# Anthropic 发布"Claude 食谱"教程合集 - 来源：Hacker News 热门（buzzing.cc 中文翻译） - 作者：saikatsg - 发布时间：2026-07-24 19:55 - AIHOT 分数：44 - AIHOT 链接：https://aihot.virxact.com/items/cmrywwsva05zhrolgzua9cma2 - 原文链接：https://platform.claude.com/cookbook ## AI 摘要 Anthropic 发布“Claude 食谱”合集，包含多个教程，覆盖从复现 Claude 智能体搜索基准分数到构建异步多智能体团队、部署生产级智能体等场景。教程还涉及 Memory 存储、Outcomes 自验证循环及从 OpenAI Agents SDK 迁移等实操内容。 ## 正文 All Cookbooks TitleCategoriesAuthor(s)Date Reproduce Claude's agentic search benchmark scores in the Messages API Jun 2026• EvalsTools Build a Messages API harness that reproduces published DeepSearchQA and BrowseComp scores, using programmatic tool calling, server-side compaction, and task budgets. EvalsTools Mengting Li Jun 2026 Classifier fallback and billing for Claude Fable 5 Jun 2026• ResponsesSafeguardsBilling 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. ResponsesSafeguardsBilling Alexander Bricken Mahesh Murag Mikaela Grace Jun 2026 Async multi-agent orchestration Jun 2026• Agent Patterns 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. Agent Patterns Paul Chen Jun 2026 Hosting your agent May 2026• Claude Agent SDK 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. Claude Agent SDK Kevin Tang Anav Sharma May 2026 Multiagent: coordinate a specialist team May 2026• Claude Managed AgentsTools 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. Claude Managed AgentsTools Mark Nowicki May 2026 Outcomes: agents that verify their own work May 2026• Claude Managed AgentsEvals 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. Claude Managed AgentsEvals Mark Nowicki Gagan Bhat May 2026 Build agents that remember your users Apr 2026• Claude Managed AgentsTools Give your Claude Managed Agents a Memory store so they learn and remember your users' preferences across multiple interactions. Claude Managed AgentsTools Gagan Bhat Apr 2026 The vulnerability detection agent Apr 2026• Claude Agent SDKCybersecurity 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. Claude Agent SDKCybersecurity Eugene Yan Apr 2026 Build an SRE incident response agent with Claude Managed Agents Apr 2026• Claude Managed AgentsObservability 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. Claude Managed AgentsObservability Gagan Bhat Apr 2026 Build a data analyst agent with Claude Managed Agents Apr 2026• Claude Managed AgentsTools Build an analyst that turns a CSV into a narrative HTML report with interactive charts, using a sandboxed environment and file mounting. Claude Managed AgentsTools Charmaine Lee Jess Yan Apr 2026 Build a Slack data analyst bot with Claude Managed Agents Apr 2026• Claude Managed AgentsIntegrations Mention the bot with a CSV to get an analysis report in-thread, with multi-turn follow-ups on the same session. Claude Managed AgentsIntegrations Charmaine Lee Apr 2026 Managed Agents tutorial: iterate on a failing test suite Apr 2026• Claude Managed AgentsTools 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. Claude Managed AgentsTools Paul Yang Apr 2026 Managed Agents tutorial: production setup Apr 2026• Claude Managed AgentsIntegrations 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. Claude Managed AgentsIntegrations Paul Yang Apr 2026 Managed Agents tutorial: prompt versioning and rollback Apr 2026• Claude Managed AgentsEvals 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. Claude Managed AgentsEvals Mark Nowicki Apr 2026 Threat intelligence enrichment agent Apr 2026• ToolsAgent PatternsCybersecurity 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. ToolsAgent PatternsCybersecurity Jannet Park Apr 2026 Building a session browser Mar 2026• Claude Agent SDKAgent Patterns List, read, rename, tag, and fork Agent SDK sessions on disk to build a conversation history sidebar without writing a transcript parser. Claude Agent SDKAgent Patterns Qing Wang Mar 2026 Knowledge graph construction with Claude Mar 2026• RAG & RetrievalTools Build knowledge graphs from unstructured text using Claude for entity extraction, relation mining, deduplication, and multi-hop graph querying. RAG & RetrievalTools Anthropic Mar 2026 Context engineering: memory, compaction, and tool clearing Mar 2026• ToolsAgent Patterns Compare context engineering strategies for long-running agents and learn when each applies, what it costs, and how they compose. ToolsAgent Patterns Isabella He Mar 2026 Migrating from the OpenAI Agents SDK Mar 2026• Claude Agent SDKAgent Patterns 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. Claude Agent SDKAgent Patterns Preston Tuggle Mar 2026 The site reliability agent Feb 2026• Claude Agent SDKAgent Patterns Build an incident response agent with read-write MCP tools for autonomous diagnosis, remediation, and post-mortem documentation. Claude Agent SDKAgent Patterns Ben Lehrburger Isabella He Feb 2026 Session memory compaction Jan 2026• Agent PatternsResponses Manage long-running Claude conversations with instant session memory compaction using background threading and prompt caching. Agent PatternsResponses Joe Shamon Jan 2026 Programmatic tool calling (PTC) Nov 2025• Tools Reduce latency and token consumption by letting Claude write code that calls tools programmatically in the code execution environment. Tools Pedram Navid Nov 2025 Tool search with embeddings Nov 2025• ToolsRAG & Retrieval Scale Claude applications to thousands of tools using semantic embeddings for dynamic tool discovery. ToolsRAG & Retrieval Henry Keetay Nov 2025 Automatic context compaction Nov 2025• ToolsAgent Patterns Manage context limits in long-running agentic workflows by automatically compressing conversation history. ToolsAgent Patterns Pedram Navid Nov 2025 Low latency voice assistant with ElevenLabs Nov 2025• Integrations Build a low-latency voice assistant using ElevenLabs for speech-to-text and text-to-speech combined with Claude. Integrations Adriaan Engelbrecht Nov 2025 Giving Claude a crop tool for better image analysis Nov 2025• MultimodalTools Give Claude a crop tool to zoom into image regions for detailed analysis of charts, documents, and diagrams. MultimodalTools Nadine Yasser Nov 2025 Prompting for frontend aesthetics Oct 2025• ResponsesSkills Guide to prompting Claude for distinctive, polished frontend designs avoiding generic aesthetics. ResponsesSkills Prithvi Rajasekaran Oct 2025 Claude Skills for financial applications Oct 2025• Skills Build financial dashboards and portfolio analytics using Claude's Excel, PowerPoint, PDF skills. Skills Alex Notov Oct 2025 Building custom Skills for Claude Oct 2025• Skills Create, deploy, and manage custom skills extending Claude with specialized organizational workflows. Skills Alex Notov Oct 2025 Introduction to Claude Skills Oct 2025• Skills Create documents, analyze data, automate workflows with Claude's Excel, PowerPoint, PDF skills. Skills Alex Notov Oct 2025 The one-liner research agent Sep 2025• Claude Agent SDKAgent Patterns Build a research agent using Claude Code SDK with WebSearch for autonomous research. Claude Agent SDKAgent Patterns Rodrigo Olivares Jiri De Jonghe Sep 2025 The chief of staff agent Sep 2025• Claude Agent SDKAgent Patterns Build multi-agent systems with subagents, hooks, output styles, and plan mode features. Claude Agent SDKAgent Patterns Rodrigo Olivares Jiri De Jonghe Sep 2025 The observability agent Sep 2025• Claude Agent SDKAgent Patterns Connect agents to external systems via MCP servers for GitHub monitoring and CI workflows. Claude Agent SDKAgent Patterns Rodrigo Olivares Jiri De Jonghe Sep 2025 Tool evaluation Sep 2025• Evals Run parallel agent evaluations on tools independently from evaluation task files. Evals Anthropic Sep 2025 Usage & cost Admin API cookbook Aug 2025• Observability Programmatically access and analyze your Claude API usage and cost data via Admin API. Observability Anthropic Aug 2025 Memory & context management with Claude Sonnet 4.6 May 2025• ToolsAgent Patterns Build AI agents with persistent memory using Claude's memory tool and context editing. ToolsAgent Patterns Alex Notov May 2025 Speculative prompt caching May 2025• Responses Reduce time-to-first-token by warming cache speculatively while users formulate their queries. Responses Anthropic May 2025 Parallel tool calls on Claude 3.7 Sonnet Mar 2025• Tools Enable parallel tool calls on Claude 3.7 Sonnet using batch tool meta-pattern workaround. Tools Anthropic Mar 2025 Extended thinking Feb 2025• Thinking Use Claude's extended thinking for transparent step-by-step reasoning with budget management. Thinking Alex Albert Feb 2025 Extended thinking with tool use Feb 2025• ThinkingTools Combine extended thinking with tools for transparent reasoning during multi-step workflows. ThinkingTools Alex Albert Feb 2025 Basic workflows Dec 2024• Agent Patterns Three simple multi-LLM workflow patterns trading cost or latency for improved performance. Agent Patterns Anthropic Dec 2024 Evaluator optimizer Dec 2024• Agent PatternsEvals Workflow pattern using one LLM for generation and another for evaluation feedback loop. Agent PatternsEvals Anthropic Dec 2024 Orchestrator workers Dec 2024• Agent Patterns Central LLM dynamically delegates tasks to worker LLMs and synthesizes their combined results. Agent Patterns Anthropic Dec 2024 Batch processing with Message Batches API Oct 2024• Responses Process large volumes of Claude requests asynchronously with 50% cost reduction using batches. Responses Alex Albert Oct 2024 Text to SQL with Claude Sep 2024• RAG & Retrieval Convert natural language queries to SQL using RAG, chain-of-thought, and self-improvement techniques. RAG & Retrieval Mahesh Murag Sep 2024 Enhancing RAG with contextual retrieval Sep 2024• RAG & Retrieval Improve RAG accuracy by adding context to chunks before embedding with prompt caching. RAG & Retrieval Anthropic Sep 2024 Finetuning Claude 3 Haiku on Bedrock Aug 2024• Fine-Tuning Step-by-step guide to finetuning Claude 3 Haiku on Amazon Bedrock for custom tasks. Fine-Tuning David Hershey Aug 2024 Generate synthetic test data for your prompt template Aug 2024• Evals Generate synthetic test cases to evaluate and improve your Claude prompt templates effectively. Evals Anthropic Aug 2024 Prompt caching through the Claude API Aug 2024• Responses Cache and reuse prompt context for cost savings and faster responses with detailed instructions. Responses Alex Albert Aug 2024 Summarization with Claude Aug 2024• RAG & RetrievalResponses Comprehensive guide to summarizing legal documents with evaluation and advanced techniques. RAG & RetrievalResponses Alexander Bricken Aug 2024 Retrieval augmented generation Jul 2024• RAG & Retrieval Build and optimize RAG systems with Claude using summary indexing and reranking techniques. RAG & Retrieval Anthropic Jul 2024 Classification with Claude May 2024• RAG & Retrieval Build classification systems with Claude using RAG and chain-of-thought for insurance tickets. RAG & Retrieval Garvan Doyle May 2024 Tool choice May 2024• Tools Control how Claude selects tools using tool_choice parameter for forced or auto selection. Tools Alex Albert May 2024 Using vision with tools May 2024• MultimodalTools Combine Claude's vision with tools to extract structured data from images like nutrition labels. MultimodalTools Alex Albert May 2024 Sampling responses from Claude beyond the max tokens limit May 2024• Responses Generate longer responses beyond max_tokens limit using prefill technique with message continuation. Responses Anthropic May 2024 Best practices for using vision with Claude May 2024• Multimodal Tips and techniques for optimal image processing performance with Claude's vision capabilities. Multimodal Alex Albert May 2024 Note-saving tool with Pydantic and Anthropic tool use Apr 2024• Tools Create validated tools using Pydantic models for type-safe Claude tool use interactions. Tools Alex Albert Apr 2024 Transcribe an audio file with Deepgram & use Anthropic to prepare interview questions! Apr 2024• IntegrationsMultimodal Transcribe audio with Deepgram and generate interview questions using Claude for preparation. IntegrationsMultimodal john-vajda Apr 2024 Using the Wolfram Alpha LLM API as a tool with Claude Apr 2024• IntegrationsTools Integrate Wolfram Alpha LLM API as Claude tool for computational queries and answers. IntegrationsTools Alex Albert Apr 2024 Using a calculator tool with Claude Apr 2024• Tools Provide Claude with calculator tool for arithmetic operations and mathematical problem solving. Tools Alex Albert Apr 2024 Creating a customer service agent with client-side tools Apr 2024• ToolsAgent Patterns Build customer service chatbot with Claude using tools for customer lookup and order management. ToolsAgent Patterns Alex Albert Apr 2024 Extracting structured JSON using Claude and tool use Apr 2024• ResponsesTools Extract structured JSON data from various inputs using Claude's tool use capabilities. ResponsesTools Alex Albert Apr 2024 Metaprompt Mar 2024• Responses Prompt engineering tool that generates starting prompts for your tasks to solve blank-page problem. Responses Anthropic Mar 2024 Citations Mar 2024• ResponsesRAG & Retrieval Enable Claude to provide detailed source citations when answering document-based questions for verification. ResponsesRAG & Retrieval Anthropic Mar 2024 Claude 3 RAG agents with LangChain v1 Mar 2024• IntegrationsRAG & RetrievalAgent Patterns Build RAG agents with Claude 3 using LangChain v1's updated agent framework patterns. IntegrationsRAG & RetrievalAgent Patterns james-briggs Mar 2024 Summarizing web page content with Claude 3 Haiku Mar 2024• RAG & Retrieval Fetch and summarize web page content using Claude 3 Haiku via URL extraction. RAG & Retrieval Alex Albert Mar 2024 Using Haiku as a sub-agent Mar 2024• Agent Patterns Analyze financial reports using Haiku sub-agents for extraction and Opus for synthesis. Agent Patterns Alex Albert Mar 2024 Multi-modal Mar 2024• IntegrationsMultimodal Use LlamaIndex's Anthropic MultiModal LLM abstraction for image understanding and reasoning. IntegrationsMultimodal Ravi Theja Mar 2024 How to build a RAG system using Claude 3 and MongoDB Mar 2024• IntegrationsRAG & Retrieval Build chatbot RAG system with Claude and MongoDB using tech news as knowledge base. IntegrationsRAG & Retrieval Richmond Alake Mar 2024 Building evals Mar 2024• Evals Build robust evaluation systems to measure and improve Claude's performance on key metrics. Evals Alex Albert Mar 2024 Building a moderation filter with Claude Mar 2024• Responses Build customizable content moderation filters by defining rules and categories in prompts. Responses Alex Albert Mar 2024 Prompting Claude for "JSON mode" Mar 2024• Responses Get reliable JSON output from Claude using effective prompting techniques without constrained sampling. Responses Alex Albert Mar 2024 How to make SQL queries with Claude Mar 2024• RAG & Retrieval Generate SQL queries from natural language questions using Claude with database schema context. RAG & Retrieval Alex Albert Mar 2024 Getting started - how to pass images into Claude Mar 2024• Multimodal Tutorial on passing images to Claude 3 API for vision-based text analysis. Multimodal Alex Albert Mar 2024 How to transcribe documents with Claude Mar 2024• Multimodal Extract and structure unstructured text from images and PDFs using Claude 3's vision. Multimodal Alex Albert Mar 2024 Working with charts, graphs, and slide decks Mar 2024• Multimodal Extract insights from charts, graphs, and presentations using Claude's vision analysis capabilities. Multimodal Alex Albert Mar 2024 Multi-document agents Mar 2024• IntegrationsRAG & RetrievalAgent Patterns Build RAG for large document collections using DocumentAgents with ReAct Agent pattern. IntegrationsRAG & RetrievalAgent Patterns Ravi Theja Mar 2024 ReAct agent Mar 2024• IntegrationsAgent PatternsTools Create ReAct agents with LlamaIndex for tool-based reasoning and action workflows. IntegrationsAgent PatternsTools Ravi Theja Mar 2024 RAG pipeline with LlamaIndex Mar 2024• IntegrationsRAG & Retrieval Build basic RAG pipeline with LlamaIndex for document retrieval and question answering. IntegrationsRAG & Retrieval Ravi Theja Mar 2024 RouterQuery engine Mar 2024• IntegrationsRAG & Retrieval Route queries to different indices using LlamaIndex RouterQueryEngine for multi-document search. IntegrationsRAG & Retrieval Ravi Theja Mar 2024 SubQuestionQueryEngine Mar 2024• IntegrationsRAG & Retrieval Decompose complex queries into sub-questions across multiple documents using LlamaIndex engine. IntegrationsRAG & Retrieval Ravi Theja Mar 2024 Retrieval-augmented generation using Pinecone Feb 2024• IntegrationsRAG & Retrieval Connect Claude with Pinecone vector database for retrieval-augmented generation and semantic search. IntegrationsRAG & Retrieval Alex Albert Feb 2024 "Uploading" PDFs to Claude via the API Aug 2023• RAG & Retrieval Process and summarize PDF documents using Claude API with text extraction and encoding. RAG & Retrieval Anthropic Aug 2023 Iteratively searching Wikipedia with Claude Aug 2023• Integrations Legacy notebook showing iterative Wikipedia searches with Claude 2 for research workflows. Integrations Anthropic Aug 2023 Contributions welcome Have an idea for a cookbook? We welcome community contributions. Contribution guide