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# yaml-language-server: $schema=./.github/registry_schema.json
- title: Knowledge graph construction with Claude
description: Build knowledge graphs from unstructured text using Claude for entity
extraction, relation mining, deduplication, and multi-hop graph querying.
path: capabilities/knowledge_graph/guide.ipynb
authors:
- Anthropic
date: '2026-03-23'
categories:
- RAG & Retrieval
- 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: 'Context engineering: memory, compaction, and tool clearing'
description: Compare context engineering strategies for long-running agents and
learn when each applies, what it costs, and how they compose.
path: tool_use/context_engineering/context_engineering_tools.ipynb
authors:
- isabella-anthropic
date: '2026-03-20'
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:
- rodrigo-olivares
- 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:
- rodrigo-olivares
- 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:
- rodrigo-olivares
- JiriDeJonghe
date: '2025-09-12'
categories:
- Claude Agent SDK
- Agent Patterns
- title: The site reliability agent
description: Build an incident response agent with read-write MCP tools for autonomous
diagnosis, remediation, and post-mortem documentation.
path: claude_agent_sdk/03_The_site_reliability_agent.ipynb
authors:
- benlehrburger-ant
- isabella-anthropic
date: '2026-02-16'
categories:
- Claude Agent SDK
- Agent Patterns
- title: Migrating from the OpenAI Agents SDK
description: Port an OpenAI Agents SDK app to the Claude Agent SDK, mapping each
primitive (tools, guardrails, sessions, handoffs) through a single expense-approval
agent example.
path: claude_agent_sdk/04_migrating_from_openai_agents_sdk.ipynb
authors:
- preston-tuggle
date: '2026-03-09'
categories:
- Claude Agent SDK
- Agent Patterns
- title: Building a session browser
description: List, read, rename, tag, and fork Agent SDK sessions on disk to build
a conversation history sidebar without writing a transcript parser.
path: claude_agent_sdk/05_Building_a_session_browser.ipynb
authors:
- qing-ant
date: '2026-03-30'
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: '2026-01-16'
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 4.6
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