ipynb authors:

alexalbertt date: '2024-03-03' categories:
Responses

title: Generate synthetic test data for your prompt template description: Generate synthetic test cases to evaluate and improve your Claude prompt templates effectively. path: misc/generate_test_cases.ipynb authors:

Anthropic date: '2024-08-16' categories:
Evals

title: Prompting Claude for "JSON mode" description: Get reliable JSON output from Claude using effective prompting techniques without constrained sampling. path: misc/how_to_enable_json_mode.ipynb authors:

alexalbertt date: '2024-03-03' categories:
Responses

title: How to make SQL queries with Claude description: Generate SQL queries from natural language questions using Claude with database schema context. path: misc/how_to_make_sql_queries.ipynb authors:

alexalbertt date: '2024-03-03' categories:
RAG & Retrieval

title: Metaprompt description: Prompt engineering tool that generates starting prompts for your tasks to solve blank-page problem. path: misc/metaprompt.ipynb authors:

Anthropic date: '2024-03-18' categories:
Responses

title: '"Uploading" PDFs to Claude via the API' description: Process and summarize PDF documents using Claude API with text extraction and encoding. path: misc/pdf_upload_summarization.ipynb authors:

Anthropic date: '2023-08-15' categories:
RAG & Retrieval

title: Prompt caching through the Claude API description: Cache and reuse prompt context for cost savings and faster responses with detailed instructions. path: misc/prompt_caching.ipynb authors:

alexalbertt date: '2024-08-14' categories:
Responses

title: Session memory compaction description: Manage long-running Claude conversations with instant session memory compaction using background threading and prompt caching. path: misc/session_memory_compaction.ipynb authors:

jsham042 date: '2025-01-16' categories:
Agent Patterns
Responses

title: Summarizing web page content with Claude 3 Haiku description: Fetch and summarize web page content using Claude 3 Haiku via URL extraction. path: misc/read_web_pages_with_haiku.ipynb authors:

alexalbertt date: '2024-03-13' categories:
RAG & Retrieval

title: Sampling responses from Claude beyond the max tokens limit description: Generate longer responses beyond max_tokens limit using prefill technique with message continuation. path: misc/sampling_past_max_tokens.ipynb authors:

Anthropic date: '2024-05-08' categories:
Responses

title: Speculative prompt caching description: Reduce time-to-first-token by warming cache speculatively while users formulate their queries. path: misc/speculative_prompt_caching.ipynb authors:

Anthropic date: '2025-05-15' categories:
Responses

title: Citations description: Enable Claude to provide detailed source citations when answering document-based questions for verification. path: misc/using_citations.ipynb authors:

Anthropic date: '2024-03-14' categories:
Responses
RAG & Retrieval

title: Best practices for using vision with Claude description: Tips and techniques for optimal image processing performance with Claude's vision capabilities. path: multimodal/best_practices_for_vision.ipynb authors:

alexalbertt date: '2024-05-08' categories:
Multimodal

title: Getting started - how to pass images into Claude description: Tutorial on passing images to Claude 3 API for vision-based text analysis. path: multimodal/getting_started_with_vision.ipynb authors:

alexalbertt date: '2024-03-03' categories:
Multimodal

title: How to transcribe documents with Claude description: Extract and structure unstructured text from images and PDFs using Claude 3's vision. path: multimodal/how_to_transcribe_text.ipynb authors:

alexalbertt date: '2024-03-03' categories:
Multimodal

title: Working with charts, graphs, and slide decks description: Extract insights from charts, graphs, and presentations using Claude's vision analysis capabilities. path: multimodal/reading_charts_graphs_powerpoints.ipynb authors:

alexalbertt date: '2024-03-03' categories:
Multimodal

title: Using Haiku as a sub-agent description: Analyze financial reports using Haiku sub-agents for extraction and Opus for synthesis. path: multimodal/using_sub_agents.ipynb authors:

alexalbertt date: '2024-03-13' categories:
Agent Patterns

title: Usage & cost Admin API cookbook description: Programmatically access and analyze your Claude API usage and cost data via Admin API. path: observability/usage_cost_api.ipynb authors:

Anthropic date: '2025-08-18' categories:
Observability

title: Basic workflows description: Three simple multi-LLM workflow patterns trading cost or latency for improved performance. path: patterns/agents/basic_workflows.ipynb authors:

Anthropic date: '2024-12-19' categories:
Agent Patterns

title: Evaluator optimizer description: Workflow pattern using one LLM for generation and another for evaluation feedback loop. path: patterns/agents/evaluator_optimizer.ipynb authors:

Anthropic date: '2024-12-19' categories:
Agent Patterns
Evals

title: Orchestrator workers description: Central LLM dynamically delegates tasks to worker LLMs and synthesizes their combined results. path: patterns/agents/orchestrator_workers.ipynb authors:

Anthropic date: '2024-12-19' categories:
Agent Patterns

title: Introduction to Claude Skills description: Create documents, analyze data, automate workflows with Claude's Excel, PowerPoint, PDF skills. path: skills/notebooks/01_skills_introduction.ipynb authors:

zealoushacker date: '2025-10-14' categories:
Skills

title: Claude Skills for financial applications description: Build financial dashboards and portfolio analytics using Claude's Excel, PowerPoint, PDF skills. path: skills/notebooks/02_skills_financial_applications.ipynb authors:

zealoushacker date: '2025-10-15' categories:
Skills

title: Building custom Skills for Claude description: Create, deploy, and manage custom skills extending Claude with specialized organizational workflows. path: skills/notebooks/03_skills_custom_development.ipynb authors:

zealoushacker date: '2025-10-15' categories:
Skills

title: Transcribe an audio file with Deepgram & use Anthropic to prepare interview questions! description: Transcribe audio with Deepgram and generate interview questions using Claude for preparation. path: third_party/Deepgram/prerecorded_audio.ipynb authors:

jpvajda date: '2024-04-10' categories:
Integrations
Multimodal

title: RAG pipeline with LlamaIndex description: Build basic RAG pipeline with LlamaIndex for document retrieval and question answering. path: third_party/LlamaIndex/Basic_RAG_With_LlamaIndex.ipynb authors:

ravi03071991 date: '2024-03-01' categories:
Integrations
RAG & Retrieval

title: Multi-document agents description: Build RAG for large document collections using DocumentAgents with ReAct Agent pattern. path: third_party/LlamaIndex/Multi_Document_Agents.ipynb authors:

ravi03071991 date: '2024-03-02' categories:
Integrations
RAG & Retrieval
Agent Patterns

title: Multi-modal description: Use LlamaIndex's Anthropic MultiModal LLM abstraction for image understanding and reasoning. path: third_party/LlamaIndex/Multi_Modal.ipynb authors:

ravi03071991 date: '2024-03-08' categories:
Integrations
Multimodal

title: ReAct agent description: Create ReAct agents with LlamaIndex for tool-based reasoning and action workflows. path: third_party/LlamaIndex/ReAct_Agent.ipynb authors:

ravi03071991 date: '2024-03-02' categories:
Integrations
Agent Patterns
Tools

title: RouterQuery engine description: Route queries to different indices using LlamaIndex RouterQueryEngine for multi-document search. path: third_party/LlamaIndex/Router_Query_Engine.ipynb authors:

ravi03071991 date: '2024-03-01' categories:
Integrations
RAG & Retrieval

title: SubQuestionQueryEngine description: Decompose complex queries into sub-questions across multiple documents using LlamaIndex engine. path: third_party/LlamaIndex/SubQuestion_Query_Engine.ipynb authors:

ravi03071991 date: '2024-03-01' categories:
Integrations
RAG & Retrieval

title: How to build a RAG system using Claude 3 and MongoDB description: Build chatbot RAG system with Claude and MongoDB using tech news as knowledge base. path: third_party/MongoDB/rag_using_mongodb.ipynb authors:

RichmondAlake date: '2024-03-06' categories:
Integrations
RAG & Retrieval

title: Claude 3 RAG agents with LangChain v1 description: Build RAG agents with Claude 3 using LangChain v1's updated agent framework patterns. path: third_party/Pinecone/claude_3_rag_agent.ipynb authors:

james-briggs date: '2024-03-14' categories:
Integrations
RAG & Retrieval
Agent Patterns

title: Retrieval-augmented generation using Pinecone description: Connect Claude with Pinecone vector database for retrieval-augmented generation and semantic search. path: third_party/Pinecone/rag_using_pinecone.ipynb authors:

alexalbertt date: '2024-02-18' categories:
Integrations
RAG & Retrieval

title: Iteratively searching Wikipedia with Claude description: Legacy notebook showing iterative Wikipedia searches with Claude 2 for research workflows. path: third_party/Wikipedia/wikipedia-search-cookbook.ipynb authors:

Anthropic date: '2023-08-15' categories:
Integrations

title: Using the Wolfram Alpha LLM API as a tool with Claude description: Integrate Wolfram Alpha LLM API as Claude tool for computational queries and answers. path: third_party/WolframAlpha/using_llm_api.ipynb authors:

alexalbertt date: '2024-04-03' categories:
Integrations
Tools

title: Tool evaluation description: Run parallel agent evaluations on tools independently from evaluation task files. path: tool_evaluation/tool_evaluation.ipynb authors:

Anthropic date: '2025-09-10' categories:
Evals

title: Using a calculator tool with Claude description: Provide Claude with calculator tool for arithmetic operations and mathematical problem solving. path: tool_use/calculator_tool.ipynb authors:

alexalbertt date: '2024-04-03' categories:
Tools

title: Creating a customer service agent with client-side tools description: Build customer service chatbot with Claude using tools for customer lookup and order management. path: tool_use/customer_service_agent.ipynb authors:

alexalbertt date: '2024-04-03' categories:
Tools
Agent Patterns

title: Extracting structured JSON using Claude and tool use description: Extract structured JSON data from various inputs using Claude's tool use capabilities. path: tool_use/extracting_structured_json.ipynb authors:

alexalbertt date: '2024-04-03' categories:
Responses
Tools

title: Memory & context management with Claude Sonnet 4.5 description: Build AI agents with persistent memory using Claude's memory tool and context editing. path: tool_use/memory_cookbook.ipynb authors:

zealoushacker date: '2025-05-22' categories:
Tools
Agent Patterns

title: Parallel tool calls on Claude 3.7 Sonnet description: Enable parallel tool calls on Claude 3.7 Sonnet using batch tool meta-pattern workaround. path: tool_use/parallel_tools.ipynb authors:

Anthropic date: '2025-03-05' categories:
Tools

title: Tool choice description: Control how Claude selects tools using tool_choice parameter for forced or auto selection. path: tool_use/tool_choice.ipynb authors:

alexalbertt date: '2024-05-15' categories:
Tools

title: Note-saving tool with Pydantic and Anthropic tool use description: Create validated tools using Pydantic models for type-safe Claude tool use interactions. path: tool_use/tool_use_with_pydantic.ipynb authors:

alexalbertt date: '2024-04-12' categories:
Tools

title: Using vision with tools description: Combine Claude's vision with tools to extract structured data from images like nutrition labels. path: tool_use/vision_with_tools.ipynb authors:

alexalbertt date: '2024-05-15' categories:
Multimodal
Tools

yaml-language-server: $schema=./.github/registry_schema.json

yaml-language-server: $schema=./.github/registry_schema.json

Related Skills

<h1 align="center">

- Identify gaps

2. Apply Deepthink Protocol (reason about dependencies

yaml-language-server: $schema=./.github/registry_schema.json