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/docs/en/agents-and-tools/remote-mcp-servers.md

--- title: Remote MCP servers url: https://platform.claude.com/docs/en/agents-and-tools/remote-mcp-servers description: Connect Claude to third-party remote MCP servers through the MCP connector API. Browse example servers and review the steps to connect. --- Several companies have deployed remote MCP servers that developers can connect to by using the Anthropic MCP connector API. These servers expand the capabilities available to developers and end users by providing remote access to various services and tools through the MCP protocol. The remote MCP servers listed later on this page are thir

/docs/en/build-with-claude/refusals-and-fallback.md

--- title: Refusals and fallback url: https://platform.claude.com/docs/en/build-with-claude/refusals-and-fallback description: How Claude Fable models, Claude Opus models, Claude Sonnet 5.5, and Claude Haiku 5.5 return classifier refusals and how to retry refused requests on a fallback model. featureMetadata: supportedModels: - claude-fable-5-1 - claude-mythos-5-1 - claude-fable-5 - claude-opus-5-5 - claude-opus-5 - claude-sonnet-5-5 - claude-haiku-5-5 supportedPlatforms: Claude API: stable Claude Platform on AWS: stable Claude Models on Google Cloud (Anthropic managed): stable Amazon Bedrock:

Request 2 caches its request content (not the response)

--- title: Prompt caching url: https://platform.claude.com/docs/en/build-with-claude/prompt-caching description: Cache prompt prefixes with `cache_control` to cut costs and latency, using automatic caching or explicit breakpoints with 5-minute or 1-hour TTLs. featureMetadata: zdr: eligibility: eligible note: Excludes [Covered Models](https://platform.claude.com/docs/en/manage-claude/api-and-data-retention#model-specific-data-retention-requirements). Your prompts and Claude's outputs are not stored. KV cache representations and cryptographic hashes are held in memory for the cache TTL and promp

Process results programmatically

--- title: Programmatic tool calling url: https://platform.claude.com/docs/en/agents-and-tools/tool-use/programmatic-tool-calling description: Let Claude call your tools from code in the code execution container, cutting model round trips and token use in multi-tool workflows. featureMetadata: status: stable zdr: eligibility: not-eligible note: Built on code execution containers; data retained up to 30 days. supportedModels: - claude-fable-5-1 - claude-mythos-5-1 - claude-fable-5 - claude-mythos-5 - claude-mythos-preview - claude-opus-5-5 - claude-opus-5 - claude-sonnet-5-5 - claude-sonnet-5 -

/docs/en/build-with-claude/preserved-thinking.md

--- title: Preserved thinking url: https://platform.claude.com/docs/en/build-with-claude/preserved-thinking description: Preserved thinking lets a model use a thinking block from an earlier turn only if that model or one of a fixed set of other models produced it and nothing before the block has changed. featureMetadata: status: stable supportedModels: - claude-fable-5-1 - claude-mythos-5-1 - claude-opus-5-5 - claude-sonnet-5-5 - claude-haiku-5-5 supportedPlatforms: Claude API: stable Claude Platform on AWS: stable Claude Models on Google Cloud (Anthropic managed): stable Claude Models on Goog

/docs/en/build-with-claude/pdf-support.md

--- title: PDF support url: https://platform.claude.com/docs/en/build-with-claude/pdf-support description: "Process PDFs with Claude: extract text, analyze charts, and understand visual content from your documents." featureMetadata: status: stable zdr: eligibility: eligible note: Excludes [Covered Models](https://platform.claude.com/docs/en/manage-claude/api-and-data-retention#model-specific-data-retention-requirements). supportedModels: - claude-fable-5-1 - claude-mythos-5-1 - claude-fable-5 - claude-mythos-5 - claude-mythos-preview - claude-opus-5-5 - claude-opus-5 - claude-sonnet-5-5 - clau

/docs/en/agents-and-tools/tool-use/parallel-tool-use.md

--- title: Parallel tool use url: https://platform.claude.com/docs/en/agents-and-tools/tool-use/parallel-tool-use description: Enable, format, and disable parallel tool calls, with message-history guidance and troubleshooting. featureMetadata: supportedModels: - claude-fable-5-1 - claude-mythos-5-1 - claude-fable-5 - claude-mythos-5 - claude-mythos-preview - claude-opus-5-5 - claude-opus-5 - claude-sonnet-5-5 - claude-sonnet-5 - claude-haiku-5-5 - claude-haiku-4-5-20251001 - claude-opus-4-8 - claude-opus-4-7 - claude-opus-4-6 - claude-sonnet-4-6 - claude-opus-4-5-20251101 - claude-sonnet-4-5-2

/docs/en/build-with-claude/multilingual-support.md

--- title: Multilingual support url: https://platform.claude.com/docs/en/build-with-claude/multilingual-support description: Claude excels at tasks across multiple languages, maintaining strong cross-lingual performance relative to English. featureMetadata: status: stable supportedModels: - claude-fable-5-1 - claude-mythos-5-1 - claude-fable-5 - claude-mythos-5 - claude-mythos-preview - claude-opus-5-5 - claude-opus-5 - claude-sonnet-5-5 - claude-sonnet-5 - claude-haiku-5-5 - claude-haiku-4-5-20251001 - claude-opus-4-8 - claude-opus-4-7 - claude-opus-4-6 - claude-sonnet-4-6 - claude-opus-4-5-2

/docs/en/build-with-claude/mid-conversation-system-messages.md

--- title: Mid-conversation system messages and tool changes url: https://platform.claude.com/docs/en/build-with-claude/mid-conversation-system-messages description: Change system instructions or tool availability partway through a conversation without invalidating the cached prefix that came before them. featureMetadata: status: stable zdr: eligibility: eligible note: Excludes [Covered Models](https://platform.claude.com/docs/en/manage-claude/api-and-data-retention#model-specific-data-retention-requirements). Request-shape capability of the Messages API; mid-conversation system messages flow

/docs/en/agents-and-tools/tool-use/memory-tool.md

--- title: Memory tool url: https://platform.claude.com/docs/en/agents-and-tools/tool-use/memory-tool description: Let Claude store and retrieve information across conversations by implementing the memory tool's file operations in your application. featureMetadata: status: stable zdr: eligibility: eligible note: Excludes [Covered Models](https://platform.claude.com/docs/en/manage-claude/api-and-data-retention#model-specific-data-retention-requirements). Client-side memory storage where you control data retention. supportedModels: - claude-fable-5-1 - claude-mythos-5-1 - claude-fable-5 - claude

/docs/en/errors.md

> ## Documentation Index > Fetch the complete documentation index at: https://code.claude.com/docs/llms.txt > Use this file to discover all available pages before exploring further. # Error reference > Look up Claude Code runtime error messages with what each one means and how to fix it. This page lists runtime errors Claude Code displays and how to recover from each one, plus what to check when responses seem off without an error. For installation errors such as `command not found` or TLS failures during setup, see [Troubleshoot installation and login](https://code.claude.com/docs/en/troubles

Debug your configuration

> Fetch the complete documentation index at: https://code.claude.com/docs/llms.txt > Use this file to discover all available pages before exploring further. > Diagnose why CLAUDE.md, settings, hooks, MCP servers, or skills aren't taking effect. Use /context, /doctor, /hooks, and /mcp to see what actually loaded. When Claude ignores an instruction or a feature you configured doesn't appear, the cause is usually that the file didn't load, it loaded from a different location than you expected, or another file overrode it. This guide shows how to inspect what Claude Code actually loaded so you can

Troubleshooting

> Fetch the complete documentation index at: https://code.claude.com/docs/llms.txt > Use this file to discover all available pages before exploring further. > Fix high CPU or memory usage, hangs, auto-compact thrashing, and search problems in Claude Code, and find the right page for other issues. This page covers performance, stability, and search problems once Claude Code is running. For other issues, start with the page that matches where you're stuck: | Symptom | Go to | | :- | :- | | `command not found`, install fails, PATH issues, `EACCES`, TLS errors | [Troubleshoot installation and logi

Troubleshoot installation and login

> Fetch the complete documentation index at: https://code.claude.com/docs/llms.txt > Use this file to discover all available pages before exploring further. > Fix command not found, PATH, permission, network, and authentication errors when installing or signing in to Claude Code. If installation fails or you can't sign in, find your error below. For runtime issues after Claude Code is working, see [Troubleshooting](https://code.claude.com/docs/en/troubleshooting.md). For configuration problems such as settings not applying or hooks not firing, see [Debug your configuration](https://code.claude

Set up Claude Code in a monorepo or large codebase

> Fetch the complete documentation index at: https://code.claude.com/docs/llms.txt > Use this file to discover all available pages before exploring further. > Configure Claude Code for monorepos and large single-tree codebases with nested CLAUDE.md files, sparse worktrees, code intelligence, and per-package skills so Claude stays focused on the code you're working in. A large codebase can be one repository with millions of lines or a monorepo with many packages. Claude Code works at any size, but as the codebase grows, the defaults tuned for smaller projects can fill the context window with in

Launch sessions from links

> Fetch the complete documentation index at: https://code.claude.com/docs/llms.txt > Use this file to discover all available pages before exploring further. > Open a Claude Code terminal session from a URL. Embed `claude-cli://` links in runbooks, alerts, and dashboards so a click opens Claude Code in the right repo with the right prompt. A deep link is a `claude-cli://` URL that opens Claude Code in a new terminal window. The URL can carry a working directory and a prompt to pre-fill. The prompt is populated but not sent until you press Enter. To make links open on a machine, first send a pro

Run Claude Code programmatically

> Fetch the complete documentation index at: https://code.claude.com/docs/llms.txt > Use this file to discover all available pages before exploring further. > Use the Agent SDK to run Claude Code programmatically from the CLI, Python, or TypeScript. The [Agent SDK](https://code.claude.com/docs/en/agent-sdk/overview.md) gives you the same tools, agent loop, and context management that power Claude Code. It's available as a CLI for scripts and CI/CD, or as [Python](https://code.claude.com/docs/en/agent-sdk/python.md) and [TypeScript](https://code.claude.com/docs/en/agent-sdk/typescript.md) packa

Keep Claude working toward a goal

> Fetch the complete documentation index at: https://code.claude.com/docs/llms.txt > Use this file to discover all available pages before exploring further. > Set a completion condition with /goal and Claude keeps working until it's met, a model judges it impossible, or an error you have to fix clears the goal. The `/goal` command sets a completion condition and Claude keeps working toward it without you prompting each step. After each turn, a model checks whether the condition holds. If the model judges it not yet met, Claude starts another turn instead of returning control to you. The goal c

Run prompts on a schedule

> Fetch the complete documentation index at: https://code.claude.com/docs/llms.txt > Use this file to discover all available pages before exploring further. > Use /loop and the cron scheduling tools to run prompts repeatedly, poll for status, or set one-time reminders within a Claude Code session. Session-scoped scheduled tasks let Claude re-run a prompt automatically on an interval within a Claude Code session. Use them to poll a deployment, babysit a PR, check back on a long-running build, or remind yourself to do something later in the session. > [!NOTE] > > These cases are covered on other

Push events into a running session with channels

> Fetch the complete documentation index at: https://code.claude.com/docs/llms.txt > Use this file to discover all available pages before exploring further. > Use channels to push messages, alerts, and webhooks into your Claude Code session from an MCP server. Forward CI results, chat messages, and monitoring events so Claude can react while you're away. > [!NOTE] > > Channels are in [research preview](#research-preview). They require Anthropic authentication through claude.ai or a Console API key, and are not available on Amazon Bedrock, Google Cloud's Agent Platform, or Microsoft Foundry. Te

Contextualized Embeddings

> Fetch the complete documentation index at: https://docs.perplexity.ai/llms.txt > Use this file to discover all available pages before exploring further. > Generate document-aware embeddings for chunks that share context, improving retrieval quality for document-based applications. Contextualized embeddings generate embeddings for document chunks that share context awareness. Unlike standard embeddings where each text is embedded independently, contextualized embeddings understand that chunks belong to the same document and incorporate that relationship. > [!NOTE] > > Use contextualized embed

Lowe’s leverages AI to power home improvement retail

May 5, 2025 Lowe’s leverages AI to power home improvement retail A conversation with Chandhu Nair, Senior Vice President of Data, AI, and Innovation. Contact sales Company size: Enterprise Region: North America Industry: Retail Products: API Results 50+ Machine learning models deployed across pricing, forecasting, and supply chain Loading… Share Our Executive Function series features perspectives from leaders driving transformation through AI. Lowe’s is a Fortune 50 home improvement company serving approximately 16 million customer transactions a week in the U.S. We spoke with Chandhu Nair abo

Standard Embeddings

> Fetch the complete documentation index at: https://docs.perplexity.ai/llms.txt > Use this file to discover all available pages before exploring further. > Generate embeddings for independent texts, search queries, and single sentences. Use standard embeddings for independent text embedding (queries, documents, and semantic search) where each text is self-contained. | Model | Dimensions | Context | MRL | Quantization | Price (\$/1M tokens) | | :-: | :-: | :-: | :-: | :-: | :-: | | `pplx-embed-v1-0.6b` | 1024 | 32K | Yes | INT8/BINARY | \$0.004 | | `pplx-embed-v1-4b` | 2560 | 32K | Yes | INT8/

Perplexity trusts GPT‑6 Astra with end-to-end systems

September 14, 2026 Perplexity trusts GPT‑6 Astra with end-to-end systems Perplexity uses Astra to write communications, change software, and monitor production systems, and checks in much less frequently than with earlier models. Start building with OpenAI Company size: Startup Region: North America Industry: Technology Products: API Loading… Share As an AI-powered answer engine, Perplexity is deeply focused on search and accuracy. Its ability to process large amounts of information is critically important. Johnny Ho, Cofounder and Chief Strategy Officer, observes that every time the model get