# yaml-language-server: $schema=./.github/registry_schema.json
- title: Build a data analyst agent with Claude Managed Agents
  description: Build an analyst that turns a CSV into a narrative HTML report with
    interactive charts, using a sandboxed environment and file mounting.
  path: managed_agents/data_analyst_agent.ipynb
  authors:
  - charmaine
  - jyan-anthropic
  date: '2026-04-08'
  categories:
  - Claude Managed Agents
  - Tools
- title: Build a Slack data analyst bot with Claude Managed Agents
  description: Mention the bot with a CSV to get an analysis report in-thread, with
    multi-turn follow-ups on the same session.
  path: managed_agents/slack_data_bot.ipynb
  authors:
  - charmaine
  date: '2026-04-08'
  categories:
  - Claude Managed Agents
  - Integrations
- title: 'Managed Agents tutorial: iterate on a failing test suite'
  description: Entry-point tutorial for the Claude Managed Agents API. Walks through
    agent / environment / session creation, file mounts, and the streaming event
    loop by getting an agent to fix three planted bugs in a calc.py package.
  path: managed_agents/CMA_iterate_fix_failing_tests.ipynb
  authors:
  - pauly-ant
  date: '2026-04-08'
  categories:
  - Claude Managed Agents
  - Tools
- title: 'Managed Agents tutorial: production setup'
  description: End-to-end production story for Managed Agents — vault-backed MCP
    credentials, the session.status_idled webhook pattern for human-in-the-loop
    without long-lived connections, and the resource lifecycle CRUD verbs.
  path: managed_agents/CMA_operate_in_production.ipynb
  authors:
  - pauly-ant
  date: '2026-04-08'
  categories:
  - Claude Managed Agents
  - Integrations
- title: Build an SRE incident response agent with Claude Managed Agents
  description: 'Wire Claude into your on-call flow: when an alert fires, the agent
    reads logs and runbooks, pinpoints the root cause, opens a fix PR, and waits
    for your approval before merging.'
  path: managed_agents/sre_incident_responder.ipynb
  authors:
  - gaganb-ant
  date: '2026-04-10'
  categories:
  - Claude Managed Agents
  - Observability
- title: 'Managed Agents tutorial: prompt versioning and rollback'
  description: Server-side prompt versioning — create v1, evaluate against a labelled
    test set, ship v2, detect a regression, roll back by pinning sessions to version
    1. Covers agents.update, version pinning on sessions.create, and where the review
    gate moves when prompts are not code.
  path: managed_agents/CMA_prompt_versioning_and_rollback.ipynb
  authors:
  - markn-ant
  date: '2026-04-07'
  categories:
  - Claude Managed Agents
  - Evals
- title: Threat intelligence enrichment agent
  description: Build an agent that autonomously investigates IOCs by querying multiple
    threat intel sources, cross-referencing findings, mapping to MITRE ATT&CK, and
    producing structured reports for SIEM and SOAR integration.
  path: tool_use/threat_intel_enrichment_agent.ipynb
  authors:
  - jannet-park
  date: '2026-04-07'
  categories:
  - Tools
  - Agent Patterns
  - Cybersecurity
- 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: Hosting your agent
  description: Deploy the research agent from notebook 00 through three tiers of operational
    maturity (Docker, Modal, Kubernetes) with the same container image and HTTP interface
    at every tier.
  path: claude_agent_sdk/07_Hosting_the_agent.ipynb
  authors:
  - kevintang513
  - anav-ant
  date: '2026-05-22'
  categories:
  - Claude Agent SDK
- 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: Async multi-agent orchestration
  description: Two async multi-agent patterns — a fixed N-agent team with peer messaging
    through a shared hub, and dynamically spawned async subagents — reduced to their
    bare messaging and lifecycle mechanics.
  path: patterns/agents/async_multi_agent_orchestration.ipynb
  authors:
  - paulchen-go
  date: '2026-06-08'
  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
- title: Build agents that remember your users
  description: Give your Claude Managed Agents a Memory store so they learn and
    remember your users' preferences across multiple interactions.
  path: managed_agents/CMA_remember_user_preferences.ipynb
  authors:
  - gaganb-ant
  date: '2026-04-24'
  categories:
  - Claude Managed Agents
  - Tools
- title: The vulnerability detection agent
  description: Build a vulnerability-discovery agent with the Claude Agent SDK
    that threat-models a C target, hunts memory-safety bugs with built-in file
    tools, and triages findings into a structured report.
  path: claude_agent_sdk/06_The_vulnerability_detection_agent.ipynb
  authors:
  - eugeneyan-ant
  date: '2026-04-22'
  categories:
  - Claude Agent SDK
  - Cybersecurity
- title: 'Multiagent: coordinate a specialist team'
  description: Heterogeneous team via the multiagent coordinator config — a coordinator
    runs three specialists (web-search researcher, file-reading librarian, rules-based
    pricer) with scoped toolsets to assemble a sales proposal. Covers the multiagent
    field, the thread_created / thread_message_received event types, and per-role
    tool scoping.
  path: managed_agents/CMA_coordinate_specialist_team.ipynb
  authors:
  - markn-ant
  date: '2026-05-03'
  categories:
  - Claude Managed Agents
  - Tools
- title: 'Outcomes: agents that verify their own work'
  description: 'Build a grade-and-revise loop with Outcomes: a writer drafts a cited
    research brief, a stateless grader fetches every URL and checks every quote against
    a rubric, and feedback drives revisions until the brief passes. Covers user.define_outcome,
    the span.outcome_evaluation_* events, and how to write a rubric the grader can
    act on.'
  path: managed_agents/CMA_verify_with_outcome_grader.ipynb
  authors:
  - markn-ant
  - gaganb-ant
  date: '2026-05-03'
  categories:
  - Claude Managed Agents
  - Evals
- title: Classifier fallback and billing for Claude Fable 5
  description: Detect safety classifier blocks on Fable 5 and fall back to Opus 4.8
    with server-side or SDK-based client-side fallback, including streaming behavior
    and the new billing changes.
  path: fable_5_fallback_billing/guide.ipynb
  authors:
  - Briiick
  - maheshmurag
  - mikaelagrace
  date: '2026-06-09'
  categories:
  - Responses
  - Safeguards
  - Billing