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    First steps

    Intro to ClaudeQuickstart

    Models & pricing

    Models overviewChoosing a modelWhat's new in Claude 4.5Migrating to Claude 4.5Model deprecationsPricing

    Build with Claude

    Features overviewUsing the Messages APIContext windowsPrompting best practices

    Capabilities

    Prompt cachingContext editingExtended thinkingStreaming MessagesBatch processingCitationsMultilingual supportToken countingEmbeddingsVisionPDF supportFiles APISearch resultsGoogle Sheets add-on

    Tools

    OverviewHow to implement tool useToken-efficient tool useFine-grained tool streamingBash toolCode execution toolComputer use toolText editor toolWeb fetch toolWeb search toolMemory tool

    Agent Skills

    OverviewQuickstartBest practicesUsing Skills with the API

    Agent SDK

    OverviewTypeScript SDKPython SDK

    Guides

    Streaming InputHandling PermissionsSession ManagementHosting the Agent SDKModifying system promptsMCP in the SDKCustom ToolsSubagents in the SDKSlash Commands in the SDKAgent Skills in the SDKTracking Costs and UsageTodo ListsPlugins in the SDK

    MCP in the API

    MCP connectorRemote MCP servers

    Claude on 3rd-party platforms

    Amazon BedrockVertex AI

    Prompt engineering

    OverviewPrompt generatorUse prompt templatesPrompt improverBe clear and directUse examples (multishot prompting)Let Claude think (CoT)Use XML tagsGive Claude a role (system prompts)Prefill Claude's responseChain complex promptsLong context tipsExtended thinking tips

    Test & evaluate

    Define success criteriaDevelop test casesUsing the Evaluation ToolReducing latency

    Strengthen guardrails

    Reduce hallucinationsIncrease output consistencyMitigate jailbreaksStreaming refusalsReduce prompt leakKeep Claude in character

    Administration and monitoring

    Admin API overviewUsage and Cost APIClaude Code Analytics API
    Console
    Prompt engineering

    Use XML tags to structure your prompts

    While these tips apply broadly to all Claude models, you can find prompting tips specific to extended thinking models here.

    When your prompts involve multiple components like context, instructions, and examples, XML tags can be a game-changer. They help Claude parse your prompts more accurately, leading to higher-quality outputs.

    XML tip: Use tags like <instructions>, <example>, and <formatting> to clearly separate different parts of your prompt. This prevents Claude from mixing up instructions with examples or context.

    Why use XML tags?

    • Clarity: Clearly separate different parts of your prompt and ensure your prompt is well structured.
    • Accuracy: Reduce errors caused by Claude misinterpreting parts of your prompt.
    • Flexibility: Easily find, add, remove, or modify parts of your prompt without rewriting everything.
    • Parseability: Having Claude use XML tags in its output makes it easier to extract specific parts of its response by post-processing.
    There are no canonical "best" XML tags that Claude has been trained with in particular, although we recommend that your tag names make sense with the information they surround.

    Tagging best practices

    1. Be consistent: Use the same tag names throughout your prompts, and refer to those tag names when talking about the content (e.g, Using the contract in <contract> tags...).
    2. Nest tags: You should nest tags <outer><inner></inner></outer> for hierarchical content.
    Power user tip: Combine XML tags with other techniques like multishot prompting (<examples>) or chain of thought (<thinking>, <answer>). This creates super-structured, high-performance prompts.

    Examples


    Prompt library

    Get inspired by a curated selection of prompts for various tasks and use cases.

    GitHub prompting tutorial

    An example-filled tutorial that covers the prompt engineering concepts found in our docs.

    Google Sheets prompting tutorial

    A lighter weight version of our prompt engineering tutorial via an interactive spreadsheet.

    • Why use XML tags?
    • Tagging best practices
    • Examples
    © 2025 ANTHROPIC PBC

    Products

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    Features

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    Learn

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    Company

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    • Responsible Scaling Policy
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    Help and security

    • Availability
    • Status
    • Support center

    Terms and policies

    • Privacy policy
    • Responsible disclosure policy
    • Terms of service: Commercial
    • Terms of service: Consumer
    • Usage policy

    Products

    • Claude
    • Claude Code
    • Max plan
    • Team plan
    • Enterprise plan
    • Download app
    • Pricing
    • Log in

    Features

    • Claude and Slack
    • Claude in Excel

    Models

    • Opus
    • Sonnet
    • Haiku

    Solutions

    • AI agents
    • Code modernization
    • Coding
    • Customer support
    • Education
    • Financial services
    • Government
    • Life sciences

    Claude Developer Platform

    • Overview
    • Developer docs
    • Pricing
    • Amazon Bedrock
    • Google Cloud’s Vertex AI
    • Console login

    Learn

    • Blog
    • Catalog
    • Courses
    • Connectors
    • Customer stories
    • Engineering at Anthropic
    • Events
    • Powered by Claude
    • Service partners
    • Startups program

    Company

    • Anthropic
    • Careers
    • Economic Futures
    • Research
    • News
    • Responsible Scaling Policy
    • Security and compliance
    • Transparency

    Help and security

    • Availability
    • Status
    • Support center

    Terms and policies

    • Privacy policy
    • Responsible disclosure policy
    • Terms of service: Commercial
    • Terms of service: Consumer
    • Usage policy
    © 2025 ANTHROPIC PBC