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overview Claude Developer Platform · path models/haiku-5-5/overview whats-new-haiku-5-5 Claude Developer Platform · path models/haiku-5-5/whats-new-haiku-5-5 overview Claude Developer Platform · path models/mythos-5-1/overview overview Claude Developer Platform · path models/mythos-5/overview overview Claude Developer Platform · path models/opus-4-5/overview overview Claude Developer Platform · path models/opus-4-6/overview overview Claude Developer Platform · path models/opus-4-7/overview overview Claude Developer Platform · path models/opus-4-8/overview migration-guide Claude Developer Platform · path models/opus-5-5/migration-guide overview Claude Developer Platform · path models/opus-5-5/overview whats-new-opus-5-5 Claude Developer Platform · path models/opus-5-5/whats-new-opus-5-5 overview Claude Developer Platform · path models/opus-5/overview overview Claude Developer Platform · path models/sonnet-4-5/overview overview Claude Developer Platform · path models/sonnet-4-6/overview migration-guide Claude Developer Platform · path models/sonnet-5-5/migration-guide overview Claude Developer Platform · path models/sonnet-5-5/overview whats-new-sonnet-5-5 Claude Developer Platform · path models/sonnet-5-5/whats-new-sonnet-5-5 overview Claude Developer Platform · path models/sonnet-5/overview Streaming Input Claude Code CLI · path agent-sdk/streaming-vs-single-mode additional-resources Claude Developer Platform · in the page about-claude/additional-resources …ary"> Key terms and concepts for working with Claude and language models. </Card> </CardGroup> ## Resources for AI ingestion <CardGroup cols={2}> <Card title="API primer for Claude ingestion… api-credits-for-subscribers Claude Developer Platform · in the page about-claude/api-credits-for-subscribers …Use your credits efficiently Your monthly cost depends mainly on the model you choose and how often your application runs. To use fewer credits: * Choose a model that fits each task. To learn how, s… glossary Claude Developer Platform · in the page about-claude/glossary …window The "context window" refers to the amount of text a language model can look back on and reference when generating new text. This is different from the large corpus of data the language model… pricing Claude Developer Platform · in the page about-claude/pricing …de/pricing description: Learn about Anthropic's pricing structure for models and features --- This page provides detailed pricing information for Anthropic's models and features. All prices are in US… commerce-agents Claude Developer Platform · in the page about-claude/use-case-guides/commerce-agents …eturns its URL and the host renders it without passing it through the model. ## The merchant agent The merchant agent supports the people running the store. It reaches your analytics, catalog, inven… customer-support-chat Claude Developer Platform · in the page about-claude/use-case-guides/customer-support-chat …ement Claude as a customer service agent ### Choose the right Claude model The choice of model depends on the trade-offs among cost, accuracy, and response time. For customer support chat, Claude O… legal-summarization Claude Developer Platform · in the page about-claude/use-case-guides/legal-summarization …o summarize legal documents using Claude ### Select the right Claude model Model accuracy is extremely important when summarizing legal documents. Claude Opus 5.5 is an excellent choice for use case… overview Claude Developer Platform · in the page about-claude/use-case-guides/overview …on Claude use cases: ticket routing, customer support agents, content moderation, legal summarization, and commerce agents." --- Claude is designed to excel in a variety of tasks. Explore these in-de… ticket-routing Claude Developer Platform · in the page about-claude/use-case-guides/ticket-routing …l ML processes require massive labeled datasets. Claude's pre-trained model can effectively classify tickets with just a few dozen labeled examples, significantly reducing data preparation time and co… PDF Processing Claude Developer Platform · in the page agents-and-tools/agent-skills/best-practices …eviews where context determines the best approach. ### Test with all models you plan to use Skills act as additions to models, so effectiveness depends on the underlying model. Test your Skill with… claude-api-skill Claude Developer Platform · in the page agents-and-tools/agent-skills/claude-api-skill …bility design, breakpoint placement, and silent-invalidator audit * **Model migration:** Step-by-step guidance for migrating to newer Claude models (including the breaking changes and behavior shifts… enterprise Claude Developer Platform · in the page agents-and-tools/agent-skills/enterprise …uld not trigger, and ambiguous edge cases. Require testing across the models your organization uses (Haiku, Sonnet, Opus), because Skill effectiveness varies by model. For detailed guidance on buildi… PDF Processing Claude Developer Platform · in the page agents-and-tools/agent-skills/overview …les Claude accesses these files only when referenced. The filesystem model means each content type has different strengths: instructions for flexible guidance, code for reliability, resources for fac… quickstart Claude Developer Platform · in the page agents-and-tools/agent-skills/quickstart …EY" \ -H "anthropic-version: 2023-06-01" \ -d '{ "model": "claude-opus-5-5", "max_tokens": 16000, "container": { "skills": [{"type": "anthropic", "skill_i… mcp-connector Claude Developer Platform · in the page agents-and-tools/mcp-connector …laude Platform on AWS: beta Microsoft Foundry: beta --- Claude's Model Context Protocol (MCP) connector feature allows you to connect to remote MCP servers directly from the Messages API without… concepts Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/concepts …he parts of an MCP tunnel deployment, the two credential-provisioning modes, and the connection model. --- <Note> MCP tunnels are in research preview. [Request access](https://claude.com/form/mcp-t… console Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/console …SAN. What else you need depends on the [credential-provisioning mode](https://platform.claude.com/docs/en/agents-and-tools/mcp-tunnels/concepts#credential-provisioning): | With programmatic… Edit docker-compose.yaml: increment the integer in the setup service's Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/deploy-compose …e the proxy's netns so localhost:8080 reaches it. network_mode: "service:mcp-proxy" restart: unless-stopped user: "65532:65532" read_only: true… deploy-helm Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/deploy-helm …ps> </Tab> <Tab title="Without programmatic access"> In this mode (`setup.enabled: false`) the chart makes no API calls; the setup component does not run and there is no cert-renew CronJob. U… overview Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/overview …es to the public internet. --- MCP tunnels let you connect Claude to Model Context Protocol (MCP) servers that run inside your private network. Traffic flows over an outbound-only connection, so you… quickstart Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/quickstart …environment: - TUNNEL_TOKEN network_mode: "service:mcp-proxy" restart: unless-stopped hello-mcp: image: python:3.13-slim… security Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/security …to require OAuth as described in the [MCP authorization spec](https://modelcontextprotocol.io/specification/2025-11-25/basic/authorization). OAuth provides defense in depth on top of the tunnel's tran… troubleshooting Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/troubleshooting …| Add `--url http://localhost:8080` and `network_mode: "service:mcp-proxy"` to the cloudflared service. | | Proxy l… remote-mcp-servers Claude Developer Platform · in the page agents-and-tools/remote-mcp-servers …more?** [Find hundreds more MCP servers on GitHub](https://github.com/modelcontextprotocol/servers). </Note> advisor-tool Claude Developer Platform · in the page agents-and-tools/tool-use/advisor-tool …s-and-tools/tool-use/advisor-tool description: Pair a faster executor model with a higher-intelligence advisor model that provides strategic guidance mid-generation. --- The advisor tool lets a faste… bash-tool Claude Developer Platform · in the page agents-and-tools/tool-use/bash-tool …ext command. The current version of the tool is `bash_20250124`. For model support, beta headers, and the earlier version, see [Tool versions](https://platform.claude.com/docs/en/agents-and-tools/too… browser-use-sdk Claude Developer Platform · in the page agents-and-tools/tool-use/browser-use-sdk …s browser: runner = client.beta.messages.tool_runner( model="claude-opus-5-5", max_tokens=1024, tools=[browser], messages=[ {"role": "user",… browser-use-tool Claude Developer Platform · in the page agents-and-tools/tool-use/browser-use-tool …atus: ga zdr: eligibility: eligible note: Excludes [Covered Models](https://platform.claude.com/docs/en/manage-claude/api-and-data-retention#model-specific-data-retention-requirements). su… build-a-tool-using-agent Claude Developer Platform · in the page agents-and-tools/tool-use/build-a-tool-using-agent …and the tool description. response = client.messages.create( model="claude-opus-5-5", max_tokens=1024, tools=tools, tool_choice={"type": "auto", "disable_parallel_tool_use":… code-execution-tool Claude Developer Platform · in the page agents-and-tools/tool-use/code-execution-tool …lutions. featureMetadata: status: ga zdr: not-eligible supportedModels: - claude-fable-5-1 - claude-mythos-5-1 - claude-fable-5 - claude-mythos-5 - claude-opus-5-5 - clau… computer-use-tool Claude Developer Platform · in the page agents-and-tools/tool-use/computer-use-tool …atus: ga zdr: eligibility: eligible note: Excludes [Covered Models](https://platform.claude.com/docs/en/manage-claude/api-and-data-retention#model-specific-data-retention-requirements). su…