# Table of Contents
- [Blog | Claude](#blog-claude)
- [Claude](#claude)
- [AIエージェント | Claude](#ai-claude)
- [Claude](#claude)
- [Claude](#claude)
- [Renforcer la mémoire des équipes | Claude](#renforcer-la-m-moire-des-quipes-claude)
- [Introducing the Message Batches API | Claude](#introducing-the-message-batches-api-claude)
- [エージェントスキルの紹介 | Claude](#-claude)
- [Improve your prompts in the developer console | Claude](#improve-your-prompts-in-the-developer-console-claude)
- [Claude and your productivity platforms | Claude](#claude-and-your-productivity-platforms-claude)
- [Prompt caching with Claude | Claude](#prompt-caching-with-claude-claude)
- [Optimize code performance quickly | Claude](#optimize-code-performance-quickly-claude)
- [Generate better prompts in the developer console | Claude](#generate-better-prompts-in-the-developer-console-claude)
- [Introducing Agent Skills | Claude](#introducing-agent-skills-claude)
- [Claude takes research to new places | Claude](#claude-takes-research-to-new-places-claude)
- [Neu: Agenten-Skills | Claude](#neu-agenten-skills-claude)
- [スキル解説：スキルとプロンプト、プロジェクト、MCP、サブエージェントとの比較 | Claude](#-mcp-claude)
- [Skills for organizations, partners, the ecosystem | Claude](#skills-for-organizations-partners-the-ecosystem-claude)
- [Présentation des Skills d'agent | Claude](#pr-sentation-des-skills-d-39-agent-claude)
- [How to scale agentic coding across your engineering organization | Claude](#how-to-scale-agentic-coding-across-your-engineering-organization-claude)
- [Skills explained: How Skills compares to prompts, Projects, MCP, and subagents | Claude](#skills-explained-how-skills-compares-to-prompts-projects-mcp-and-subagents-claude)
- [Skills erklärt: Vergleich von Skills mit Prompts, Projekten, MCP und Subagenten | Claude](#skills-erkl-rt-vergleich-von-skills-mit-prompts-projekten-mcp-und-subagenten-claude)
- [Explication des Skills : comparaison des Skills avec les requêtes, les projets, MCP et les sous-agents | Claude](#explication-des-skills-comparaison-des-skills-avec-les-requ-tes-les-projets-mcp-et-les-sous-agents-claude)
- [Structured outputs on the Claude Developer Platform | Claude](#structured-outputs-on-the-claude-developer-platform-claude)
- [Tailor Claude’s responses to your personal style | Claude](#tailor-claude-s-responses-to-your-personal-style-claude)
- [Introducing the Claude Team plan and iOS app | Claude](#introducing-the-claude-team-plan-and-ios-app-claude)
- [Token-saving updates on the Anthropic API | Claude](#token-saving-updates-on-the-anthropic-api-claude)
- [Claude can now use tools | Claude](#claude-can-now-use-tools-claude)
- [Claude 3.5 Haiku on AWS Trainium2 and model distillation in Amazon Bedrock | Claude](#claude-3-5-haiku-on-aws-trainium2-and-model-distillation-in-amazon-bedrock-claude)
- [Get to production faster with the upgraded Anthropic Console | Claude](#get-to-production-faster-with-the-upgraded-anthropic-console-claude)
- [Using CLAUDE.MD files: Customizing Claude Code for your codebase | Claude](#using-claude-md-files-customizing-claude-code-for-your-codebase-claude)
- [Claude web search now available globally on all plans | Claude](#claude-web-search-now-available-globally-on-all-plans-claude)
- [Introducing web search on the Anthropic API | Claude](#introducing-web-search-on-the-anthropic-api-claude)
---
# Blog | Claude
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====
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[Agents\
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How enterprises are building AI agents in 2026
----------------------------------------------
December 9, 2025
[Read more](https://claude.com/blog/how-enterprises-are-building-ai-agents-in-2026)
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Building Skills for Claude Code: Automating your procedural knowledge
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December 2, 2025
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Improving frontend design through Skills
----------------------------------------
November 12, 2025
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Building AI agents for financial services
-----------------------------------------
October 30, 2025
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Claude Code on the web
----------------------
October 20, 2025
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Claude and Slack
----------------
October 1, 2025
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Piloting Claude in Chrome
-------------------------
August 25, 2025
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How Anthropic teams use Claude Code
-----------------------------------
July 24, 2025
[Read more](https://claude.com/blog/how-anthropic-teams-use-claude-code)
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Claude can now connect to your world
------------------------------------
May 1, 2025
[Read more](https://claude.com/blog/integrations)
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Introducing the Max Plan
------------------------
April 9, 2025
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How enterprises are building AI agents in 2026
----------------------------------------------
December 9, 2025
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Building Skills for Claude Code: Automating your procedural knowledge
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December 2, 2025
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Improving frontend design through Skills
----------------------------------------
November 12, 2025
[Read more](https://claude.com/blog/improving-frontend-design-through-skills)
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Building AI agents for financial services
-----------------------------------------
October 30, 2025
[Read more](https://claude.com/blog/building-ai-agents-in-financial-services)
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Claude Code on the web
----------------------
October 20, 2025
[Read more](https://claude.com/blog/claude-code-on-the-web)
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Claude and Slack
----------------
October 1, 2025
[Read more](https://claude.com/blog/claude-and-slack)
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Piloting Claude in Chrome
-------------------------
August 25, 2025
[Read more](https://claude.com/blog/claude-for-chrome)
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How Anthropic teams use Claude Code
-----------------------------------
July 24, 2025
[Read more](https://claude.com/blog/how-anthropic-teams-use-claude-code)
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Claude can now connect to your world
------------------------------------
May 1, 2025
[Read more](https://claude.com/blog/integrations)
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Introducing the Max Plan
------------------------
April 9, 2025
[Read more](https://claude.com/blog/max-plan)
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Dec 19, 2025
Extending Claude’s capabilities with skills and MCP servers
Agents
Extending Claude’s capabilities with skills and MCP servers
December 19, 2025
[Extending Claude’s capabilities with skills and MCP servers](https://claude.com/blog/extending-claude-capabilities-with-skills-mcp-servers)
Extending Claude’s capabilities with skills and MCP servers
[Extending Claude’s capabilities with skills and MCP servers](https://claude.com/blog#)
Extending Claude’s capabilities with skills and MCP servers
[](https://claude.com/blog/extending-claude-capabilities-with-skills-mcp-servers)
Dec 18, 2025
Skills for organizations, partners, the ecosystem
Product announcements
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December 18, 2025
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/organization-skills-and-directory)
Skills for organizations, partners, the ecosystem
[Skills for organizations, partners, the ecosystem](https://claude.com/blog#)
Skills for organizations, partners, the ecosystem
[](https://claude.com/blog/organization-skills-and-directory)
Dec 12, 2025
Making Claude a better electrical engineer
Enterprise AI
Making Claude a better electrical engineer
December 12, 2025
[Making Claude a better electrical engineer](https://claude.com/blog/making-claude-a-better-electrical-engineer)
Making Claude a better electrical engineer
[Making Claude a better electrical engineer](https://claude.com/blog#)
Making Claude a better electrical engineer
[](https://claude.com/blog/making-claude-a-better-electrical-engineer)
Dec 11, 2025
Claude Code power user customization: How to configure hooks
Coding
Claude Code power user customization: How to configure hooks
December 11, 2025
[Claude Code power user customization: How to configure hooks](https://claude.com/blog/how-to-configure-hooks)
Claude Code power user customization: How to configure hooks
[Claude Code power user customization: How to configure hooks](https://claude.com/blog#)
Claude Code power user customization: How to configure hooks
[](https://claude.com/blog/how-to-configure-hooks)
Dec 9, 2025
How enterprises are building AI agents in 2026
Enterprise AI
How enterprises are building AI agents in 2026
December 9, 2025
[How enterprises are building AI agents in 2026](https://claude.com/blog/how-enterprises-are-building-ai-agents-in-2026)
How enterprises are building AI agents in 2026
[How enterprises are building AI agents in 2026](https://claude.com/blog#)
How enterprises are building AI agents in 2026
[](https://claude.com/blog/how-enterprises-are-building-ai-agents-in-2026)
Dec 8, 2025
How Anthropic's legal team cut review times from days to hours with Claude
Enterprise AI
How Anthropic's legal team cut review times from days to hours with Claude
December 8, 2025
[How Anthropic's legal team cut review times from days to hours with Claude](https://claude.com/blog/how-anthropic-uses-claude-legal)
How Anthropic's legal team cut review times from days to hours with Claude
[How Anthropic's legal team cut review times from days to hours with Claude](https://claude.com/blog#)
How Anthropic's legal team cut review times from days to hours with Claude
[](https://claude.com/blog/how-anthropic-uses-claude-legal)
Dec 8, 2025
Claude Code and Slack
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[Claude Code and Slack](https://claude.com/blog/claude-code-and-slack)
Claude Code and Slack
[Claude Code and Slack](https://claude.com/blog#)
Claude Code and Slack
[](https://claude.com/blog/claude-code-and-slack)
Dec 2, 2025
Building Skills for Claude Code: Automating your procedural knowledge
Coding
Building Skills for Claude Code: Automating your procedural knowledge
December 2, 2025
[Building Skills for Claude Code: Automating your procedural knowledge](https://claude.com/blog/building-skills-for-claude-code)
Building Skills for Claude Code: Automating your procedural knowledge
[Building Skills for Claude Code: Automating your procedural knowledge](https://claude.com/blog#)
Building Skills for Claude Code: Automating your procedural knowledge
[](https://claude.com/blog/building-skills-for-claude-code)
Dec 1, 2025
What are the key benefits of transitioning to agentic coding for software development?
Coding
What are the key benefits of transitioning to agentic coding for software development?
December 1, 2025
[What are the key benefits of transitioning to agentic coding for software development?](https://claude.com/blog/key-benefits-transitioning-agentic-coding)
What are the key benefits of transitioning to agentic coding for software development?
[What are the key benefits of transitioning to agentic coding for software development?](https://claude.com/blog#)
What are the key benefits of transitioning to agentic coding for software development?
[](https://claude.com/blog/key-benefits-transitioning-agentic-coding)
Nov 25, 2025
Using CLAUDE.md files: Customizing Claude Code for your codebase
Coding
Using CLAUDE.md files: Customizing Claude Code for your codebase
November 25, 2025
[Using CLAUDE.md files: Customizing Claude Code for your codebase](https://claude.com/blog/using-claude-md-files)
Using CLAUDE.md files: Customizing Claude Code for your codebase
[Using CLAUDE.md files: Customizing Claude Code for your codebase](https://claude.com/blog#)
Using CLAUDE.md files: Customizing Claude Code for your codebase
[](https://claude.com/blog/using-claude-md-files)
Nov 20, 2025
What’s new in Claude: Turning Claude into your thinking partner
Product announcements
What’s new in Claude: Turning Claude into your thinking partner
November 20, 2025
[What’s new in Claude: Turning Claude into your thinking partner](https://claude.com/blog/your-thinking-partner)
What’s new in Claude: Turning Claude into your thinking partner
[What’s new in Claude: Turning Claude into your thinking partner](https://claude.com/blog#)
What’s new in Claude: Turning Claude into your thinking partner
[](https://claude.com/blog/your-thinking-partner)
Nov 19, 2025
How to create Skills: Key steps, limitations, and examples
Coding
How to create Skills: Key steps, limitations, and examples
November 19, 2025
[How to create Skills: Key steps, limitations, and examples](https://claude.com/blog/how-to-create-skills-key-steps-limitations-and-examples)
How to create Skills: Key steps, limitations, and examples
[How to create Skills: Key steps, limitations, and examples](https://claude.com/blog#)
How to create Skills: Key steps, limitations, and examples
[](https://claude.com/blog/how-to-create-skills-key-steps-limitations-and-examples)
Nov 17, 2025
How three YC startups built their companies with Claude Code
Coding
How three YC startups built their companies with Claude Code
November 17, 2025
[How three YC startups built their companies with Claude Code](https://claude.com/blog/building-companies-with-claude-code)
How three YC startups built their companies with Claude Code
[How three YC startups built their companies with Claude Code](https://claude.com/blog#)
How three YC startups built their companies with Claude Code
[](https://claude.com/blog/building-companies-with-claude-code)
Nov 14, 2025
Structured outputs on the Claude Developer Platform
Product announcements
Structured outputs on the Claude Developer Platform
November 14, 2025
[Structured outputs on the Claude Developer Platform](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform)
Structured outputs on the Claude Developer Platform
[Structured outputs on the Claude Developer Platform](https://claude.com/blog#)
Structured outputs on the Claude Developer Platform
[](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform)
Nov 13, 2025
Skills explained: How Skills compares to prompts, Projects, MCP, and subagents
Agents
Skills explained: How Skills compares to prompts, Projects, MCP, and subagents
November 13, 2025
[Skills explained: How Skills compares to prompts, Projects, MCP, and subagents](https://claude.com/blog/skills-explained)
Skills explained: How Skills compares to prompts, Projects, MCP, and subagents
[Skills explained: How Skills compares to prompts, Projects, MCP, and subagents](https://claude.com/blog#)
Skills explained: How Skills compares to prompts, Projects, MCP, and subagents
[](https://claude.com/blog/skills-explained)
[View more](https://claude.com/blog?b7eea976_page=2)
1 / 6
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### Extending Claude’s capabilities with skills and MCP servers
Category
Agents
Product
Usecase
December 19, 2025
[Extending Claude’s capabilities with skills and MCP servers](https://claude.com/blog/extending-claude-capabilities-with-skills-mcp-servers)
Extending Claude’s capabilities with skills and MCP servers
[Extending Claude’s capabilities with skills and MCP servers](https://claude.com/blog#)
Extending Claude’s capabilities with skills and MCP servers
[](https://claude.com/blog/extending-claude-capabilities-with-skills-mcp-servers)
### Skills for organizations, partners, the ecosystem
Category
Product announcements
Product
Usecase
December 18, 2025
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/organization-skills-and-directory)
Skills for organizations, partners, the ecosystem
[Skills for organizations, partners, the ecosystem](https://claude.com/blog#)
Skills for organizations, partners, the ecosystem
[](https://claude.com/blog/organization-skills-and-directory)
### Making Claude a better electrical engineer
Category
Enterprise AI
Product
Usecase
December 12, 2025
[Making Claude a better electrical engineer](https://claude.com/blog/making-claude-a-better-electrical-engineer)
Making Claude a better electrical engineer
[Making Claude a better electrical engineer](https://claude.com/blog#)
Making Claude a better electrical engineer
[](https://claude.com/blog/making-claude-a-better-electrical-engineer)
### Claude Code power user customization: How to configure hooks
Category
Coding
Product
Usecase
December 11, 2025
[Claude Code power user customization: How to configure hooks](https://claude.com/blog/how-to-configure-hooks)
Claude Code power user customization: How to configure hooks
[Claude Code power user customization: How to configure hooks](https://claude.com/blog#)
Claude Code power user customization: How to configure hooks
[](https://claude.com/blog/how-to-configure-hooks)
### How enterprises are building AI agents in 2026
Category
Enterprise AI
Product
Usecase
December 9, 2025
[How enterprises are building AI agents in 2026](https://claude.com/blog/how-enterprises-are-building-ai-agents-in-2026)
How enterprises are building AI agents in 2026
[How enterprises are building AI agents in 2026](https://claude.com/blog#)
How enterprises are building AI agents in 2026
[](https://claude.com/blog/how-enterprises-are-building-ai-agents-in-2026)
### How Anthropic's legal team cut review times from days to hours with Claude
Category
Enterprise AI
Product
Usecase
December 8, 2025
[How Anthropic's legal team cut review times from days to hours with Claude](https://claude.com/blog/how-anthropic-uses-claude-legal)
How Anthropic's legal team cut review times from days to hours with Claude
[How Anthropic's legal team cut review times from days to hours with Claude](https://claude.com/blog#)
How Anthropic's legal team cut review times from days to hours with Claude
[](https://claude.com/blog/how-anthropic-uses-claude-legal)
### Claude Code and Slack
Category
Product announcements
Product
Usecase
December 8, 2025
[Claude Code and Slack](https://claude.com/blog/claude-code-and-slack)
Claude Code and Slack
[Claude Code and Slack](https://claude.com/blog#)
Claude Code and Slack
[](https://claude.com/blog/claude-code-and-slack)
### Building Skills for Claude Code: Automating your procedural knowledge
Category
Coding
Product
Usecase
December 2, 2025
[Building Skills for Claude Code: Automating your procedural knowledge](https://claude.com/blog/building-skills-for-claude-code)
Building Skills for Claude Code: Automating your procedural knowledge
[Building Skills for Claude Code: Automating your procedural knowledge](https://claude.com/blog#)
Building Skills for Claude Code: Automating your procedural knowledge
[](https://claude.com/blog/building-skills-for-claude-code)
### What are the key benefits of transitioning to agentic coding for software development?
Category
Coding
Product
Usecase
December 1, 2025
[What are the key benefits of transitioning to agentic coding for software development?](https://claude.com/blog/key-benefits-transitioning-agentic-coding)
What are the key benefits of transitioning to agentic coding for software development?
[What are the key benefits of transitioning to agentic coding for software development?](https://claude.com/blog#)
What are the key benefits of transitioning to agentic coding for software development?
[](https://claude.com/blog/key-benefits-transitioning-agentic-coding)
### Using CLAUDE.md files: Customizing Claude Code for your codebase
Category
Coding
Product
Usecase
November 25, 2025
[Using CLAUDE.md files: Customizing Claude Code for your codebase](https://claude.com/blog/using-claude-md-files)
Using CLAUDE.md files: Customizing Claude Code for your codebase
[Using CLAUDE.md files: Customizing Claude Code for your codebase](https://claude.com/blog#)
Using CLAUDE.md files: Customizing Claude Code for your codebase
[](https://claude.com/blog/using-claude-md-files)
### What’s new in Claude: Turning Claude into your thinking partner
Category
Product announcements
Product
Usecase
November 20, 2025
[What’s new in Claude: Turning Claude into your thinking partner](https://claude.com/blog/your-thinking-partner)
What’s new in Claude: Turning Claude into your thinking partner
[What’s new in Claude: Turning Claude into your thinking partner](https://claude.com/blog#)
What’s new in Claude: Turning Claude into your thinking partner
[](https://claude.com/blog/your-thinking-partner)
### How to create Skills: Key steps, limitations, and examples
Category
Coding
Product
Usecase
November 19, 2025
[How to create Skills: Key steps, limitations, and examples](https://claude.com/blog/how-to-create-skills-key-steps-limitations-and-examples)
How to create Skills: Key steps, limitations, and examples
[How to create Skills: Key steps, limitations, and examples](https://claude.com/blog#)
How to create Skills: Key steps, limitations, and examples
[](https://claude.com/blog/how-to-create-skills-key-steps-limitations-and-examples)
### How three YC startups built their companies with Claude Code
Category
Coding
Product
Usecase
November 17, 2025
[How three YC startups built their companies with Claude Code](https://claude.com/blog/building-companies-with-claude-code)
How three YC startups built their companies with Claude Code
[How three YC startups built their companies with Claude Code](https://claude.com/blog#)
How three YC startups built their companies with Claude Code
[](https://claude.com/blog/building-companies-with-claude-code)
### Structured outputs on the Claude Developer Platform
Category
Product announcements
Product
Usecase
November 14, 2025
[Structured outputs on the Claude Developer Platform](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform)
Structured outputs on the Claude Developer Platform
[Structured outputs on the Claude Developer Platform](https://claude.com/blog#)
Structured outputs on the Claude Developer Platform
[](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform)
### Skills explained: How Skills compares to prompts, Projects, MCP, and subagents
Category
Agents
Product
Usecase
November 13, 2025
[Skills explained: How Skills compares to prompts, Projects, MCP, and subagents](https://claude.com/blog/skills-explained)
Skills explained: How Skills compares to prompts, Projects, MCP, and subagents
[Skills explained: How Skills compares to prompts, Projects, MCP, and subagents](https://claude.com/blog#)
Skills explained: How Skills compares to prompts, Projects, MCP, and subagents
[](https://claude.com/blog/skills-explained)
[View more](https://claude.com/blog?d7430fcd_page=2)
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* Help me develop a unique voice for an audience
[](https://claude.com/blog#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog#)
This is another test
* Write grant proposals
[](https://claude.com/blog#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog#)
this is a test
[Anthropic](https://www.anthropic.com/)
Anthropic
© \[year\] Anthropic PBC
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English (US)
---
# Claude
[](https://claude.ai/)
こちらをご覧ください
[ホームページ](https://claude.com/ja-jp)
ホームページ
[Next](https://claude.com/ja-jp#)
Next
ありがとうございます。フォームが受理されました。
申し訳ございません。フォームの送信中にエラーが発生しました。
書き込み
[ボタンテキスト](https://claude.com/ja-jp#)
ボタンテキスト
学ぶ
[ボタンテキスト](https://claude.com/ja-jp#)
ボタンテキスト
コード
[ボタンテキスト](https://claude.com/ja-jp#)
ボタンテキスト
書き込み
* オーディエンス向けのユニークな声の開発をサポート
[](https://claude.com/ja-jp#)
こんにちはClaude！オーディエンス向けのユニークな声の開発をサポートしていただけませんか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* ライティングスタイルを改善
[](https://claude.com/ja-jp#)
こんにちはClaude！ライティングスタイルを改善していただけませんか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* クリエイティブなアイデアをブレインストーミング
[](https://claude.com/ja-jp#)
こんにちはClaude！クリエイティブなアイデアをブレインストーミングしていただけませんか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
学ぶ
* 複雑なトピックを簡単に説明
[](https://claude.com/ja-jp#)
こんにちはClaude！複雑なトピックを簡単に説明していただけませんか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* これらのアイデアを理解できるよう手伝う
[](https://claude.com/ja-jp#)
こんにちはClaude！これらのアイデアを理解できるよう手伝っていただけませんか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* 試験あるいは面接を準備する
[](https://claude.com/ja-jp#)
こんにちはClaude！試験あるいは面接の準備をしていただけますか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
コード
* プログラミング概念を説明
[](https://claude.com/ja-jp#)
こんにちはClaude！プログラミング概念を説明していただけますか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* コードを確認してヒントを教える
[](https://claude.com/ja-jp#)
こんにちはClaude！コードを確認してヒントを教えていただけますか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* 一緒にコードを試す
[](https://claude.com/ja-jp#)
こんにちはClaude！一緒にコードを試していただけますか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
詳細
* 導入事例を記述
[](https://claude.com/ja-jp#)
これは別のテストです
* 助成金申請書を書く
[](https://claude.com/ja-jp#)
こんにちはClaude！助成金申請書を書いていただけますか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* 動画スクリプトを記述
[](https://claude.com/ja-jp#)
これはテストです
[Anthropic](https://www.anthropic.com/)
Anthropic
©\[年\] Anthropic PBC
製品
* Claude
[Claude](https://claude.com/ja-jp/product/overview)
Claude
* Claude Code
[Claude Code](https://claude.com/ja-jp/product/claude-code)
Claude Code
* Max plan
[Max plan](https://claude.com/ja-jp/pricing/max)
Max plan
* Team plan
[Team plan](https://claude.com/ja-jp/pricing/team)
Team plan
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[Enterprise plan](https://claude.com/ja-jp/pricing/enterprise)
Enterprise plan
* アプリをダウンロード
[アプリをダウンロード](https://claude.com/ja-jp/download)
アプリをダウンロード
* 料金プラン
[料金プラン](https://claude.com/ja-jp/pricing)
料金プラン
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[ログイン](https://claude.ai/login)
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* Claude in Slack
[Claude in Slack](https://claude.com/ja-jp/chrome)
Claude in Slack
* Claude in Slack
[Claude in Slack](https://claude.com/ja-jp/claude-in-slack)
Claude in Slack
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[Claude in Excel](https://claude.com/ja-jp/claude-in-excel)
Claude in Excel
* スキル
[スキル](https://claude.com/ja-jp/skills)
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モデル
* Opus
[Opus](https://www.anthropic.com/claude/opus)
Opus
* Sonnet
[Sonnet](https://www.anthropic.com/claude/sonnet)
Sonnet
* Haiku
[Haiku](https://www.anthropic.com/claude/haiku)
Haiku
ソリューション
* AIエージェント
[AIエージェント](https://claude.com/ja-jp/solutions/agents)
AIエージェント
* コードの最新化
[コードの最新化](https://claude.com/ja-jp/solutions/code-modernization)
コードの最新化
* コーディング
[コーディング](https://claude.com/ja-jp/solutions/coding)
コーディング
* カスタマーサポート
[カスタマーサポート](https://claude.com/ja-jp/solutions/customer-support)
カスタマーサポート
* 教育
[教育](https://claude.com/ja-jp/solutions/education)
教育
* 金融サービス
[金融サービス](https://claude.com/ja-jp/solutions/financial-services)
金融サービス
* 政府
[政府](https://claude.com/ja-jp/solutions/government)
政府
* ライフサイエンス
[ライフサイエンス](https://claude.com/ja-jp/solutions/life-sciences)
ライフサイエンス
* 非営利団体
[非営利団体](https://claude.com/ja-jp/solutions/nonprofits)
非営利団体
Claude Developer Platform
* 概要
[概要](https://claude.com/ja-jp/platform/api)
概要
* 開発者向けドキュメント
[開発者向けドキュメント](https://docs.claude.com/)
開発者向けドキュメント
* 料金プラン
[料金プラン](https://claude.com/ja-jp/pricing)
料金プラン
* Regional Compliance
[Regional Compliance](https://claude.com/ja-jp/regional-compliance)
Regional Compliance
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[Amazon Bedrock](https://claude.com/ja-jp/partners/amazon-bedrock)
Amazon Bedrock
* Google CloudのVertex AI
[Google CloudのVertex AI](https://claude.com/ja-jp/partners/google-cloud-vertex-ai)
Google CloudのVertex AI
* コンソールログイン
[コンソールログイン](https://console.anthropic.com/)
コンソールログイン
学ぶ
* ブログ
[ブログ](https://claude.com/ja-jp/blog)
ブログ
* Claudeパートナーネットワーク
[Claudeパートナーネットワーク](https://claude.com/ja-jp/partners)
Claudeパートナーネットワーク
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[コース](https://www.anthropic.com/learn)
コース
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[コネクタ](https://claude.com/ja-jp/connectors)
コネクタ
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[お客様の事例](https://claude.com/ja-jp/customers)
お客様の事例
* Anthropicのエンジニアリング
[Anthropicのエンジニアリング](https://www.anthropic.com/engineering)
Anthropicのエンジニアリング
* イベント
[イベント](https://www.anthropic.com/events)
イベント
* Claudeを活用
[Claudeを活用](https://claude.com/ja-jp/partners/powered-by-claude)
Claudeを活用
* サービスパートナー
[サービスパートナー](https://claude.com/ja-jp/partners/services)
サービスパートナー
* スタートアッププログラム
[スタートアッププログラム](https://claude.com/ja-jp/programs/startups)
スタートアッププログラム
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[チュートリアル](https://claude.com/ja-jp/resources/tutorials)
チュートリアル
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[ユースケース](https://claude.com/ja-jp/resources/use-cases)
ユースケース
会社
* Anthropic
[Anthropic](https://www.anthropic.com/)
Anthropic
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日本語 (Japan)
---
# AIエージェント | Claude
[](https://claude.ai/)
こちらをご覧ください
AIエージェントを圧倒的な優位性として活用
=====================
AIエージェントを圧倒的な優位性として活用
=====================
Claudeを活用して、より効果的に計画、実行、連携するAIエージェントを構築できます。
開発を始める
[開発を始める](https://console.anthropic.com/)
開発を始める
営業担当者に問い合わせる
[営業担当者に問い合わせる](https://claude.com/ja-jp/contact-sales)
営業担当者に問い合わせる
強力かつ協調的で安全なAIエージェント
-------------------
優れた推論と人間並みの品質の回答を取得できます。
### AIエージェント用の最良モデル
Claudeは、カスタマーサポートからコーディングまで、AIエージェントのシナリオにおいて他のモデルを凌駕します。
### 人間味のあるAIエージェント
Claudeの会話スタイルは、AIエージェントとユーザーの間に真の協働をもたらします。
### お客様のブランドを守るAI
Claudeは、誠実さ、ジェイルブレイク耐性、ブランドセキュリティにおいて最も高い評価を得ています。
効果的なエージェントを構築する
Anthropicのエンジニアリングチームが、顧客との協業とエージェント構築を通じて得た知見。
詳細はこちら
[詳細はこちら](https://www.anthropic.com/engineering/building-effective-agents)
詳細はこちら
3倍
コード変更頻度の減少
[前へ](https://claude.com/ja-jp/solutions/agents#)
前へ
[Next](https://claude.com/ja-jp/solutions/agents#)
Next
Claude Developer PlatformでAIエージェントを構築
-------------------------------------
Claudeの強力なAI機能を既存のアプリケーションに統合し、本番環境レベルのエージェントをより迅速に提供します。
プロンプトを表示
[プロンプトを表示](https://claude.com/ja-jp/solutions/agents#)
プロンプトを表示
既存のプロンプト
すべてのカスタマーサポートチケットを、最も関連性の高いカテゴリに分類します。
以下は、選択できるカテゴリのリストです。
{{CATEGORY\_LIST}}
サポートチケットの内容は次のとおりです。
{{TICKET\_CONTENT}}
何を改善したいですか？
その分類の根拠を含めてください。
あなたは、カスタマーサポートチケットの分類を専門とするAIアシスタントです。あなたのタスクは、与えられたチケットの内容を分析し、事前定義されたリストから最も適切なカテゴリに割り当てることです。また、その分類の決定理由も説明します。
まず、使用可能なカテゴリを確認しましょう。
{{CATEGORY\_LIST}}
次に、分類する必要があるサポートチケットの内容を次に示します。
{{TICKET\_CONTENT}}
以下の手順に従ってタスクを完了します。
– チケットの内容を注意深く読み、分析します。
– 内容が利用可能な各カテゴリとどのように関連しているかを検討します。
– チケットに最も適切なカテゴリを選択します。
– 推論プロセスの詳細な説明を提供します。
以下の構成を使用して回答します。
このセクションでは、思考プロセスを分解します。
– チケットの内容の中で最も関連性の高い部分を引用します。
– 各カテゴリをリストアップし、それがチケットの内容とどのように関係しているかを注記します。
– 各カテゴリについて、チケットをそのカテゴリに分類することの賛成論と反対論を示します。
– 最も可能性の高いカテゴリ上位3つをランク付けします。
選択したカテゴリをここに表示
このカテゴリを選択した理由の簡潔な要約
分析を徹底的に行い、説明を明確にすることを忘れないでください。目標は、十分に裏付けられた推論に基づいて正確な分類を提供することです。
### より効果的なAIエージェント
* APIを使用してエージェントとワークフローを構築
* Workbenchでプロンプトをテストして改良
* お客様のエージェントに最先端の機能を構築
* あらゆる開発者がAIエージェントを構築できる力を与える
コーディング作業でClaudeと協働
------------------
Claude Codeは、開発者が自分のターミナルから直接Claudeと協働できるエージェントツールであり、コードの移行からバグ修正まで、タスクを委任できます。
詳細はこちら
[詳細はこちら](https://claude.com/ja-jp/product/claude-code)
詳細はこちら
業界のリーダーがClaudeを選択する理由をご覧ください
----------------------------
開発を始める
[開発を始める](https://console.anthropic.com/)
開発を始める
お客様の事例を見る
[お客様の事例を見る](https://claude.com/ja-jp/customers)
お客様の事例を見る
「Claude Opus 4.5は高品質のコードを提供し、GitHub Copilotによるヘビーデューティーなエージェントワークフローの強化に優れています。初期のテストでは、トークンの使用量を半分に削減しながら社内のコーディングベンチマークを上回っていることが明らかになっており、特にコード移行やコードリファクタリングなどのタスクに適しています」
マリオ・ロドリゲス、GitHub 最高製品責任者
オリジナルを見る
[View original](https://claude.com/ja-jp/solutions/agents#)
View original
"Claude Opus 4.5 delivers high-quality code and excels at powering heavy-duty agentic workflows with GitHub Copilot. Early testing shows it surpasses internal coding benchmarks while cutting token usage in half, and is especially well-suited for tasks like code migration and code refactoring."
Mario Rodriguez, Chief Product Officer, GitHub
翻訳されたものを表示
[View translated](https://claude.com/ja-jp/solutions/agents#)
View translated
「Opus 4.5は、ユーザーが実際に求めているものを解釈するのに優れており、最初の試みで共有可能なコンテンツを作成できることがわかりました。そのスピード、トークンの効率、そして驚くほど低いコストと相まって、Notion AgentでOpusを利用できるようにするのは今回が初めてです」
AI リードエンジニア、サラ・サックス
オリジナルを見る
[View original](https://claude.com/ja-jp/solutions/agents#)
View original
"We've found that Opus 4.5 excels at interpreting what users actually want, producing shareable content on the first try. Combined with its speed, token efficiency, and surprisingly low cost, it's the first time we're making Opus available in Notion Agent."
Sarah Sachs, AI Lead Engineer
翻訳されたものを表示
[View translated](https://claude.com/ja-jp/solutions/agents#)
View translated
「オーパスモデルは常に「本物のSOTA」でしたが、過去には法外なコストがかかっていました。Claude Opus 4.5は、今ではほとんどのタスクで頼りになるモデルとなる価格帯になっています。これは明らかに勝者であり、これまでに見た中で最高のフロンティアタスクプランニングとツールコールを実現しています」
ウィンドサーフ CEO ジェフ・ワン
オリジナルを見る
[View original](https://claude.com/ja-jp/solutions/agents#)
View original
“Opus models have always been “the real SOTA” but have been cost prohibitive in the past. Claude Opus 4.5 is now at a price point where it can be your go-to model for most tasks. It’s the clear winner and exhibits the best frontier task planning and tool calling we’ve seen yet.”
Jeff Wang, CEO, Windsurf
翻訳されたものを表示
[View translated](https://claude.com/ja-jp/solutions/agents#)
View translated
Claudeで成果を出すために必要なものすべて
-------------------------
開発を始める
[開発を始める](https://console.anthropic.com/)
開発を始める
[他社のAIエージェント構築方法についてClaudeの活用事例を見る](https://claude.com/ja-jp/customers)
他社のAIエージェント構築方法についてClaudeの活用事例を見る
他社のAIエージェント構築方法についてClaudeの活用事例を見る
お客様の事例
[お客様の事例](https://claude.com/ja-jp/customers)
お客様の事例
[効果的なエージェントを構築する](https://www.anthropic.com/engineering/building-effective-agents)
効果的なエージェントを構築する
効果的なエージェントを構築する
Anthropicのエンジニアリング
[Anthropicのエンジニアリング](https://www.anthropic.com/engineering/building-effective-agents)
Anthropicのエンジニアリング
[APIで利用開始する](https://platform.claude.com/docs)
APIで利用開始する
APIで利用開始する
開発者向けドキュメント
[開発者向けドキュメント](https://platform.claude.com/docs)
開発者向けドキュメント
[ホームページ](https://claude.com/ja-jp)
ホームページ
[Next](https://claude.com/ja-jp/solutions/agents#)
Next
ありがとうございます。フォームが受理されました。
申し訳ございません。フォームの送信中にエラーが発生しました。
書き込み
[ボタンテキスト](https://claude.com/ja-jp/solutions/agents#)
ボタンテキスト
学ぶ
[ボタンテキスト](https://claude.com/ja-jp/solutions/agents#)
ボタンテキスト
コード
[ボタンテキスト](https://claude.com/ja-jp/solutions/agents#)
ボタンテキスト
書き込み
* オーディエンス向けのユニークな声の開発をサポート
[](https://claude.com/ja-jp/solutions/agents#)
こんにちはClaude！オーディエンス向けのユニークな声の開発をサポートしていただけませんか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* ライティングスタイルを改善
[](https://claude.com/ja-jp/solutions/agents#)
こんにちはClaude！ライティングスタイルを改善していただけませんか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* クリエイティブなアイデアをブレインストーミング
[](https://claude.com/ja-jp/solutions/agents#)
こんにちはClaude！クリエイティブなアイデアをブレインストーミングしていただけませんか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
学ぶ
* 複雑なトピックを簡単に説明
[](https://claude.com/ja-jp/solutions/agents#)
こんにちはClaude！複雑なトピックを簡単に説明していただけませんか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* これらのアイデアを理解できるよう手伝う
[](https://claude.com/ja-jp/solutions/agents#)
こんにちはClaude！これらのアイデアを理解できるよう手伝っていただけませんか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* 試験あるいは面接を準備する
[](https://claude.com/ja-jp/solutions/agents#)
こんにちはClaude！試験あるいは面接の準備をしていただけますか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
コード
* プログラミング概念を説明
[](https://claude.com/ja-jp/solutions/agents#)
こんにちはClaude！プログラミング概念を説明していただけますか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* コードを確認してヒントを教える
[](https://claude.com/ja-jp/solutions/agents#)
こんにちはClaude！コードを確認してヒントを教えていただけますか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* 一緒にコードを試す
[](https://claude.com/ja-jp/solutions/agents#)
こんにちはClaude！一緒にコードを試していただけますか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
詳細
* 導入事例を記述
[](https://claude.com/ja-jp/solutions/agents#)
これは別のテストです
* 助成金申請書を書く
[](https://claude.com/ja-jp/solutions/agents#)
こんにちはClaude！助成金申請書を書いていただけますか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* 動画スクリプトを記述
[](https://claude.com/ja-jp/solutions/agents#)
これはテストです
[Anthropic](https://www.anthropic.com/)
Anthropic
©\[年\] Anthropic PBC
製品
* Claude
[Claude](https://claude.com/ja-jp/product/overview)
Claude
* Claude Code
[Claude Code](https://claude.com/ja-jp/product/claude-code)
Claude Code
* Max plan
[Max plan](https://claude.com/ja-jp/pricing/max)
Max plan
* Team plan
[Team plan](https://claude.com/ja-jp/pricing/team)
Team plan
* Enterprise plan
[Enterprise plan](https://claude.com/ja-jp/pricing/enterprise)
Enterprise plan
* アプリをダウンロード
[アプリをダウンロード](https://claude.com/ja-jp/download)
アプリをダウンロード
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料金プラン
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Claude in Slack
* Claude in Slack
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Claude in Slack
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Claude in Excel
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Opus
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[Sonnet](https://www.anthropic.com/claude/sonnet)
Sonnet
* Haiku
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Haiku
ソリューション
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[AIエージェント](https://claude.com/ja-jp/solutions/agents)
AIエージェント
* コードの最新化
[コードの最新化](https://claude.com/ja-jp/solutions/code-modernization)
コードの最新化
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コーディング
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ライフサイエンス
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[非営利団体](https://claude.com/ja-jp/solutions/nonprofits)
非営利団体
Claude Developer Platform
* 概要
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概要
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Amazon Bedrock
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[Google CloudのVertex AI](https://claude.com/ja-jp/partners/google-cloud-vertex-ai)
Google CloudのVertex AI
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コンソールログイン
学ぶ
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[ブログ](https://claude.com/ja-jp/blog)
ブログ
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[Claudeパートナーネットワーク](https://claude.com/ja-jp/partners)
Claudeパートナーネットワーク
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[コース](https://www.anthropic.com/learn)
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[コネクタ](https://claude.com/ja-jp/connectors)
コネクタ
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[お客様の事例](https://claude.com/ja-jp/customers)
お客様の事例
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[Anthropicのエンジニアリング](https://www.anthropic.com/engineering)
Anthropicのエンジニアリング
* イベント
[イベント](https://www.anthropic.com/events)
イベント
* Claudeを活用
[Claudeを活用](https://claude.com/ja-jp/partners/powered-by-claude)
Claudeを活用
* サービスパートナー
[サービスパートナー](https://claude.com/ja-jp/partners/services)
サービスパートナー
* スタートアッププログラム
[スタートアッププログラム](https://claude.com/ja-jp/programs/startups)
スタートアッププログラム
* チュートリアル
[チュートリアル](https://claude.com/ja-jp/resources/tutorials)
チュートリアル
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[ユースケース](https://claude.com/ja-jp/resources/use-cases)
ユースケース
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[Anthropic](https://www.anthropic.com/)
Anthropic
* 採用情報
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採用情報
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[Economic Futures](https://www.anthropic.com/economic-futures)
Economic Futures
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研究
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ニュース
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Responsible Scaling Policy
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可用性
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ステータス
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使用ポリシー
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YouTube
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Instagram
日本語 (Japan)
---
# Claude
[](https://claude.ai/)
Mehr erfahren
[Startseite](https://claude.com/de-de)
Startseite
[Next](https://claude.com/de-de#)
Next
Danke! Das Formular ist bei uns eingegangen.
Hoppla! Beim Einreichen des Formulars ist ein Fehler aufgetreten.
Schreiben
[Schaltflächentext](https://claude.com/de-de#)
Schaltflächentext
Lernen
[Schaltflächentext](https://claude.com/de-de#)
Schaltflächentext
Code
[Schaltflächentext](https://claude.com/de-de#)
Schaltflächentext
Schreiben
* Mir helfen, einen unverwechselbaren Stil für ein bestimmtes Publikum zu entwickeln
[](https://claude.com/de-de#)
Hi Claude! Hilf mir, einen unverwechselbaren Stil für eine bestimmte Zielgruppe zu entwickeln. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
* Meinen Schreibstil verbessern
[](https://claude.com/de-de#)
Hi Claude! Verbessere meinen Schreibstil. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
* Kreative Ideen brainstormen
[](https://claude.com/de-de#)
Hi Claude! Brainstorme mit mir kreative Ideen. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
Lernen
* Ein komplexes Thema einfach erklären
[](https://claude.com/de-de#)
Hi Claude! Erkläre ein komplexes Thema mit einfachen Worten. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
* Diese Ideen einleuchtend erklären
[](https://claude.com/de-de#)
Hi Claude! Erkläre mir diese Ideen. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
* Vorbereitung auf eine Prüfung oder ein Vorstellungsgespräch
[](https://claude.com/de-de#)
Hi Claude! Hilf mir bei der Vorbereitung auf eine Prüfung oder ein Vorstellungsgespräch. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
Code
* Programmierkonzept erklären
[](https://claude.com/de-de#)
Hi Claude! Erkläre mir ein Programmierkonzept. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
* Meinen Code ansehen und mir Tipps geben
[](https://claude.com/de-de#)
Hi Claude! Sieh dir meinen Code an und gib mir Tipps. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
* Vibe Code mit mir
[](https://claude.com/de-de#)
Hi Claude! Vibe code mit mir. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
Mehr
* Fallstudien verfassen
[](https://claude.com/de-de#)
Dies ist ein weiterer Test
* Verfasse Förderanträge
[](https://claude.com/de-de#)
Hi Claude! Verfasse Förderanträge. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
* Videoskripte schreiben
[](https://claude.com/de-de#)
Dies ist ein Test
[Anthropic](https://www.anthropic.com/)
Anthropic
© \[year\] Anthropic PBC
Produkte
* Claude
[Claude](https://claude.com/de-de/product/overview)
Claude
* Claude Code
[Claude Code](https://claude.com/de-de/product/claude-code)
Claude Code
* Max Plan
[Max Plan](https://claude.com/de-de/pricing/max)
Max Plan
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Preise
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Anmelden
Funktionen
* Claude in Slack
[Claude in Slack](https://claude.com/de-de/chrome)
Claude in Slack
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[Claude in Slack](https://claude.com/de-de/claude-in-slack)
Claude in Slack
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Claude in Excel
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* Opus
[Opus](https://www.anthropic.com/claude/opus)
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[Sonnet](https://www.anthropic.com/claude/sonnet)
Sonnet
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[Haiku](https://www.anthropic.com/claude/haiku)
Haiku
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[KI-Agenten](https://claude.com/de-de/solutions/agents)
KI-Agenten
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[Code-Modernisierung](https://claude.com/de-de/solutions/code-modernization)
Code-Modernisierung
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[Programmieren](https://claude.com/de-de/solutions/coding)
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[Gemeinnützige Organisationen](https://claude.com/de-de/solutions/nonprofits)
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[Dokumentation für Entwickler](https://docs.claude.com/)
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[Amazon Bedrock](https://claude.com/de-de/partners/amazon-bedrock)
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[Vertex AI von Google Cloud](https://claude.com/de-de/partners/google-cloud-vertex-ai)
Vertex AI von Google Cloud
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[Anmeldung bei der Console](https://console.anthropic.com/)
Anmeldung bei der Console
Lernen
* Blog
[Blog](https://claude.com/de-de/blog)
Blog
* Claude Partnernetzwerk
[Claude Partnernetzwerk](https://claude.com/de-de/partners)
Claude Partnernetzwerk
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[Kurse](https://www.anthropic.com/learn)
Kurse
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[Connectors](https://claude.com/de-de/connectors)
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* Engineering bei Anthropic
[Engineering bei Anthropic](https://www.anthropic.com/engineering)
Engineering bei Anthropic
* Events
[Events](https://www.anthropic.com/events)
Events
* Powered by Claude
[Powered by Claude](https://claude.com/de-de/partners/powered-by-claude)
Powered by Claude
* Servicepartner
[Servicepartner](https://claude.com/de-de/partners/services)
Servicepartner
* Startup-Programm
[Startup-Programm](https://claude.com/de-de/programs/startups)
Startup-Programm
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[Tutorials](https://claude.com/de-de/resources/tutorials)
Tutorials
* Anwendungsfälle
[Anwendungsfälle](https://claude.com/de-de/resources/use-cases)
Anwendungsfälle
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[Anthropic](https://www.anthropic.com/)
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Aktuelles
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Responsible Scaling Policy
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[Sicherheit & Compliance](https://trust.anthropic.com/)
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[Transparenz](https://anthropic.com/transparency)
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[Verfügbarkeit](https://www.anthropic.com/supported-countries)
Verfügbarkeit
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[Status](https://status.anthropic.com/)
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Kundenservice
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Instagram
Deutsch (Germany)
---
# Claude
[](https://claude.ai/)
Découvrir ici
[Page d'accueil](https://claude.com/fr-fr)
Page d'accueil
[Next](https://claude.com/fr-fr#)
Next
Merci ! Nous avons bien reçu votre envoi !
Oups ! Une erreur s'est produite lors de l'envoi du formulaire.
Écrire
[Texte du bouton](https://claude.com/fr-fr#)
Texte du bouton
Apprendre
[Texte du bouton](https://claude.com/fr-fr#)
Texte du bouton
Coder
[Texte du bouton](https://claude.com/fr-fr#)
Texte du bouton
Écrire
* Aidez-moi à développer un ton unique pour le public
[](https://claude.com/fr-fr#)
Bonjour Claude ! Pourriez-vous m'aider à développer un ton unique pour le public ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Améliorez mon style
[](https://claude.com/fr-fr#)
Bonjour Claude ! Pourriez-vous améliorer mon style ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Réfléchissez à des idées créatives
[](https://claude.com/fr-fr#)
Bonjour Claude ! Pourriez-vous trouver des idées créatives ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
Apprendre
* Expliquez un sujet complexe en termes simples
[](https://claude.com/fr-fr#)
Bonjour Claude ! Pourriez-vous expliquer un sujet complexe en termes simples ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Aidez-moi à comprendre ces idées
[](https://claude.com/fr-fr#)
Bonjour Claude ! Pourriez-vous m'aider à comprendre ces idées ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Préparez un examen ou un entretien
[](https://claude.com/fr-fr#)
Bonjour Claude ! Pourriez-vous vous m'aider à préparer un examen ou un entretien ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
Coder
* Expliquez un concept de programmation
[](https://claude.com/fr-fr#)
Bonjour Claude ! Pourriez-vous expliquer un concept de programmation ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Examinez mon code et donnez-moi des conseils
[](https://claude.com/fr-fr#)
Bonjour Claude ! Pourriez-vous examiner mon code et me donner des conseils ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Analysez le code tacite
[](https://claude.com/fr-fr#)
Bonjour Claude ! Pourriez-vous m'aider à analyser le code tacite ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
Plus
* Rédigez des études de cas
[](https://claude.com/fr-fr#)
Ceci est un autre test
* Rédigez des propositions de subvention
[](https://claude.com/fr-fr#)
Bonjour Claude ! Pourriez-vous rédiger des propositions de subvention ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès, comme Google Drive, la recherche Web, etc., s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible. Un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Rédigez des scripts vidéo
[](https://claude.com/fr-fr#)
ceci est un test
[Anthropic](https://www.anthropic.com/)
Anthropic
© \[année\] Anthropic PBC
Produits
* Claude
[Claude](https://claude.com/fr-fr/product/overview)
Claude
* Claude Code
[Claude Code](https://claude.com/fr-fr/product/claude-code)
Claude Code
* Max plan
[Max plan](https://claude.com/fr-fr/pricing/max)
Max plan
* Team plan
[Team plan](https://claude.com/fr-fr/pricing/team)
Team plan
* Enterprise plan
[Enterprise plan](https://claude.com/fr-fr/pricing/enterprise)
Enterprise plan
* Télécharger l'application
[Télécharger l'application](https://claude.com/fr-fr/download)
Télécharger l'application
* Tarifs
[Tarifs](https://claude.com/fr-fr/pricing)
Tarifs
* Se connecter
[Se connecter](https://claude.ai/login)
Se connecter
Fonctionnalités
* Claude dans Slack
[Claude dans Slack](https://claude.com/fr-fr/chrome)
Claude dans Slack
* Claude in Slack
[Claude in Slack](https://claude.com/fr-fr/claude-in-slack)
Claude in Slack
* Claude dans Excel
[Claude dans Excel](https://claude.com/fr-fr/claude-in-excel)
Claude dans Excel
* Skills
[Skills](https://claude.com/fr-fr/skills)
Skills
Modèles
* Opus
[Opus](https://www.anthropic.com/claude/opus)
Opus
* Sonnet
[Sonnet](https://www.anthropic.com/claude/sonnet)
Sonnet
* Haiku
[Haiku](https://www.anthropic.com/claude/haiku)
Haiku
Solutions
* Agents IA
[Agents IA](https://claude.com/fr-fr/solutions/agents)
Agents IA
* Modernisation du code
[Modernisation du code](https://claude.com/fr-fr/solutions/code-modernization)
Modernisation du code
* Codage
[Codage](https://claude.com/fr-fr/solutions/coding)
Codage
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[Assistance à la clientèle](https://claude.com/fr-fr/solutions/customer-support)
Assistance à la clientèle
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[Éducation](https://claude.com/fr-fr/solutions/education)
Éducation
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[Services financiers](https://claude.com/fr-fr/solutions/financial-services)
Services financiers
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[Secteur public](https://claude.com/fr-fr/solutions/government)
Secteur public
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[Sciences de la vie](https://claude.com/fr-fr/solutions/life-sciences)
Sciences de la vie
* Organisations à but non lucratif
[Organisations à but non lucratif](https://claude.com/fr-fr/solutions/nonprofits)
Organisations à but non lucratif
Claude Developer Platform
* Aperçu
[Aperçu](https://claude.com/fr-fr/platform/api)
Aperçu
* Documentation pour les développeurs
[Documentation pour les développeurs](https://docs.claude.com/)
Documentation pour les développeurs
* Tarifs
[Tarifs](https://claude.com/pricing#api)
Tarifs
* Regional Compliance
[Regional Compliance](https://claude.com/fr-fr/regional-compliance)
Regional Compliance
* Amazon Bedrock
[Amazon Bedrock](https://claude.com/fr-fr/partners/amazon-bedrock)
Amazon Bedrock
* Vertex IA de Google Cloud
[Vertex IA de Google Cloud](https://claude.com/fr-fr/partners/google-cloud-vertex-ai)
Vertex IA de Google Cloud
* Connexion à la console
[Connexion à la console](https://console.anthropic.com/)
Connexion à la console
Apprendre
* Blog
[Blog](https://claude.com/fr-fr/blog)
Blog
* Réseau de partenaires Claude
[Réseau de partenaires Claude](https://claude.com/fr-fr/partners)
Réseau de partenaires Claude
* Cours
[Cours](https://www.anthropic.com/learn)
Cours
* Connecteurs
[Connecteurs](https://claude.com/fr-fr/connectors)
Connecteurs
* Témoignages clients
[Témoignages clients](https://claude.com/fr-fr/customers)
Témoignages clients
* L'ingénierie chez Anthropic
[L'ingénierie chez Anthropic](https://www.anthropic.com/engineering)
L'ingénierie chez Anthropic
* Événements
[Événements](https://www.anthropic.com/events)
Événements
* Propulsé par Claude
[Propulsé par Claude](https://claude.com/fr-fr/partners/powered-by-claude)
Propulsé par Claude
* Partenaires de services
[Partenaires de services](https://claude.com/fr-fr/partners/services)
Partenaires de services
* Programme de startups
[Programme de startups](https://claude.com/fr-fr/programs/startups)
Programme de startups
* Tutoriels
[Tutoriels](https://claude.com/fr-fr/resources/tutorials)
Tutoriels
* Cas d'usage
[Cas d'usage](https://claude.com/fr-fr/resources/use-cases)
Cas d'usage
Entreprise
* Anthropic
[Anthropic](https://www.anthropic.com/)
Anthropic
* Carrières
[Carrières](https://www.anthropic.com/careers)
Carrières
* Economic Futures
[Economic Futures](https://www.anthropic.com/economic-futures)
Economic Futures
* Recherche
[Recherche](https://www.anthropic.com/research)
Recherche
* Actualités
[Actualités](https://www.anthropic.com/news)
Actualités
* Responsible Scaling Policy
[Responsible Scaling Policy](https://www.anthropic.com/news/announcing-our-updated-responsible-scaling-policy)
Responsible Scaling Policy
* Sécurité et conformité
[Sécurité et conformité](https://trust.anthropic.com/)
Sécurité et conformité
* Transparence
[Transparence](https://anthropic.com/transparency)
Transparence
Aide et sécurité
* Disponibilité
[Disponibilité](https://www.anthropic.com/supported-countries)
Disponibilité
* État du service
[État du service](https://status.anthropic.com/)
État du service
* Centre d'assistance
[Centre d'assistance](https://support.claude.com/en/)
Centre d'assistance
Conditions et politiques
* Choix de confidentialité
### Cookie settings
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Customize cookie settings Reject all cookies Accept all cookies
###### Necessary
Enables security and basic functionality.
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---
# Renforcer la mémoire des équipes | Claude
[](https://claude.ai/)
Découvrir ici
Doter Claude d’une mémoire
==========================
[](https://claude.com/fr-fr/blog/memory#)
[](https://claude.com/fr-fr/blog/memory#)
* Catégorie
[Annonces de produits](https://claude.com/blog/category/announcements)
* Produit
Claude for Enterprise
Claude apps
* Date
September 11, 2025
* Temps de lecture
5
min
* Partager
[Copier le lien](https://claude.com/fr-fr/blog/memory#)
https://claude.com/blog/memory
**_Mise à jour :_** _Mise à niveau vers les plans Pro et Max (23 octobre 2025)_
__**_Les utilisateurs des plans Pro et Max disposent désormais de plus de mémoire_**
**__**_Quelle que soit la tâche à laquelle vous vous étiez attelé, proposition stratégique, résolution d’un problème ou gestion de plusieurs projets de front, Claude reprend exactement là où vous en étiez. Comme les utilisateurs des plans Team et Enterprise, vous bénéficiez d'une mémoire propre à chaque projet (chaque projet possédant sa propre mémoire distincte), d'un contrôle total pour afficher et modifier ce dont Claude se souvient, et d'un chat en mode incognito pour ne pas enregistrer les conversations en mémoire. Avant ce déploiement, nous avons effectué des tests de sécurité approfondis sur des sujets sensibles liés au bien-être et des cas extrêmes, notamment pour déterminer si la mémoire pouvait renforcer les schémas nuisibles dans les conversations, conduire à une complaisance excessive et ouvrir la porte à des tentatives de contournement de nos protections. Ces tests nous ont permis d’identifier les domaines dans lesquels les réponses de Claude devaient être affinées et d’apporter des ajustements ciblés au fonctionnement de la mémoire. Ces itérations nous ont aidés à créer et à améliorer la fonctionnalité Mémoire d’une manière qui permet à Claude de fournir des réponses utiles et sûres aux utilisateurs. Pour démarrer, activez la fonctionnalité Mémoire dans les paramètres._
Aujourd'hui, nous ajoutons la fonctionnalité Mémoire à l'application Claude. Claude se souvient de vos projets et préférences, ainsi que de ceux de votre équipe, ce qui vous évite de réexpliquer le contexte et vous permet de progresser plus rapidement dans les projets complexes.
La fonctionnalité Mémoire est _entièrement facultative_ et possède des contrôles utilisateur qui vous permettent de gérer précisément ce que Claude garde en mémoire. Nous introduisons également des chats en mode incognito qui n'apparaissent pas dans l'historique de vos conversations et ne sont pas enregistrés en mémoire.
La fonctionnalité Mémoire est disponible aux utilisateurs des plans Team et Enterprise dès maintenant. Les administrateurs de plan Enterprise peuvent choisir de désactiver la fonctionnalité Mémoire dans leur organisation à tout moment. Le chat en mode incognito est disponible pour tous les utilisateurs de Claude.
### Une mémoire conçue pour le travail
La fonctionnalité Mémoire de Claude se concentre sur l'apprentissage de votre contexte professionnel et de vos schémas de travail récurrents afin d'optimiser la productivité. Elle se souvient des processus de votre équipe, des besoins de vos clients, des détails du projet et des priorités. Les équipes commerciales peuvent appliquer le contexte des clients à l'ensemble des contrats, les équipes produit peuvent conserver les spécifications d’un sprint à l’autre et les cadres peuvent suivre les initiatives sans devoir constamment redéfinir le contexte.
Si vous utilisez des projets, **Claude crée une mémoire distincte pour chacun d'eux**. Ainsi, la planification du lancement de votre produit reste distincte des tâches relatives à vos clients, et les discussions confidentielles ne sont pas mélangées avec les opérations générales. Le cloisonnement des projets vous aide, vous et vos équipes, à gérer simultanément plusieurs initiatives complexes sans mélanger des informations qui n’ont rien à voir entre elles et présente un garde-fou garantissant la confidentialité des conversations sensibles.
Claude s’appuie sur une mémoire synthétique qui capture tous ses souvenirs en un seul et même endroit, où vous pouvez les consulter et les modifier. Dans vos paramètres, vous pouvez voir exactement ce que Claude retient de vos conversations et actualiser la synthèse à tout moment en discutant avec Claude. Claude adapte les souvenirs invoqués en fonction de ce que vous lui demandez de privilégier ou d’ignorer.
### Chat en mode incognito
Il peut vous arriver d'avoir besoin de Claude sans vouloir pour autant utiliser la mémoire ni y enregistrer de nouvelles informations. Le chat en mode incognito vous permet de supprimer les conversations que vous ne souhaitez pas conserver. Il est idéal pour les brainstormings sensibles, les discussions de stratégie confidentielles ou lorsque vous souhaitez simplement démarrer une nouvelle conversation en dehors du contexte des conversations antérieures. Votre mémoire classique et l'historique de vos conversations restent inchangés. Si vous utilisez la mémoire d'un plan Team ou Enterprise, vos paramètres de rétention de données par défaut s'appliquent.
### Pensée pour un contexte de collaboration professionnelle
La fonctionnalité Mémoire introduit de nouvelles considérations de sécurité. Elle a été conçue pour un usage en milieu professionnel, tout en évitant les conversations et sujets sensibles. Nous adoptons également une approche progressive pensée pour garantir un déploiement responsable de ces puissantes capacités. Nous allons continuer d'évaluer et de tester le comportement de la fonctionnalité Mémoire dans les différentes utilisations de Claude avant d'étendre sa disponibilité.
### Prise en main
Pour voir la fonctionnalité Mémoire en action, activez-la dans les paramètres et laissez Claude générer une mémoire à partir de vos anciennes conversations lors de la configuration initiale. Posez à Claude des questions du type « sur quoi avons-nous travaillé la semaine dernière ? » pour voir ce que Claude garde en mémoire à partir de vos chats et de vos outils connectés. Si vous souhaitez importer votre mémoire à partir d'un autre outil d'intelligence artificielle ou exporter votre mémoire Claude à des fins de sauvegarde ou de migration, vous pouvez [suivre ces instructions](https://support.anthropic.com/en/articles/12123587-importing-and-exporting-your-memory-from-claude)
.
L’excellence s’acquiert au fil du temps. Grâce à la mémoire, chaque conversation avec Claude améliore la suivante.
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[](https://claude.com/fr-fr/blog/memory#)
Articles liés
Explorez d'autres actualités produits et meilleures pratiques pour les équipes qui créent avec Claude.
Oct 16, 2025
### Présentation des Skills d'agent
Annonces de produits
[Présentation des Skills d'agent](https://claude.com/fr-fr/blog/memory#)
Présentation des Skills d'agent
[Présentation des Skills d'agent](https://claude.com/fr-fr/blog/skills)
Présentation des Skills d'agent
Aug 25, 2025
### Phase pilote de Claude for Chrome
Annonces de produits
[Phase pilote de Claude for Chrome](https://claude.com/fr-fr/blog/memory#)
Phase pilote de Claude for Chrome
[Phase pilote de Claude for Chrome](https://claude.com/fr-fr/blog/claude-for-chrome)
Phase pilote de Claude for Chrome
Sep 29, 2025
### Gestion du contexte sur Claude Developer Platform
Annonces de produits
[Gestion du contexte sur Claude Developer Platform](https://claude.com/fr-fr/blog/memory#)
Gestion du contexte sur Claude Developer Platform
[Gestion du contexte sur Claude Developer Platform](https://claude.com/fr-fr/blog/context-management)
Gestion du contexte sur Claude Developer Platform
Oct 20, 2025
### Claude Code sur le Web
Annonces de produits
[Claude Code sur le Web](https://claude.com/fr-fr/blog/memory#)
Claude Code sur le Web
[Claude Code sur le Web](https://claude.com/fr-fr/blog/claude-code-on-the-web)
Claude Code sur le Web
Transformez le
fonctionnement de votre organisation grâce à Claude
--------------------------------------------------------------------
Voir les tarifs
[Voir les tarifs](https://claude.com/fr-fr/pricing)
Voir les tarifs
Contact commercial
[Contact commercial](https://claude.com/fr-fr/contact-sales)
Contact commercial
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Merci ! Nous avons bien reçu votre envoi !
Oups ! Une erreur s'est produite lors de l'envoi du formulaire.
Écrire
[Texte du bouton](https://claude.com/fr-fr/blog/memory#)
Texte du bouton
Apprendre
[Texte du bouton](https://claude.com/fr-fr/blog/memory#)
Texte du bouton
Coder
[Texte du bouton](https://claude.com/fr-fr/blog/memory#)
Texte du bouton
Écrire
* Aidez-moi à développer un ton unique pour le public
[](https://claude.com/fr-fr/blog/memory#)
Bonjour Claude ! Pourriez-vous m'aider à développer un ton unique pour le public ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Améliorez mon style
[](https://claude.com/fr-fr/blog/memory#)
Bonjour Claude ! Pourriez-vous améliorer mon style ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Réfléchissez à des idées créatives
[](https://claude.com/fr-fr/blog/memory#)
Bonjour Claude ! Pourriez-vous trouver des idées créatives ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
Apprendre
* Expliquez un sujet complexe en termes simples
[](https://claude.com/fr-fr/blog/memory#)
Bonjour Claude ! Pourriez-vous expliquer un sujet complexe en termes simples ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Aidez-moi à comprendre ces idées
[](https://claude.com/fr-fr/blog/memory#)
Bonjour Claude ! Pourriez-vous m'aider à comprendre ces idées ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Préparez un examen ou un entretien
[](https://claude.com/fr-fr/blog/memory#)
Bonjour Claude ! Pourriez-vous vous m'aider à préparer un examen ou un entretien ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
Coder
* Expliquez un concept de programmation
[](https://claude.com/fr-fr/blog/memory#)
Bonjour Claude ! Pourriez-vous expliquer un concept de programmation ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Examinez mon code et donnez-moi des conseils
[](https://claude.com/fr-fr/blog/memory#)
Bonjour Claude ! Pourriez-vous examiner mon code et me donner des conseils ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Analysez le code tacite
[](https://claude.com/fr-fr/blog/memory#)
Bonjour Claude ! Pourriez-vous m'aider à analyser le code tacite ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
Plus
* Rédigez des études de cas
[](https://claude.com/fr-fr/blog/memory#)
Ceci est un autre test
* Rédigez des propositions de subvention
[](https://claude.com/fr-fr/blog/memory#)
Bonjour Claude ! Pourriez-vous rédiger des propositions de subvention ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès, comme Google Drive, la recherche Web, etc., s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible. Un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Rédigez des scripts vidéo
[](https://claude.com/fr-fr/blog/memory#)
ceci est un test
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Produits
* Claude
[Claude](https://claude.com/fr-fr/product/overview)
Claude
* Claude Code
[Claude Code](https://claude.com/fr-fr/product/claude-code)
Claude Code
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[Assistance à la clientèle](https://claude.com/fr-fr/solutions/customer-support)
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[Éducation](https://claude.com/fr-fr/solutions/education)
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[Secteur public](https://claude.com/fr-fr/solutions/government)
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[Sciences de la vie](https://claude.com/fr-fr/solutions/life-sciences)
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[Organisations à but non lucratif](https://claude.com/fr-fr/solutions/nonprofits)
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[Aperçu](https://claude.com/fr-fr/platform/api)
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[Amazon Bedrock](https://claude.com/fr-fr/partners/amazon-bedrock)
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* Blog
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[Anthropic](https://www.anthropic.com/)
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[Carrières](https://www.anthropic.com/careers)
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[Economic Futures](https://www.anthropic.com/economic-futures)
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[Recherche](https://www.anthropic.com/research)
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[Actualités](https://www.anthropic.com/news)
Actualités
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[Responsible Scaling Policy](https://www.anthropic.com/news/announcing-our-updated-responsible-scaling-policy)
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[Sécurité et conformité](https://trust.anthropic.com/)
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---
# Introducing the Message Batches API | Claude
[](https://claude.ai/)
Explore here
Introducing the Message Batches API
===================================
Claude now offers a Message Batches API that processes up to large volumes of queries asynchronously at lower cost.
[](https://claude.com/blog/message-batches-api#)
[](https://claude.com/blog/message-batches-api#)
* Category
[Product announcements](https://claude.com/blog/category/announcements)
* Product
Claude Developer Platform
* Date
October 8, 2024
* Reading time
5
min
* Share
[Copy link](https://claude.com/blog/message-batches-api#)
https://claude.com/blog/message-batches-api
**_Update:_** _The Message Batches API is Generally Available on the Anthropic API. Customers using Claude in Amazon Bedrock can use batch inference. Batch predictions is also available in preview on Google Cloud’s Vertex AI. (December 17, 2024)
_We’re introducing a new [Message Batches API](https://docs.anthropic.com/en/docs/build-with-claude/message-batches)
—a powerful, cost-effective way to process large volumes of queries asynchronously.
Developers can send batches of up to 10,000 queries per batch. Each batch is processed in less than 24 hours and costs 50% less than standard API calls. This makes processing non-time-sensitive tasks more efficient and cost-effective.
The Batches API is available today in public beta with support for Claude 3.5 Sonnet, Claude 3 Opus, and Claude 3 Haiku on the Anthropic API. Customers using Claude in Amazon Bedrock can use [batch inference](https://docs.aws.amazon.com/bedrock/latest/userguide/batch-inference.html)
. Support for batch processing for [Claude on Google Cloud’s Vertex AI](https://cloud.google.com/vertex-ai/generative-ai/docs/partner-models/use-claude)
is coming soon.
High throughput at half the cost
--------------------------------
Developers often use Claude to process vast amounts of data—from analyzing customer feedback to translating languages—where real-time responses aren't necessary.
Instead of managing complex queuing systems or worrying about rate limits, you can use the Batches API to submit groups of up to 10,000 queries and let Anthropic handle the processing at a 50% discount. Batches will be processed within 24 hours, though often much quicker. Additional benefits include:
* **Enhanced throughput:** Enjoy higher rate limits to process much larger request volumes without impacting your standard API rate limits.
* **Scalability for big data:** Handle large-scale tasks such as dataset analysis, classification of large datasets, or extensive model evaluations without infrastructure concerns.
The Batches API unlocks new possibilities for large-scale data processing that were previously less practical or cost-prohibitive. For example, analyzing entire corporate document repositories—which might involve millions of files—becomes more economically viable by leveraging our batching discount.
Pricing
-------
The Batches API allows you to take advantage of infrastructure cost savings and is offered at a 50% discount for both input and output tokens.
| | | |
| --- | --- | --- |
| **Claude 3.5 Sonnet**
* Our most intelligent model to date
* 200K context window | **Batch Input**
* $1.50 / MTok | **Batch Output**
* $7.50 / MTok |
| **Claude 3 Opus**
* Powerful model for complex tasks
* 200K context window | **Batch Input**
* $7.50 / MTok | **Batch Output**
* $37.50 / MTok |
| **Claude 3 Haiku**
* Fastest, most cost-effective model
* 200K context window | **Batch Input**
* $0.125 / MTok | **Batch Output**
* $0.625 / MTok |
Customer Spotlight: Quora
-------------------------
[Quora](https://cloud.google.com/customers/quora?hl=en)
, a user-based question-and-answer platform, leverages Anthropic's Batches API for summarization and highlight extraction to create new end-user features.
"Anthropic's Batches API provides cost savings while also reducing the complexity of running a large number of queries that don't need to be processed in real time," said Andy Edmonds, Product Manager at Quora. "It's very convenient to submit a batch and download the results within 24 hours, instead of having to deal with the complexity of running many parallel live queries to get the same result. This frees up time for our engineers to work on more interesting problems.”
Get started
-----------
To start using the Batches API in public beta on the Anthropic API, explore our [documentation](https://docs.anthropic.com/en/docs/build-with-claude/message-batches)
and [pricing page](https://docs.anthropic.com/en/docs/build-with-claude/message-batches)
.
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[](https://claude.com/blog/message-batches-api#)
Related posts
-------------
Explore more product news and best practices for teams building with Claude.
Oct 16, 2025
### Introducing Agent Skills
Product announcements
[Introducing Agent Skills](https://claude.com/blog/message-batches-api#)
Introducing Agent Skills
[Introducing Agent Skills](https://claude.com/blog/skills)
Introducing Agent Skills
Dec 18, 2025
### Skills for organizations, partners, the ecosystem
Product announcements
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/message-batches-api#)
Skills for organizations, partners, the ecosystem
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/organization-skills-and-directory)
Skills for organizations, partners, the ecosystem
Aug 25, 2025
### Piloting Claude in Chrome
Product announcements
[Piloting Claude in Chrome](https://claude.com/blog/message-batches-api#)
Piloting Claude in Chrome
[Piloting Claude in Chrome](https://claude.com/blog/claude-for-chrome)
Piloting Claude in Chrome
Dec 8, 2025
### Claude Code and Slack
Product announcements
[Claude Code and Slack](https://claude.com/blog/message-batches-api#)
Claude Code and Slack
[Claude Code and Slack](https://claude.com/blog/claude-code-and-slack)
Claude Code and Slack
Transform how your organization operates with Claude
----------------------------------------------------
See pricing
[See pricing](https://claude.com/pricing#api)
See pricing
Contact sales
[Contact sales](https://claude.com/contact-sales)
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Write
[Button Text](https://claude.com/blog/message-batches-api#)
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Learn
[Button Text](https://claude.com/blog/message-batches-api#)
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Code
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Write
* Help me develop a unique voice for an audience
[](https://claude.com/blog/message-batches-api#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog/message-batches-api#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog/message-batches-api#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog/message-batches-api#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog/message-batches-api#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog/message-batches-api#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog/message-batches-api#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog/message-batches-api#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog/message-batches-api#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog/message-batches-api#)
This is another test
* Write grant proposals
[](https://claude.com/blog/message-batches-api#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog/message-batches-api#)
this is a test
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---
# エージェントスキルの紹介 | Claude
[](https://claude.ai/)
こちらをご覧ください
エージェントスキルの紹介
============
[](https://claude.com/ja-jp/blog/skills#)
[](https://claude.com/ja-jp/blog/skills#)
* **カテゴリ**
[製品発表](https://claude.com/blog/category/announcements)
* **製品**
Claude Developer Platform
* **日付**
October 16, 2025
* 読了時間
5
分
* 共有
[リンクをコピー](https://claude.com/ja-jp/blog/skills#)
https://claude.com/blog/skills
Claudeは、_スキル_を活用して特定のタスクの実行方法を改善できるようになりました。 スキルとは、Claudeが必要に応じて読み込むことができる、指示、スクリプト、リソースが格納されたフォルダーです。
Claudeは、目の前のタスクに関連するスキルのみ利用します。スキルを活用することで、Excelの操作や組織のブランドガイドラインに従うといった専門的なタスクにおいてClaudeがより効果的にパフォーマンスを発揮できるようになります。
すでにスキルは、Claudeのアプリで動作しています。Claudeはこれらを活用してスプレッドシートやプレゼンテーションなどのファイルを作成しています。今後は、独自のスキルを構築し、Claudeアプリ、Claude Code、API全体でそれらを活用できるようになります。
スキルの仕組み
-------
Claudeはタスクに取り組む際、利用可能なスキルをスキャンして関連性の高いものを見つけます。 条件が合致すると、必要な最小限の情報とファイルのみを読み込み、専門知識にアクセスしながらClaudeの動作を高速に維持します。
スキルの特長は以下の通りです。
* **組み合わせ可能**：スキルを組み合わせることができます。 Claudeは必要なスキルを自動的に特定し、その使用を調整します。
* **移植可能**：スキルはどこでも同じフォーマットを使用します。 一度構築すれば、Claudeアプリ、Claude Code、API全体で使用できます。
* **効率的**：必要なときに必要なものだけを読み込みます。
* **強力**：スキルには、従来のプログラミングがトークン生成よりも信頼性の高いタスク向けに、実行可能なコードを含めることができます。
スキルを、専門知識をパッケージ化できるカスタムオンボーディング教材とみなし、Claudeをユーザーにとって最も重要な分野の専門家に育成できます。エージェントスキルの設計パターン、アーキテクチャ、開発のベストプラクティスに関する技術的な詳細は、[エンジニアリングブログ](https://www.anthropic.com/engineering/equipping-agents-for-the-real-world-with-agent-skills)
をご覧ください。
スキルはすべてのClaude製品で機能
-------------------
### **Claudeのアプリ**
Pro、Max、Team、Enterpriseのユーザーは、スキルを利用できます。文書作成、カスタマイズ可能なサンプル、独自のカスタムスキルを作成する機能など、一般的なタスク向けのスキルを提供します。
Claudeは、タスクに基づいて関連するスキルを自動的に呼び出します。手動で選択する必要はありません。 作業中にClaudeの思考プロセス内でスキルを確認することも可能です。
スキルの作成は簡単です。 「スキル作成」スキルでは、インタラクティブなガイダンスを提供します。Claudeはワークフローについての質問、フォルダー構造の生成し、SKILL.mdファイルのフォーマットを行い、必要なリソースをまとめてパッケージ化します。手作業でファイル編集する必要はありません。
[設定](https://claude.ai/redirect/website.v1.51f73c97-b077-44e7-85ba-8b27a025dfdf/settings/features)
でスキルを有効にします。 TeamおよびEnterpriseユーザーの場合、管理者はまず組織全体でスキルを有効にする必要があります。
### **Claude Developer Platform（API）**
エージェントスキル（単にスキルと呼ぶことが多いです）を、Messages APIリクエストに追加できるようになりました。新たな`/v1/skills`エンドポイントにより、開発者はカスタムスキルのバージョン管理と管理をプログラムで制御できるようになります。スキルには、[コード実行ツール](https://docs.claude.com/en/docs/agents-and-tools/tool-use/code-execution-tool)
のベータ版が必要で、これはスキル実行に必要な安全な環境を提供します。
Anthropicが開発したスキルを活用してClaudeに、数式付きの専門的なExcelスプレッドシート、PowerPointプレゼンテーション、Word文書、入力可能なPDFファイルの読み取りおよび生成を行わせることができます。開発者は、カスタムスキルを作成して、特定のユースケース向けにClaudeの機能を拡張できます。
また、開発者はClaude Consoleを通じてスキルのバージョンを簡単に作成、表示、アップグレードできます。
詳細については、[ドキュメント](https://docs.claude.com/en/docs/agents-and-tools/agent-skills/overview)
、[スキルのクックブック](https://github.com/anthropics/claude-cookbooks/tree/main/skills)
、[Anthropic Academy](https://www.anthropic.com/learn/build-with-claude)
をご覧ください。
### **Claude Code**
スキルは、チームの専門知識とワークフローでClaude Codeを強化します。 anthropics/skillsマーケットプレイスのプラグインを介してスキルをインストールできます。Claudeは関連性の高いスキルを自動的に読み込みます。 バージョン管理を通じてチーム内でスキルを共有できます。 また、`~/.claude/skills`にスキルを追加することで、手動でインストールすることもできます。 Claude Agent SDKは、カスタムエージェントの構築においても、同様のエージェントスキルサポートを提供します。
開始方法
----
* **Claudeアプリ：**[ユーザーガイド](https://support.claude.com/en/articles/12580051-teach-claude-your-way-of-working-using-skills)
と[ヘルプセンター](https://support.claude.com/en/articles/12512176-what-are-skills)
* **API開発者：**[ドキュメント](https://docs.claude.com/en/api/skills-guide)
* **Claude Code：**[ドキュメント](https://docs.claude.com/en/docs/claude-code/skills)
* **カスタマイズするスキル例：**[GitHubリポジトリ](https://github.com/anthropics/skills)
今後の予定
-----
当社は、スキル作成ワークフローの簡素化と全社的な導入機能の実現に向けた取り組みを進めており、これにより組織がチーム間でスキルを分配しやすくなります。
なお、この機能によりClaudeはコードを実行する権限を得ることに留意してください。強力な機能ではありますが、どのスキルを使用するかには十分ご注意ください。お客様のデータの安全性を保つために信頼できるソースに限定してご利用ください。[詳細はこちら](https://support.claude.com/en/articles/12512180-using-skills-in-claude#h_2746475e70)
。
Skills teaches Claude how to work with Box content. Users can transform stored files into PowerPoint presentations, Excel spreadsheets, and Word documents that follow their organization's standards—saving hours of effort.
Yashodha Bhavnani, Head of AI
With Skills, Claude works seamlessly with Notion - taking users from questions to action faster. Less prompt wrangling on complex tasks, more predictable results.
MJ Felix, Product Manager
Skills streamline our management accounting and finance workflows. Claude processes multiple spreadsheets, catches critical anomalies, and generates reports using our procedures. What once took a day, we can now accomplish in an hour.
Yusuke Kaji, General Manager AI
[前へ](https://claude.com/ja-jp/blog/skills#)
前へ
0/5
[Next](https://claude.com/ja-jp/blog/skills#)
Next
電子ブック
[](https://claude.com/ja-jp/blog/skills#)
FAQ
No items found.
[](https://claude.com/ja-jp/blog/skills#)
関連投稿
Claudeを活用した構築チーム向けの製品ニュースやベストプラクティスに関するその他の情報を提供します。
Aug 25, 2025
### Claude for Chromeのパイロットテスト
製品発表
[Claude for Chromeのパイロットテスト](https://claude.com/ja-jp/blog/skills#)
Claude for Chromeのパイロットテスト
[Claude for Chromeのパイロットテスト](https://claude.com/ja-jp/blog/claude-for-chrome)
Claude for Chromeのパイロットテスト
Sep 11, 2025
### Claudeへのメモリ導入
製品発表
[Claudeへのメモリ導入](https://claude.com/ja-jp/blog/skills#)
Claudeへのメモリ導入
[Claudeへのメモリ導入](https://claude.com/ja-jp/blog/memory)
Claudeへのメモリ導入
Sep 9, 2025
### Claudeでファイルの作成と編集が可能に
製品発表
[Claudeでファイルの作成と編集が可能に](https://claude.com/ja-jp/blog/skills#)
Claudeでファイルの作成と編集が可能に
[Claudeでファイルの作成と編集が可能に](https://claude.com/ja-jp/blog/create-files)
Claudeでファイルの作成と編集が可能に
Sep 29, 2025
### Claude Developer Platform上でコンテキスト管理
製品発表
[Claude Developer Platform上でコンテキスト管理](https://claude.com/ja-jp/blog/skills#)
Claude Developer Platform上でコンテキスト管理
[Claude Developer Platform上でコンテキスト管理](https://claude.com/ja-jp/blog/context-management)
Claude Developer Platform上でコンテキスト管理
開発を始める
------
料金プランを見る
[料金プランを見る](https://claude.com/ja-jp/pricing)
料金プランを見る
営業担当者に問い合わせる
[営業担当者に問い合わせる](https://claude.com/ja-jp/contact-sales)
営業担当者に問い合わせる
開発者向けニュースレターを入手
製品の最新情報、操作方法、コミュニティスポットライトなどを掲載しています。毎月受信トレイに配信されます。
[購読する](https://claude.com/ja-jp/blog/skills#)
購読する
毎月の開発者向けニュースレターを受け取りたい場合は、メールアドレスを入力してください。購読はいつでも解除できます。
ありがとうございます。購読登録済みです。
申し訳ありません。送信中に問題が発生しました。しばらくしてからもう一度お試しください。
[ホームページ](https://claude.com/ja-jp)
ホームページ
[Next](https://claude.com/ja-jp/blog/skills#)
Next
ありがとうございます。フォームが受理されました。
申し訳ございません。フォームの送信中にエラーが発生しました。
書き込み
[ボタンテキスト](https://claude.com/ja-jp/blog/skills#)
ボタンテキスト
学ぶ
[ボタンテキスト](https://claude.com/ja-jp/blog/skills#)
ボタンテキスト
コード
[ボタンテキスト](https://claude.com/ja-jp/blog/skills#)
ボタンテキスト
書き込み
* オーディエンス向けのユニークな声の開発をサポート
[](https://claude.com/ja-jp/blog/skills#)
こんにちはClaude！オーディエンス向けのユニークな声の開発をサポートしていただけませんか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* ライティングスタイルを改善
[](https://claude.com/ja-jp/blog/skills#)
こんにちはClaude！ライティングスタイルを改善していただけませんか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* クリエイティブなアイデアをブレインストーミング
[](https://claude.com/ja-jp/blog/skills#)
こんにちはClaude！クリエイティブなアイデアをブレインストーミングしていただけませんか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
学ぶ
* 複雑なトピックを簡単に説明
[](https://claude.com/ja-jp/blog/skills#)
こんにちはClaude！複雑なトピックを簡単に説明していただけませんか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* これらのアイデアを理解できるよう手伝う
[](https://claude.com/ja-jp/blog/skills#)
こんにちはClaude！これらのアイデアを理解できるよう手伝っていただけませんか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* 試験あるいは面接を準備する
[](https://claude.com/ja-jp/blog/skills#)
こんにちはClaude！試験あるいは面接の準備をしていただけますか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
コード
* プログラミング概念を説明
[](https://claude.com/ja-jp/blog/skills#)
こんにちはClaude！プログラミング概念を説明していただけますか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* コードを確認してヒントを教える
[](https://claude.com/ja-jp/blog/skills#)
こんにちはClaude！コードを確認してヒントを教えていただけますか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* 一緒にコードを試す
[](https://claude.com/ja-jp/blog/skills#)
こんにちはClaude！一緒にコードを試していただけますか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
詳細
* 導入事例を記述
[](https://claude.com/ja-jp/blog/skills#)
これは別のテストです
* 助成金申請書を書く
[](https://claude.com/ja-jp/blog/skills#)
こんにちはClaude！助成金申請書を書いていただけますか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* 動画スクリプトを記述
[](https://claude.com/ja-jp/blog/skills#)
これはテストです
[Anthropic](https://www.anthropic.com/)
Anthropic
©\[年\] Anthropic PBC
製品
* Claude
[Claude](https://claude.com/ja-jp/product/overview)
Claude
* Claude Code
[Claude Code](https://claude.com/ja-jp/product/claude-code)
Claude Code
* Max plan
[Max plan](https://claude.com/ja-jp/pricing/max)
Max plan
* Team plan
[Team plan](https://claude.com/ja-jp/pricing/team)
Team plan
* Enterprise plan
[Enterprise plan](https://claude.com/ja-jp/pricing/enterprise)
Enterprise plan
* アプリをダウンロード
[アプリをダウンロード](https://claude.com/ja-jp/download)
アプリをダウンロード
* 料金プラン
[料金プラン](https://claude.com/ja-jp/pricing)
料金プラン
* ログイン
[ログイン](https://claude.ai/login)
ログイン
機能
* Claude in Slack
[Claude in Slack](https://claude.com/ja-jp/chrome)
Claude in Slack
* Claude in Slack
[Claude in Slack](https://claude.com/ja-jp/claude-in-slack)
Claude in Slack
* Claude in Excel
[Claude in Excel](https://claude.com/ja-jp/claude-in-excel)
Claude in Excel
* スキル
[スキル](https://claude.com/ja-jp/skills)
スキル
モデル
* Opus
[Opus](https://www.anthropic.com/claude/opus)
Opus
* Sonnet
[Sonnet](https://www.anthropic.com/claude/sonnet)
Sonnet
* Haiku
[Haiku](https://www.anthropic.com/claude/haiku)
Haiku
ソリューション
* AIエージェント
[AIエージェント](https://claude.com/ja-jp/solutions/agents)
AIエージェント
* コードの最新化
[コードの最新化](https://claude.com/ja-jp/solutions/code-modernization)
コードの最新化
* コーディング
[コーディング](https://claude.com/ja-jp/solutions/coding)
コーディング
* カスタマーサポート
[カスタマーサポート](https://claude.com/ja-jp/solutions/customer-support)
カスタマーサポート
* 教育
[教育](https://claude.com/ja-jp/solutions/education)
教育
* 金融サービス
[金融サービス](https://claude.com/ja-jp/solutions/financial-services)
金融サービス
* 政府
[政府](https://claude.com/ja-jp/solutions/government)
政府
* ライフサイエンス
[ライフサイエンス](https://claude.com/ja-jp/solutions/life-sciences)
ライフサイエンス
* 非営利団体
[非営利団体](https://claude.com/ja-jp/solutions/nonprofits)
非営利団体
Claude Developer Platform
* 概要
[概要](https://claude.com/ja-jp/platform/api)
概要
* 開発者向けドキュメント
[開発者向けドキュメント](https://docs.claude.com/)
開発者向けドキュメント
* 料金プラン
[料金プラン](https://claude.com/ja-jp/pricing)
料金プラン
* Regional Compliance
[Regional Compliance](https://claude.com/ja-jp/regional-compliance)
Regional Compliance
* Amazon Bedrock
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エージェント
---
# Improve your prompts in the developer console | Claude
[](https://claude.ai/)
Explore here
Improve your prompts in the developer console
=============================================
Claude can now automatically refine prompts in the developer console using techniques like chain-of-thought reasoning and example enrichment.
[](https://claude.com/blog/prompt-improver#)
[](https://claude.com/blog/prompt-improver#)
* Category
[Product announcements](https://claude.com/blog/category/announcements)
* Product
Claude Developer Platform
* Date
October 14, 2024
* Reading time
5
min
* Share
[Copy link](https://claude.com/blog/prompt-improver#)
https://claude.com/blog/prompt-improver
Today, we're introducing the ability to improve prompts and manage examples directly in the [Anthropic Console](https://console.anthropic.com/)
. These features make it easier to leverage prompt engineering best practices and build more reliable AI applications.
Better prompts for better completions
-------------------------------------
Prompt quality plays a significant role in how successful a model's responses are for a given task. However, prompting best practices take time to implement and often vary across model providers.
The prompt improver allows developers to take existing prompts and leverage Claude to automatically refine them using advanced prompt engineering techniques. This is ideal for adapting prompts that were originally written for other AI models, as well as for optimizing hand-written prompts.
The prompt improver strengthens existing prompts via the following methods:
1. **Chain-of-thought reasoning:** Adds a dedicated section for Claude to think through problems systematically before responding to improve accuracy and reliability.
2. **Example standardization:** Converts examples into a consistent XML format for improved clarity and processing.
3. **Example enrichment:** Augments existing examples with chain-of-thought reasoning that aligns with the newly structured prompt.
4. **Rewriting:** Rewrites the prompt to clarify structure and correct any minor grammatical or spelling issues.
5. **Prefill addition:** Prefills the Assistant message to direct Claude’s actions and enforce output formats.
Once the new prompt is generated, you can provide feedback for Claude about what is and isn’t working to further improve the prompt.
**Our testing shows that the prompt improver increased accuracy by 30% for a multilabel classification test1 and brought word count adherence up to 100% for a summarization task.2**
Manage multi-shot examples
==========================
Adding examples to prompts is one of the most effective ways to improve model response quality, especially when it comes to getting Claude to precisely follow a specific format in the output. You can now manage examples in a structured format directly in the Workbench. This makes it easier to add new examples with clear input/output pairs or edit existing examples to refine response quality.
If your prompt doesn’t have examples, you can add them with Claude-driven example generation. Claude can automatically create synthetic example inputs and draft outputs for you to streamline this process.
Adding examples contributes to increased:
* **Accuracy:** Reduces misinterpretation of instructions.
* **Consistency:** Ensures desired output formatting.
* **Performance:** Boosts Claude’s ability to handle complex tasks.
Evaluate prompts with ideal outputs
-----------------------------------
Our [prompt evaluator](https://www.anthropic.com/news/evaluate-prompts)
allows you to test your prompts under various scenarios. To help benchmark and improve prompt performance, we've added an optional "ideal output" column in the Evaluations tab. This column helps users effectively and consistently grade model outputs on a 5-point scale.
After testing your new prompt, you can give Claude additional feedback in the prompt improver on what’s still not working and repeat this process until you’re satisfied with the result. The prompt improver can also modify the prompt and examples based on arbitrary requests. For example you can ask Claude to change the prompt and examples to have JSON-formatted outputs instead of XML-formatted outputs.
Customer spotlight: Kapa.ai
---------------------------
[Kapa.ai](https://www.kapa.ai/)
, a technology company that turns your technical knowledge base into a production-ready AI assistant, used the prompt improver to migrate multiple critical AI workflows to Claude.
"Anthropic's prompt improver streamlined our migration to Claude 3.5 Sonnet and enabled us to get to production faster," said Finn Bauer, Co-Founder at Kapa.ai.
Getting started
---------------
The prompt improver, example management, and ideal outputs are available to all users in the [Anthropic Console](https://console.anthropic.com/)
.
To learn more about how to improve and evaluate prompts with Claude, check out our [docs](https://docs.anthropic.com/en/docs/build-with-claude/prompt-engineering/prompt-improver)
.
#### Footnotes
\[1\] Given 500 Wikipedia articles and titles, we tested Claude 3 Haiku’s ability to match article titles to a sentence pulled from an article at random. Claude 3 Haiku’s accuracy increased by 30% in comparison to the original prompt.
\[2\] Given ten Wikipedia articles, Claude’s adherence to an instruction to write summaries within a specific word count range was 100% after running through the prompt improver.
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Related posts
-------------
Explore more product news and best practices for teams building with Claude.
Oct 16, 2025
### Introducing Agent Skills
Product announcements
[Introducing Agent Skills](https://claude.com/blog/prompt-improver#)
Introducing Agent Skills
[Introducing Agent Skills](https://claude.com/blog/skills)
Introducing Agent Skills
Dec 18, 2025
### Skills for organizations, partners, the ecosystem
Product announcements
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/prompt-improver#)
Skills for organizations, partners, the ecosystem
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/organization-skills-and-directory)
Skills for organizations, partners, the ecosystem
Aug 25, 2025
### Piloting Claude in Chrome
Product announcements
[Piloting Claude in Chrome](https://claude.com/blog/prompt-improver#)
Piloting Claude in Chrome
[Piloting Claude in Chrome](https://claude.com/blog/claude-for-chrome)
Piloting Claude in Chrome
Dec 8, 2025
### Claude Code and Slack
Product announcements
[Claude Code and Slack](https://claude.com/blog/prompt-improver#)
Claude Code and Slack
[Claude Code and Slack](https://claude.com/blog/claude-code-and-slack)
Claude Code and Slack
Transform how your organization operates with Claude
----------------------------------------------------
See pricing
[See pricing](https://claude.com/pricing#api)
See pricing
Contact sales
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Write
[Button Text](https://claude.com/blog/prompt-improver#)
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Learn
[Button Text](https://claude.com/blog/prompt-improver#)
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[Button Text](https://claude.com/blog/prompt-improver#)
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Write
* Help me develop a unique voice for an audience
[](https://claude.com/blog/prompt-improver#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog/prompt-improver#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog/prompt-improver#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog/prompt-improver#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog/prompt-improver#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog/prompt-improver#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog/prompt-improver#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog/prompt-improver#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog/prompt-improver#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog/prompt-improver#)
This is another test
* Write grant proposals
[](https://claude.com/blog/prompt-improver#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog/prompt-improver#)
this is a test
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---
# Claude and your productivity platforms | Claude
[](https://claude.ai/)
Explore here
Claude and your productivity platforms
======================================
[](https://claude.com/blog/productivity-platforms#)
[](https://claude.com/blog/productivity-platforms#)
* Category
[Product announcements](https://claude.com/blog/category/announcements)
* Product
Claude for Enterprise
* Date
October 16, 2025
* Reading time
5
min
* Share
[Copy link](https://claude.com/blog/productivity-platforms#)
https://claude.com/blog/productivity-platforms
Claude now integrates with Microsoft 365 and offers enterprise search across your connected tools.
Claude works with the productivity tools you use every day, bringing context from your documents, emails, and calendar directly into your conversations. Spend less time gathering information and more time on the decisions and work that drive impact.
Microsoft 365 connector for Claude
----------------------------------
Connect Claude with Microsoft 365 using our MCP connector. By accessing your documents, communications, and calendar, Claude gains the context to collaborate more effectively—helping you reason through complex problems, make informed decisions, and take action faster.
Claude works with:
* **Microsoft SharePoint and OneDrive**: Search and analyze documents across sites and libraries, from project specifications to strategic plans, without manually uploading files to Claude.
* **Microsoft Outlook**: Access email threads, analyze communications patterns, and extract insights from your correspondences to understand project status, client feedback, or team alignment.
* **Microsoft Teams:** Search through chat conversations, channel discussions, and meeting summaries to surface decisions, track project updates, and understand what your team has been discussing.
Enterprise search
-----------------
We're also making it easier to access company knowledge through a dedicated, shared project that's personalized with your company name. This project includes custom prompts to help Claude search effectively across your company's tools, plus simple setup steps for connecting your essential work apps. Everyone in your organization gets automatic access to the project once an admin sets it up and connects your essential tools.
When you ask Claude a question, it can search across your company’s connected data sources in one place, so you get answers that draw from your organization’s collective knowledge, not just your own files. For example, ask Claude about your company's policy on remote work and get information from HR documents in SharePoint, email discussions in Outlook, and team guidelines from various sources in one detailed report.
Enterprise search is particularly valuable for onboarding new team members, answering strategic questions like analyzing patterns in customer feedback, and quickly identifying the right internal experts to consult on any topic.
Getting started
---------------
The Microsoft 365 connector is available today for all Claude Team and Enterprise plan customers. Administrators must first enable the connector for their organization before individual users can authenticate with their accounts.
Enterprise search is enabled for all Team and Enterprise organizations. Admins customize the project and curate data sources for their organization before teams can use it.
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Related posts
-------------
Explore more product news and best practices for teams building with Claude.
Oct 16, 2025
### Introducing Agent Skills
Product announcements
[Introducing Agent Skills](https://claude.com/blog/productivity-platforms#)
Introducing Agent Skills
[Introducing Agent Skills](https://claude.com/blog/skills)
Introducing Agent Skills
Dec 18, 2025
### Skills for organizations, partners, the ecosystem
Product announcements
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/productivity-platforms#)
Skills for organizations, partners, the ecosystem
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/organization-skills-and-directory)
Skills for organizations, partners, the ecosystem
Aug 25, 2025
### Piloting Claude in Chrome
Product announcements
[Piloting Claude in Chrome](https://claude.com/blog/productivity-platforms#)
Piloting Claude in Chrome
[Piloting Claude in Chrome](https://claude.com/blog/claude-for-chrome)
Piloting Claude in Chrome
Dec 8, 2025
### Claude Code and Slack
Product announcements
[Claude Code and Slack](https://claude.com/blog/productivity-platforms#)
Claude Code and Slack
[Claude Code and Slack](https://claude.com/blog/claude-code-and-slack)
Claude Code and Slack
Transform how your organization operates with Claude
----------------------------------------------------
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[See pricing](https://claude.com/pricing#api)
See pricing
Contact sales
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Contact sales
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Write
* Help me develop a unique voice for an audience
[](https://claude.com/blog/productivity-platforms#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog/productivity-platforms#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog/productivity-platforms#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog/productivity-platforms#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog/productivity-platforms#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog/productivity-platforms#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog/productivity-platforms#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog/productivity-platforms#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog/productivity-platforms#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog/productivity-platforms#)
This is another test
* Write grant proposals
[](https://claude.com/blog/productivity-platforms#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog/productivity-platforms#)
this is a test
[Anthropic](https://www.anthropic.com/)
Anthropic
© \[year\] Anthropic PBC
Products
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[](https://claude.com/blog-product/claude-for-enterprise)
Claude for Enterprise
[](https://claude.com/blog-usecases/productivity)
Productivity
---
# Prompt caching with Claude | Claude
[](https://claude.ai/)
Explore here
Prompt caching with Claude
==========================
Claude caches frequently used context between API calls, reducing costs and latency for long prompts.
[](https://claude.com/blog/prompt-caching#)
[](https://claude.com/blog/prompt-caching#)
* Category
[Product announcements](https://claude.com/blog/category/announcements)
* Product
Claude Developer Platform
* Date
August 14, 2025
* Reading time
5
min
* Share
[Copy link](https://claude.com/blog/prompt-caching#)
https://claude.com/blog/prompt-caching
**_Update_**_: Prompt caching is Generally Available on the Anthropic API. Prompt caching is also available in preview in Amazon Bedrock and on Google Cloud’s Vertex AI. (December 17, 2024)
_Prompt caching, which enables developers to cache frequently used context between API calls, is now available on the Anthropic API. With prompt caching, customers can provide Claude with more background knowledge and example outputs—all while reducing costs by up to 90% and latency by up to 85% for long prompts. Prompt caching is available today in public beta for Claude 3.5 Sonnet, Claude 3 Opus, and Claude 3 Haiku.
When to use prompt caching
--------------------------
Prompt caching can be effective in situations where you want to send a large amount of prompt context once and then refer to that information repeatedly in subsequent requests, including:
* **Conversational agents:** Reduce cost and latency for extended conversations, especially those with long instructions or uploaded documents.
* **Coding assistants:** Improve autocomplete and codebase Q&A by keeping a summarized version of the codebase in the prompt.
* **Large document processing:** Incorporate complete long-form material including images in your prompt without increasing response latency.
* **Detailed instruction sets:** Share extensive lists of instructions, procedures, and examples to fine-tune Claude's responses. Developers often include a few examples in their prompt, but with prompt caching you can get even better performance by including dozens of diverse examples of high quality outputs.
* **Agentic search and tool use:** Enhance performance for scenarios involving multiple rounds of tool calls and iterative changes, where each step typically requires a new API call.
* **Talk to books, papers, documentation, podcast transcripts, and other long-form content:** Bring any knowledge base alive by embedding the entire document(s) into the prompt, and letting users ask it questions.
Early customers have seen substantial speed and cost improvements with prompt caching for a variety of use cases—from including a full knowledge base to 100-shot examples to including each turn of a conversation in their prompt.
| **Use case** | **Latency w/o caching (time to first token)** | **Latency w/ caching (time to first token)** | **Cost reduction** |
| --- | --- | --- | --- |
| Chat with a book (100,000 token cached prompt) \[1\] | 11.5s | 2.4s (-79%) | \-90% |
| Many-shot prompting (10,000 token prompt) \[1\] | 1.6s | 1.1s (-31%) | \-86% |
| Multi-turn conversation (10-turn convo with a long system prompt) \[2\] | ~10s | ~2.5s (-75%) | \-53% |
Prompt caching
### How we price cached prompts
Cached prompts are priced based on the number of input tokens you cache and how frequently you use that content. Writing to the cache costs 25% more than our base input token price for any given model, while using cached content is significantly cheaper, costing only 10% of the base input token price.
| | | | |
| --- | --- | --- | --- |
| **Claude 3.5 Sonnet**
* Our most intelligent model to date
* 200K context window | **Input**
* $3 / MTok | **Prompt caching**
* $3.75 / MTok - Cache write
* $0.30 / MTok - Cache read | **Output**
* $15 / MTok |
| **Claude 3 Opus**
* Powerful model for complex tasks
* 200K context window | **Input**
* $15 / MTok | **Prompt caching**
* $18.75 / MTok - Cache write
* $1.50 / MTok - Cache read | **Output**
* $75 / MTok |
| **Claude 3 Haiku**
* Fastest, most cost-effective model
* 200K context window | **Input**
* $0.25 / MTok | **Prompt caching**
* $0.30 / MTok - Cache write
* $0.03 / MTok - Cache read | **Output**
* $1.25 / MTok |
Pricing
### Customer spotlight: Notion
[Notion](https://www.notion.so/product/ai)
is adding prompt caching to Claude-powered features for its AI assistant, Notion AI. With reduced costs and increased speed, Notion is able to optimize internal operations and create a more elevated and responsive user experience for their customers.
> We're excited to use prompt caching to make Notion AI faster and cheaper, all while maintaining state-of-the-art quality.
— Simon Last, Co-founder at Notion
### Get started
To start using the prompt caching public beta on the Anthropic API, explore our [documentation](https://docs.anthropic.com/en/docs/build-with-claude/prompt-caching)
and [pricing page](https://www.anthropic.com/pricing#anthropic-api)
.
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Related posts
-------------
Explore more product news and best practices for teams building with Claude.
Oct 16, 2025
### Introducing Agent Skills
Product announcements
[Introducing Agent Skills](https://claude.com/blog/prompt-caching#)
Introducing Agent Skills
[Introducing Agent Skills](https://claude.com/blog/skills)
Introducing Agent Skills
Dec 18, 2025
### Skills for organizations, partners, the ecosystem
Product announcements
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/prompt-caching#)
Skills for organizations, partners, the ecosystem
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/organization-skills-and-directory)
Skills for organizations, partners, the ecosystem
Aug 25, 2025
### Piloting Claude in Chrome
Product announcements
[Piloting Claude in Chrome](https://claude.com/blog/prompt-caching#)
Piloting Claude in Chrome
[Piloting Claude in Chrome](https://claude.com/blog/claude-for-chrome)
Piloting Claude in Chrome
Dec 8, 2025
### Claude Code and Slack
Product announcements
[Claude Code and Slack](https://claude.com/blog/prompt-caching#)
Claude Code and Slack
[Claude Code and Slack](https://claude.com/blog/claude-code-and-slack)
Claude Code and Slack
Transform how your organization operates with Claude
----------------------------------------------------
See pricing
[See pricing](https://claude.com/pricing#api)
See pricing
Contact sales
[Contact sales](https://claude.com/contact-sales)
Contact sales
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Write
* Help me develop a unique voice for an audience
[](https://claude.com/blog/prompt-caching#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog/prompt-caching#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog/prompt-caching#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog/prompt-caching#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog/prompt-caching#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog/prompt-caching#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog/prompt-caching#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog/prompt-caching#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog/prompt-caching#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog/prompt-caching#)
This is another test
* Write grant proposals
[](https://claude.com/blog/prompt-caching#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog/prompt-caching#)
this is a test
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# Optimize code performance quickly | Claude
[](https://claude.ai/)
Explore here
Optimize code performance quickly
=================================
Go from reactive profiling to proactive optimization. Find and fix bottlenecks in your codebase before they slow down production.
[](https://claude.com/blog/optimize-code-performance-quickly#)
[](https://claude.com/blog/optimize-code-performance-quickly#)
* Category
[Coding](https://claude.com/blog/category/coding)
* Product
Claude Code
* Date
October 6, 2025
* Reading time
5
min
* Share
[Copy link](https://claude.com/blog/optimize-code-performance-quickly#)
https://claude.com/blog/optimize-code-performance-quickly
Performance bottlenecks sneak up on you. Your API was fast last week, but now it's timing out. User dashboards that load instantly are suddenly crawling. The payment flow that worked fine in testing chokes under real traffic.
Traditional code optimization requires deep expertise: understanding profiler output, analyzing algorithmic complexity, correlating performance metrics with business logic. Each optimization cycle means profiling, analyzing, implementing, testing—stretching performance improvements across multiple sprints.
Here's how to turn reactive performance fixes into proactive optimization that prevents bottlenecks before they impact users.
How most performance optimization happens
-----------------------------------------
### Profile and analyze bottlenecks
Performance optimization typically starts when users complain or monitoring alerts fire. Developers reach for profiling tools like Chrome DevTools, New Relic, or Datadog to identify where applications spend time. You examine flame graphs, identify CPU hotspots, and correlate slow functions with business logic.
Profiling reveals where time gets spent but not why specific code paths are inefficient. Production profiling requires careful sampling to avoid impacting performance further, leaving you with data pointing to slow functions without clear optimization paths.
### Review algorithms manually
Next comes systematically reviewing code for nested loops, inefficient data structures, and redundant operations. This means calculating time complexity and replacing brute-force solutions with optimized implementations.
The challenge is that this requires deeper codebase knowledge, and modern codebases can contain upwards of hundreds of thousands of lines. Critical bottlenecks hide in unexpected places that escape initial review.
### Load testing and benchmarking
To better stress-test applications, developers create traffic simulations to establish performance baselines, implement improvements, then measure throughput and latency changes under simulated production load.
Accurate load testing needs sophisticated environment setup and realistic data generation. The cycle of implementing changes, deploying to test environments, and collecting metrics extends optimization projects across multiple sprint cycles.
### Refactor code incrementally
Incremental refactoring replaces inefficient code with proven alternatives by optimizing database queries, implementing caching, and refactoring algorithms.
This approach minimizes deployment risk but requires coordination across multiple engineers and extensive testing. Large-scale optimizations span repositories and demand understanding complex interactions between system components.
Systematic optimization with Claude
-----------------------------------
Many development teams are moving beyond reactive profiling tools toward proactive performance engineering with AI coding assistants like Claude. These tools analyze functions instantly, identify algorithmic bottlenecks, and provide ways to improve your code. You can work with Claude in two ways:
* [**Claude.ai**](https://claude.ai/)
: Free web interface. Paste slow functions, get complexity analysis and optimization recommendations. Any browser, no setup required.
* [**Claude Code**](https://claude.com/product/claude-code)
: Agentic terminal coding tool that integrates with your development environment. Analyzes project-wide performance patterns, directly implements optimizations across multiple files. Install with npm.
Start with Claude.ai
--------------------
Before setting up complex profiling environments or writing benchmark suites, paste short code snippets in [Claude.ai](https://claude.ai/)
to quickly determine whether a performance issue is algorithmic, structural, or configuration-related. Unlike traditional profilers that only show where time is spent, Claude explains why code is slow and how to fix it. This initial analysis helps you decide between a quick code change or a comprehensive architectural review.
### Get quick optimization ideas
The most straightforward approach with Claude.ai is copying a problematic function and asking for help. Developers typically paste anywhere from a few lines to entire functions that are causing bottlenecks in their applications. Claude analyzes the code structure, identifies inefficient patterns like nested loops or redundant operations, and suggests specific optimizations.
User: "This function is slowing down our user dashboard. How can I make it faster?"
[pastes 20-line function with nested loops]
Claude: "I see two main bottlenecks here: 1. The nested loop creates O(n²) complexity 2. You're making a database call inside the inner loop Here's an optimized version using a single query and hash map lookup..."
Typical questions that work well:
* ["Why are my code functions slow with large datasets?"](https://claude.ai/new?q=Why+are+my+code+functions+slow+with+large+datasets%3F)
* ["Can you rewrite my code to be more efficient?"](https://claude.ai/new?q=Can+you+help+me+rewrite+my+code+to+be+more+efficient%3F)
* ["What's wrong with this algorithm performance-wise?"](https://claude.ai/new?q=What%27s+wrong+with+this+algorithm+performance-wise%3F)
### Understand why your code is slow
Sometimes you need to understand the root cause before jumping into optimization. Claude.ai excels at breaking down performance issues in accessible language, explaining exactly why certain code patterns become bottlenecks as your application scales. You can paste code that's consuming excessive memory, causing API timeouts, or degrading under load, then ask Claude to explain what's happening.
Scale optimizations with Claude Code
------------------------------------
For performance challenges spanning multiple files or requiring architectural changes, [Claude Code](https://claude.com/product/claude-code)
agentically provides project-wide optimization capabilities that traditional profiling tools can't match.
Install:
npm install -g @anthropic-ai/claude-code
Launch in your project:
claude
Start asking Claude about ways to optimize your code:
Claude Code autonomously analyzes your entire codebase, correlates recent changes with performance degradation, and provides specific optimization recommendations targeting root causes rather than symptoms.
### Implement with automated testing
Once Claude Code identifies bottlenecks, it orchestrates targeted fixes by automatically creating a step-by-step workflow to generate tests, validate improvements, and prevent regressions.
> Optimize this payment processing function and benchmark results
Claude Code identifies inefficient algorithms, suggests optimized implementations, and can write benchmark code to help you measure performance improvements.
### Handle enterprise-scale improvements
Claude Code optimizes workflows in large codebases, updating code to increase efficiency:
**Focus on critical paths**: Run Claude Code inside performance-critical directories (api/, core/) avoiding analysis of static assets or configuration files that don't impact performance.
**Apply systematic patterns**: Claude Code identifies recurring inefficiencies and suggests architectural improvements addressing multiple bottlenecks simultaneously: connection pooling, strategic caching, optimized database query patterns.
### Example: eliminate N+1 database queries
Claude Code scans your codebase for loops triggering database queries, identifies specific ORM patterns causing N+1 problems, implements eager loading or batch query solutions, measures query reduction and response time improvements, generates tests preventing N+1 regressions.
Claude Code typically identifies additional optimizations such as adding composite indexes on frequently queried columns or implementing Redis caching for repeated queries.
Choose your optimization approach
---------------------------------
[**Claude.ai**](https://claude.ai/)
: Use Claude.ai when you're investigating a specific slow function, validating an optimization approach, or need quick analysis without environment setup. The browser interface makes it ideal for sharing optimization ideas with others or getting second opinions on performance tradeoffs.
[**Claude Code**](https://claude.com/product/claude-code)
: Use Claude Code when performance issues span multiple files, require coordinated changes across services, or need automated testing to verify improvements. The terminal integration is essential for implementing optimizations that touch database schemas, API contracts, or caching layers.
**Real results with Ramp**
--------------------------
[Ramp](https://claude.com/customers/ramp)
uses Claude Code to accelerate delivery across hundreds of services.
Results:
* **1M+ lines of AI-suggested code** in 30 days
* **80% reduction in incident triage time**
* **50% weekly active usage** across engineering teams
> "When we discovered Claude Code, our teams immediately recognized its potential and integrated it into our workflows"
— Austin Ray, Senior Software Engineer at Ramp
Get started with systematic optimization
----------------------------------------
**Immediate performance analysis**: Visit [Claude.ai](https://claude.ai/)
, paste slow functions, get instant complexity analysis and optimization recommendations.
**Comprehensive optimization**: Install [Claude Code](https://claude.com/product/claude-code)
:
npm install -g @anthropic-ai/claude-code
Whether you're targeting sub-100ms API response times, reducing memory consumption, or eliminating database bottlenecks, Claude serves as your thinking partner to ship faster, more efficient software without extending development cycles through manual optimization guesswork. Get started today.
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FAQ
### What causes slow API response times?
Common causes include algorithmic bottlenecks like O(n²) complexity from nested loops, N+1 database query problems where you make database calls inside loops, inefficient database queries that don't use indexes properly, lack of caching for repeated operations, and redundant data processing.
### How can I find performance bottlenecks in my code?
You can identify bottlenecks by pasting suspicious functions into Claude.ai for immediate analysis, or use Claude Code to scan your entire codebase for performance issues. Traditional approaches involve profiling tools like Chrome DevTools, New Relic, or Datadog to examine flame graphs and CPU hotspots, but these show where time is spent without explaining why code is inefficient.
### Should I use profiling tools or AI for code optimization?
Use both approaches together for best results. Traditional profiling tools like Chrome DevTools or Datadog show where your application spends time and help identify hot spots in production environments. AI tools like Claude explain why specific code is slow and suggest concrete optimizations. Start with Claude.ai to quickly determine whether a performance issue is algorithmic, structural, or configuration-related before setting up complex profiling environments.
### How much performance improvement should I expect from code optimization?
It depends on your starting point. Eliminating N+1 queries can reduce response times from seconds to milliseconds—often 10-100x improvements. Replacing O(n²) algorithms with O(n) implementations shows dramatic gains with large datasets but minimal difference with small ones. Tools like Claude Code can generate benchmark tests to measure improvements objectively, helping you validate whether optimizations actually deliver the expected gains.
[](https://claude.com/blog/optimize-code-performance-quickly#)
Related posts
-------------
Explore more product news and best practices for teams building with Claude.
Dec 11, 2025
### Claude Code power user customization: How to configure hooks
Coding
[Claude Code power user customization: How to configure hooks](https://claude.com/blog/optimize-code-performance-quickly#)
Claude Code power user customization: How to configure hooks
[Claude Code power user customization: How to configure hooks](https://claude.com/blog/how-to-configure-hooks)
Claude Code power user customization: How to configure hooks
Nov 12, 2025
### Improving frontend design through Skills
Coding
[Improving frontend design through Skills](https://claude.com/blog/optimize-code-performance-quickly#)
Improving frontend design through Skills
[Improving frontend design through Skills](https://claude.com/blog/improving-frontend-design-through-skills)
Improving frontend design through Skills
Oct 8, 2025
### Beyond permission prompts: making Claude Code more secure and autonomous
Coding
[Beyond permission prompts: making Claude Code more secure and autonomous](https://claude.com/blog/optimize-code-performance-quickly#)
Beyond permission prompts: making Claude Code more secure and autonomous
[Beyond permission prompts: making Claude Code more secure and autonomous](https://claude.com/blog/beyond-permission-prompts-making-claude-code-more-secure-and-autonomous)
Beyond permission prompts: making Claude Code more secure and autonomous
Dec 2, 2025
### Building Skills for Claude Code: Automating your procedural knowledge
Coding
[Building Skills for Claude Code: Automating your procedural knowledge](https://claude.com/blog/optimize-code-performance-quickly#)
Building Skills for Claude Code: Automating your procedural knowledge
[Building Skills for Claude Code: Automating your procedural knowledge](https://claude.com/blog/building-skills-for-claude-code)
Building Skills for Claude Code: Automating your procedural knowledge
Transform how your organization operates with Claude
----------------------------------------------------
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* Help me develop a unique voice for an audience
[](https://claude.com/blog/optimize-code-performance-quickly#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog/optimize-code-performance-quickly#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog/optimize-code-performance-quickly#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog/optimize-code-performance-quickly#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog/optimize-code-performance-quickly#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog/optimize-code-performance-quickly#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog/optimize-code-performance-quickly#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog/optimize-code-performance-quickly#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog/optimize-code-performance-quickly#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog/optimize-code-performance-quickly#)
This is another test
* Write grant proposals
[](https://claude.com/blog/optimize-code-performance-quickly#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog/optimize-code-performance-quickly#)
this is a test
[Anthropic](https://www.anthropic.com/)
Anthropic
© \[year\] Anthropic PBC
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[](https://claude.com/blog-product/claude-code)
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[](https://claude.com/blog-usecases/productivity)
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---
# Generate better prompts in the developer console | Claude
[](https://claude.ai/)
Explore here
Generate better prompts in the developer console
================================================
Claude now generates production-ready prompt templates, helping developers create effective prompts faster.
[](https://claude.com/blog/prompt-generator#)
[](https://claude.com/blog/prompt-generator#)
* Category
[Product announcements](https://claude.com/blog/category/announcements)
* Product
Claude Developer Platform
* Date
May 20, 2024
* Reading time
5
min
* Share
[Copy link](https://claude.com/blog/prompt-generator#)
https://claude.com/blog/prompt-generator
You can now generate production-ready prompt templates in the Anthropic Console. Describe what you want to achieve, and Claude will use prompt engineering techniques such as chain-of-thought reasoning to create an effective, precise, and reliable prompt.
This feature is designed to help users who are new to prompt engineering, as well as save time for experienced prompt engineers. You will get the best results by providing the prompt generator with detailed information about your task and desired output formatting.
Although the generated prompts do not always produce perfect results, they often outperform hand-written prompts created by those who are new to prompt engineering. The generated prompt templates are also editable, allowing you to quickly tweak them for optimal performance.
Prompting best practices
------------------------
The prompt templates generated by this new feature make use of many of our [prompt engineering best practices](https://docs.anthropic.com/en/docs/prompt-engineering)
. One such practice is [role setting](https://docs.anthropic.com/en/docs/give-claude-a-role)
, where Claude is encouraged to take on the characteristics of an expert at the chosen task. In our content moderation example, the role setting looks like this:
You will be acting as a content moderator to classify chat transcripts as either approved or rejected based on a provided content moderation policy.
Another practice is [chain of thought](https://docs.anthropic.com/en/docs/let-claude-think)
reasoning, in which Claude is given time and space to collect its thoughts before answering. This allows for more thorough and well-reasoned responses to complex queries. When asked to generate a prompt for product recommendations based on a customer's previous transactions, this is implemented as follows:
In a , brainstorm 3 different product recommendations you could make to this customer based on their transaction history. For each potential recommendation, provide a brief rationale explaining why you think it would be a good fit for this customer.
Additionally, the templates often place the “variables”—input fields where custom data can be inserted—between [XML tags](https://docs.anthropic.com/en/docs/use-xml-tags)
. This follows another key best practice by clearly delineating different parts of the prompt by providing a clear structure. When asked for a prompt that translates code to Python, we see that the longer and more ambiguous {{CODE}} variable is marked by XML tags, while the simple {{LANGUAGE}} variable is positioned inline.
Your task is to translate a piece of code from another programming language into Python.
Here is the code to translate:
{{CODE}}
The code is written in {{LANGUAGE}}.
In some cases, you’ll see Claude writing [example inputs and outputs](https://docs.anthropic.com/en/docs/use-examples)
to give itself clear direction around the types of answers it thinks you want. You can edit these examples to match your desired output formatting.
Behind the scenes
-----------------
The prompt generator is based on a long prompt that itself uses many of the techniques already mentioned.
* It contains numerous examples of task descriptions and prompt templates to show Claude how to go from a task description to a prompt template.
* It encourages Claude to plan out the structure of the template it will produce before writing that template, allowing Claude time to collect its thoughts.
* It has a strong “spine” composed of XML tags that mark the beginning and end of each section to enhance legibility.
You can see the full prompt in this [Colab notebook](https://colab.research.google.com/drive/1SoAajN8CBYTl79VyTwxtxncfCWlHlyy9#scrollTo=NTOiFKNxqoq2)
.
Prompt templates as an evaluation tool
--------------------------------------
Variables in the templates you’ll get from the prompt generator will be in [handlebars](https://handlebarsjs.com/)
notation, as shown in the earlier content moderation example:
Unknown block type "codeBlock", specify a component for it in the \`components.types\` option
In this example, you could then upload your content policy and a range of different chat transcripts to see how Claude behaves. This process allows you to ensure that your application will respond appropriately across a variety of situations.
Customer spotlight: ZoomInfo
----------------------------
Go-to-market platform ZoomInfo uses Claude to make actionable recommendations and drive value for their customers. Their use of prompt generation helped significantly reduce the time it took to build an MVP of their RAG application, all while improving output quality.
“Anthropic’s new prompt generator feature enabled us to reach production-ready outputs much faster. It highlighted techniques I hadn't been using to boost performance, and significantly reduced the time spent tuning our app," said Spencer Fox, Principal Data Scientist at ZoomInfo. "We built a new RAG application and reached MVP in just a few days, reducing the time it took to refine prompts by 80%.”
Get started
-----------
To get started building production-ready prompts with Claude, visit the [Anthropic API](https://console.anthropic.com/)
.
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Related posts
-------------
Explore more product news and best practices for teams building with Claude.
Oct 16, 2025
### Introducing Agent Skills
Product announcements
[Introducing Agent Skills](https://claude.com/blog/prompt-generator#)
Introducing Agent Skills
[Introducing Agent Skills](https://claude.com/blog/skills)
Introducing Agent Skills
Dec 18, 2025
### Skills for organizations, partners, the ecosystem
Product announcements
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/prompt-generator#)
Skills for organizations, partners, the ecosystem
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/organization-skills-and-directory)
Skills for organizations, partners, the ecosystem
Aug 25, 2025
### Piloting Claude in Chrome
Product announcements
[Piloting Claude in Chrome](https://claude.com/blog/prompt-generator#)
Piloting Claude in Chrome
[Piloting Claude in Chrome](https://claude.com/blog/claude-for-chrome)
Piloting Claude in Chrome
Dec 8, 2025
### Claude Code and Slack
Product announcements
[Claude Code and Slack](https://claude.com/blog/prompt-generator#)
Claude Code and Slack
[Claude Code and Slack](https://claude.com/blog/claude-code-and-slack)
Claude Code and Slack
Transform how your organization operates with Claude
----------------------------------------------------
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See pricing
Contact sales
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Write
[Button Text](https://claude.com/blog/prompt-generator#)
Button Text
Learn
[Button Text](https://claude.com/blog/prompt-generator#)
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[Button Text](https://claude.com/blog/prompt-generator#)
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Write
* Help me develop a unique voice for an audience
[](https://claude.com/blog/prompt-generator#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog/prompt-generator#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog/prompt-generator#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog/prompt-generator#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog/prompt-generator#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog/prompt-generator#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog/prompt-generator#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog/prompt-generator#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog/prompt-generator#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog/prompt-generator#)
This is another test
* Write grant proposals
[](https://claude.com/blog/prompt-generator#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog/prompt-generator#)
this is a test
[Anthropic](https://www.anthropic.com/)
Anthropic
© \[year\] Anthropic PBC
Products
* Claude
[Claude](https://claude.com/product/overview)
Claude
* Claude Code
[Claude Code](https://claude.com/product/claude-code)
Claude Code
* Max plan
[Max plan](https://claude.com/pricing/max)
Max plan
* Team plan
[Team plan](https://claude.com/pricing/team)
Team plan
* Enterprise plan
[Enterprise plan](https://claude.com/pricing/enterprise)
Enterprise plan
* Download app
[Download app](https://claude.com/download)
Download app
* Pricing
[Pricing](https://claude.com/pricing)
Pricing
* Log in
[Log in](https://claude.ai/login)
Log in
Features
* Claude in Chrome
[Claude in Chrome](https://claude.com/chrome)
Claude in Chrome
* Claude in Slack
[Claude in Slack](https://claude.com/claude-in-slack)
Claude in Slack
* Claude in Excel
[Claude in Excel](https://claude.com/claude-in-excel)
Claude in Excel
* Skills
[Skills](https://claude.com/skills)
Skills
Models
* Opus
[Opus](https://www.anthropic.com/claude/opus)
Opus
* Sonnet
[Sonnet](https://www.anthropic.com/claude/sonnet)
Sonnet
* Haiku
[Haiku](https://www.anthropic.com/claude/haiku)
Haiku
Solutions
* AI agents
[AI agents](https://claude.com/solutions/agents)
AI agents
* Code modernization
[Code modernization](https://claude.com/solutions/code-modernization)
Code modernization
* Coding
[Coding](https://claude.com/solutions/coding)
Coding
* Customer support
[Customer support](https://claude.com/solutions/customer-support)
Customer support
* Education
[Education](https://claude.com/solutions/education)
Education
* Financial services
[Financial services](https://claude.com/solutions/financial-services)
Financial services
* Government
[Government](https://claude.com/solutions/government)
Government
* Life sciences
[Life sciences](https://claude.com/solutions/life-sciences)
Life sciences
* Nonprofits
[Nonprofits](https://claude.com/solutions/nonprofits)
Nonprofits
Claude Developer Platform
* Overview
[Overview](https://claude.com/platform/api)
Overview
* Developer docs
[Developer docs](https://docs.claude.com/)
Developer docs
* Pricing
[Pricing](https://claude.com/pricing#api)
Pricing
* Regional Compliance
[Regional Compliance](https://claude.com/regional-compliance)
Regional Compliance
* Amazon Bedrock
[Amazon Bedrock](https://claude.com/partners/amazon-bedrock)
Amazon Bedrock
* Google Cloud’s Vertex AI
[Google Cloud’s Vertex AI](https://claude.com/partners/google-cloud-vertex-ai)
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Business
---
# Introducing Agent Skills | Claude
[](https://claude.ai/)
Explore here
Introducing Agent Skills
========================
[](https://claude.com/blog/skills#)
[](https://claude.com/blog/skills#)
* Category
[Product announcements](https://claude.com/blog/category/announcements)
* Product
Claude Developer Platform
* Date
October 16, 2025
* Reading time
5
min
* Share
[Copy link](https://claude.com/blog/skills#)
https://claude.com/blog/skills
**_Update:_** _We've added_ [_organization-wide management for skills_](https://claude.com/blog/organization-skills-and-directory)
_, a_ [_directory_](https://claude.com/connectors)
_featuring partner-built skills, and published_ [_Agent Skills_](https://agentskills.io/)
_as an open standard for cross-platform portability. (December 18, 2025)_
Claude can now use _Skills_ to improve how it performs specific tasks. Skills are folders that include instructions, scripts, and resources that Claude can load when needed.
Claude will only access a skill when it's relevant to the task at hand. When used, skills make Claude better at specialized tasks like working with Excel or following your organization's brand guidelines.
You've already seen Skills at work in Claude apps, where Claude uses them to create files like spreadsheets and presentations. Now, you can build your own skills and use them across Claude apps, Claude Code, and our API.
How Skills work
---------------
While working on tasks, Claude scans available skills to find relevant matches. When one matches, it loads only the minimal information and files needed—keeping Claude fast while accessing specialized expertise.
Skills are:
* **Composable**: Skills stack together. Claude automatically identifies which skills are needed and coordinates their use.
* **Portable**: Skills use the same format everywhere. Build once, use across Claude apps, Claude Code, and API.
* **Efficient**: Only loads what's needed, when it's needed.
* **Powerful**: Skills can include executable code for tasks where traditional programming is more reliable than token generation.
Think of Skills as custom onboarding materials that let you package expertise, making Claude a specialist on what matters most to you. For a technical deep-dive on the Agent Skills design pattern, architecture, and development best practices, read our [engineering blog.](https://www.anthropic.com/engineering/equipping-agents-for-the-real-world-with-agent-skills)
Skills work with every Claude product
-------------------------------------
### **Claude apps**
Skills are available to Pro, Max, Team and Enterprise users. We provide skills for common tasks like document creation, examples you can customize, and the ability to create your own custom skills.
Claude automatically invokes relevant skills based on your task—no manual selection needed. You'll even see skills in Claude's chain of thought as it works.
Creating skills is simple. The "skill-creator" skill provides interactive guidance: Claude asks about your workflow, generates the folder structure, formats the SKILL.md file, and bundles the resources you need. No manual file editing required.
Enable Skills in [Settings](https://claude.ai/redirect/website.v1.51f73c97-b077-44e7-85ba-8b27a025dfdf/settings/features)
. For Team and Enterprise users, admins must first enable Skills organization-wide.
### **Claude Developer Platform (API)**
Agent Skills, which we often refer to simply as Skills, can now be added to Messages API requests and the new `/v1/skills` endpoint gives developers programmatic control over custom skill versioning and management. Skills require the [Code Execution Tool](https://docs.claude.com/en/docs/agents-and-tools/tool-use/code-execution-tool)
beta, which provides the secure environment they need to run.
Use Anthropic-created skills to have Claude read and generate professional Excel spreadsheets with formulas, PowerPoint presentations, Word documents, and fillable PDFs. Developers can create custom Skills to extend Claude's capabilities for their specific use cases.
Developers can also easily create, view, and upgrade skill versions through the Claude Console.
Explore the [documentation](https://docs.claude.com/en/docs/agents-and-tools/agent-skills/overview)
, our [skills cookbook](https://github.com/anthropics/claude-cookbooks/tree/main/skills)
, or [Anthropic Academy](https://www.anthropic.com/learn/build-with-claude)
to learn more.
Skills teaches Claude how to work with Box content. Users can transform stored files into PowerPoint presentations, Excel spreadsheets, and Word documents that follow their organization's standards—saving hours of effort.
Yashodha Bhavnani, Head of AI
Canva plans to leverage Skills to customize agents and expand what they can do. This unlocks new ways to bring Canva deeper into agentic workflows—helping teams capture their unique context and create stunning, high-quality designs effortlessly.
Anwar Haneef, GM & Head of Ecosystem
With Skills, Claude works seamlessly with Notion - taking users from questions to action faster. Less prompt wrangling on complex tasks, more predictable results.
MJ Felix, Product Manager
Skills streamline our management accounting and finance workflows. Claude processes multiple spreadsheets, catches critical anomalies, and generates reports using our procedures. What once took a day, we can now accomplish in an hour.
Yusuke Kaji, General Manager AI
[Prev](https://claude.com/blog/skills#)
Prev
0/5
[Next](https://claude.com/blog/skills#)
Next
eBook
[](https://claude.com/blog/skills#)
### **Claude Code**
Skills extend Claude Code with your team's expertise and workflows. Install skills via plugins from the anthropics/skills marketplace. Claude loads them automatically when relevant. Share skills through version control with your team. You can also manually install skills by adding them to `~/.claude/skills`. The Claude Agent SDK provides the same Agent Skills support for building custom agents.
Getting started
---------------
* **Claude apps:** [User Guide](https://support.claude.com/en/articles/12580051-teach-claude-your-way-of-working-using-skills)
& [Help Center](https://support.claude.com/en/articles/12512176-what-are-skills)
* **API developers:** [Documentation](https://docs.claude.com/en/api/skills-guide)
* **Claude Code:** [Documentation](https://docs.claude.com/en/docs/claude-code/skills)
* **Example Skills to customize:** [GitHub repository](https://github.com/anthropics/skills)
What's next
-----------
We're working toward simplified skill creation workflows and enterprise-wide deployment capabilities, making it easier for organizations to distribute skills across teams.
Keep in mind, this feature gives Claude access to execute code. While powerful, it means being mindful about which skills you use—stick to trusted sources to keep your data safe. [Learn more](https://support.claude.com/en/articles/12512180-using-skills-in-claude#h_2746475e70)
.
FAQ
No items found.
[](https://claude.com/blog/skills#)
Related posts
-------------
Explore more product news and best practices for teams building with Claude.
Dec 18, 2025
### Skills for organizations, partners, the ecosystem
Product announcements
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/skills#)
Skills for organizations, partners, the ecosystem
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/organization-skills-and-directory)
Skills for organizations, partners, the ecosystem
Aug 25, 2025
### Piloting Claude in Chrome
Product announcements
[Piloting Claude in Chrome](https://claude.com/blog/skills#)
Piloting Claude in Chrome
[Piloting Claude in Chrome](https://claude.com/blog/claude-for-chrome)
Piloting Claude in Chrome
Dec 8, 2025
### Claude Code and Slack
Product announcements
[Claude Code and Slack](https://claude.com/blog/skills#)
Claude Code and Slack
[Claude Code and Slack](https://claude.com/blog/claude-code-and-slack)
Claude Code and Slack
Nov 14, 2025
### Structured outputs on the Claude Developer Platform
Product announcements
[Structured outputs on the Claude Developer Platform](https://claude.com/blog/skills#)
Structured outputs on the Claude Developer Platform
[Structured outputs on the Claude Developer Platform](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform)
Structured outputs on the Claude Developer Platform
Transform how your organization operates with Claude
----------------------------------------------------
See pricing
[See pricing](https://claude.com/pricing#api)
See pricing
Contact sales
[Contact sales](https://claude.com/contact-sales)
Contact sales
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Product updates, how-tos, community spotlights, and more. Delivered monthly to your inbox.
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[Homepage](https://claude.com/?r=0)
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Write
[Button Text](https://claude.com/blog/skills#)
Button Text
Learn
[Button Text](https://claude.com/blog/skills#)
Button Text
Code
[Button Text](https://claude.com/blog/skills#)
Button Text
Write
* Help me develop a unique voice for an audience
[](https://claude.com/blog/skills#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog/skills#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog/skills#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog/skills#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog/skills#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog/skills#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog/skills#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog/skills#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog/skills#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog/skills#)
This is another test
* Write grant proposals
[](https://claude.com/blog/skills#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog/skills#)
this is a test
[Anthropic](https://www.anthropic.com/)
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© \[year\] Anthropic PBC
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Agents
---
# Claude takes research to new places | Claude
[](https://claude.ai/)
Explore here
Claude takes research to new places
===================================
Claude can now conduct in-depth Research by searching across the web and your Google Workspace to deliver comprehensive answers in minutes.
[](https://claude.com/blog/research#)
[](https://claude.com/blog/research#)
* Category
[Product announcements](https://claude.com/blog/category/announcements)
* Product
Claude apps
* Date
April 15, 2025
* Reading time
5
min
* Share
[Copy link](https://claude.com/blog/research#)
https://claude.com/blog/research
Earlier this year, we introduced [our vision](https://www.anthropic.com/news/claude-3-7-sonnet)
for Claude as your collaborative partner that delivers hours of work in minutes. In line with this vision, we’re continuing to expand the context that Claude has access to, as well as the kinds of outputs you can generate with Claude to support your personal and professional work.
Today, we’re introducing two new capabilities that make Claude a more informed and capable collaborator — Research and a Google Workspace integration that connects your email, calendar, and documents to Claude. With Research, Claude can search across both your internal work context and the web to help you make decisions and take action faster than before.
### Research
Research transforms how Claude finds and reasons with information. Claude operates agentically, conducting multiple searches that build on each other while determining exactly what to investigate next. It explores different angles of your question automatically and works through open questions systematically. This approach delivers thorough answers, complete with easy-to-check citations so you can trust Claude's findings.
Research delivers high-quality, comprehensive answers in minutes, making it practical for the multiple research tasks you tackle throughout your workday. It's this balance of speed and quality that sets it apart.
### Google Workspace
Claude now integrates with Gmail and Calendar, in addition to Google Docs – helping it gain deeper insight into your work context. By connecting Google Workspace, Claude can securely search emails, review documents, and see your calendar commitments – eliminating the need to manually upload files or repeatedly provide context about your work and schedule.
Ask Claude to pull together meeting notes from last week, identify action items from follow-up email threads, and search relevant documents for additional context. Claude brings these insights directly to you, eliminating hours of manual work and letting you focus on strategic planning instead of information gathering. Claude will provide inline citations that you can use to verify the source, so that you can trust Claude is working from the most recent context.
Using Research with Google Workspace:
* **Marketing teams** can plan for product launches faster by having Claude gather competitive intelligence from the web while pulling relevant product specs, positioning, and strategy documents to create comprehensive launch plans.
* **Sales teams** can prepare for client meetings more efficiently by having Claude search through correspondence history, calendar invitations with meeting notes, and the latest updates about the prospect's company to create detailed briefing documents.
* **Engineers** can create technical solutions that integrate with existing systems by having Claude analyze design documents and system specifications alongside external API documentation, implementation patterns, and security best practices.
* **University students** can learn new topics by working with Claude to analyze learning materials and notes from past courses, while searching for the latest academic research, interactive learning resources, and expert explanations to create personalized study plans.
* **Parents** can streamline personal organization by having Claude scan emails and calendar events to highlight important commitments, while searching the web for updated school calendars, local community events, and weather forecasts that might affect family plans.
### Google Docs cataloging
In addition to Research and Google Workspace, Claude Enterprise administrators can activate cataloging to improve Claude’s retrieval quality and accuracy. When cataloging is enabled, Claude leverages a specialized index of your organization’s documents to find the information you need—even when it's buried in lengthy documents or scattered across multiple files.
This technology utilizes secure retrieval augmented generation techniques to enable Claude to search across your document ecosystem, without requiring you to specify exact files. With enterprise-grade security that keeps your data within your control, Claude maintains the confidentiality of your organization's knowledge while delivering precise answers.
### Getting started
This is just the beginning of updates to make Claude an even better collaborator. In the coming weeks, we'll expand the range of content sources available and the ability for Claude to do research in more depth.
**Research** is now available in early beta for Max, Team, and Enterprise plans in the United States, Japan, and Brazil. Simply toggle on the Research setting in chat.
**Web search**, which launched in the United States in March, is now available in Brazil and Japan and is automatically enabled for paid plans in these regions. Claude for Work administrators must enable web search for your organization in settings.
**The Google Workspace** integration is available in beta to all paid users in [profile settings](http://claude.ai/settings/profile#feature-preview)
. Team and Enterprise plan admins must enable Google Workspace access domain-wide before individual users connect their accounts. Claude Enterprise plan admins can enable Google Docs cataloging for the entire organization.
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Related posts
-------------
Explore more product news and best practices for teams building with Claude.
Oct 16, 2025
### Introducing Agent Skills
Product announcements
[Introducing Agent Skills](https://claude.com/blog/research#)
Introducing Agent Skills
[Introducing Agent Skills](https://claude.com/blog/skills)
Introducing Agent Skills
Dec 18, 2025
### Skills for organizations, partners, the ecosystem
Product announcements
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/research#)
Skills for organizations, partners, the ecosystem
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/organization-skills-and-directory)
Skills for organizations, partners, the ecosystem
Aug 25, 2025
### Piloting Claude in Chrome
Product announcements
[Piloting Claude in Chrome](https://claude.com/blog/research#)
Piloting Claude in Chrome
[Piloting Claude in Chrome](https://claude.com/blog/claude-for-chrome)
Piloting Claude in Chrome
Dec 8, 2025
### Claude Code and Slack
Product announcements
[Claude Code and Slack](https://claude.com/blog/research#)
Claude Code and Slack
[Claude Code and Slack](https://claude.com/blog/claude-code-and-slack)
Claude Code and Slack
Transform how your organization operates with Claude
----------------------------------------------------
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Contact sales
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Write
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Write
* Help me develop a unique voice for an audience
[](https://claude.com/blog/research#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog/research#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog/research#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog/research#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog/research#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog/research#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog/research#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog/research#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog/research#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog/research#)
This is another test
* Write grant proposals
[](https://claude.com/blog/research#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog/research#)
this is a test
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---
# Neu: Agenten-Skills | Claude
[](https://claude.ai/)
Mehr erfahren
Neu: Agenten-Skills
===================
[](https://claude.com/de-de/blog/skills#)
[](https://claude.com/de-de/blog/skills#)
* Kategorie
[Produktankündigungen](https://claude.com/blog/category/announcements)
* Produkt
Claude Developer Platform
* Datum
October 16, 2025
* Lesezeit
5
Min.
* Teilen
[Link kopieren](https://claude.com/de-de/blog/skills#)
https://claude.com/blog/skills
Claude kann jetzt _Skills_ verwenden, um die Ausführung bestimmter Aufgaben zu verbessern. Skills sind Ordner mit Anweisungen, Skripten und Ressourcen, die Claude bei Bedarf laden kann.
Claude greift nur auf einen Skill zu, wenn er für die jeweilige Aufgabe relevant ist. Bei Verwendung von Skills verbessern Sie Claude für spezielle Aufgaben wie die Arbeit mit Excel oder die Einhaltung der Markenrichtlinien Ihres Unternehmens.
Sie haben bereits Skills in Claude-Apps gesehen, in denen Claude sie zum Erstellen von Dateien wie Tabellen und Präsentationen verwendet. Jetzt können Sie Ihre eigenen Skills erstellen und sie in Claude-Apps, Claude Code und unserer API verwenden.
So funktionieren Skills
-----------------------
Während der Arbeit an Aufgaben scannt Claude verfügbare Skills, um relevante Übereinstimmungen zu finden. Wenn es eine Übereinstimmung gibt, lädt es nur das Minimum an Informationen und Dateien, die benötigt werden. Claude bleibt schnell und kann gleichzeitig auf spezifisches Know-how zugreifen.
Skills sind:
* **Composable**: Skills lassen sich kombinieren. Claude identifiziert automatisch, welche Skills benötigt werden, und koordiniert ihre Nutzung.
* **Portable**: Skills verwenden überall dasselbe Format. Einmal erstellen und dann in Claude-Apps, Claude Code und API verwenden.
* **Efficient**: Lädt nur das, was benötigt wird, wenn es benötigt wird.
* **Powerful**: Skills können ausführbaren Code für Aufgaben enthalten, bei denen herkömmliche Programmierung zuverlässiger ist als die Token-Generierung.
Stellen Sie sich Skills als benutzerdefinierte Onboarding-Materialien vor, mit denen Sie das Know-how bündeln können, sodass Claude zu einem Spezialisten für das wird, was Ihnen am wichtigsten ist. Einen technischen Überblick über die Best Practices für Design, Architektur und Entwicklung von Agenten-Skills finden Sie in unserem [Engineering-Blog.](https://www.anthropic.com/engineering/equipping-agents-for-the-real-world-with-agent-skills)
Skills funktionieren mit jedem Claude-Produkt
---------------------------------------------
### **Claude Apps**
Skills sind für Benutzer von Pro, Max, Team und Enterprise verfügbar. Wir stellen Skills für allgemeine Aufgaben wie die Dokumenterstellung, anpassbare Beispiele und die Möglichkeit bereit, Ihre eigenen benutzerdefinierten Skills zu erstellen.
Claude ruft automatisch relevante Skills basierend auf Ihrer Aufgabe auf – keine manuelle Auswahl erforderlich. Sie sehen sogar Skills in der Gedankenkette von Claude, während es arbeitet.
Das Erstellen von Skills ist einfach. Der Skill „Skill-Ersteller“ bietet interaktive Anleitungen: Claude fragt nach Ihrem Workflow, generiert die Ordnerstruktur, formatiert die Datei SKILL.md und bündelt die benötigten Ressourcen. Keine manuelle Dateibearbeitung erforderlich.
Sie können Skills in den [Einstellungen](https://claude.ai/redirect/website.v1.51f73c97-b077-44e7-85ba-8b27a025dfdf/settings/features)
aktivieren. Für Team- und Enterprise-Benutzer müssen Administratoren die Skills zuerst unternehmensweit aktivieren.
### **Claude Developer Platform (API)**
Agenten-Skills, die wir oft einfach als Skills bezeichnen, können jetzt zu Anfragen an die Messages API hinzugefügt werden. Der neue `/v1/skills`\-Endpunkt gibt Entwicklern die programmgesteuerte Kontrolle über die Versionierung und Verwaltung benutzerdefinierter Skills. Für Skills benötigen Sie die Betaversion des [Code Execution Tools](https://docs.claude.com/en/docs/agents-and-tools/tool-use/code-execution-tool)
, die die sichere Umgebung zur Ausführung bereitstellt.
Sie können die von Anthropic erstellten Skills verwenden, um professionelle Excel-Tabellen mit Formeln, PowerPoint-Präsentationen, Word-Dokumente und ausfüllbare PDFs zu lesen und zu erstellen. Entwickler können benutzerdefinierte Skills erstellen, um die Funktionen von Claude für ihre spezifischen Anwendungsfälle zu erweitern.
Entwickler können verschiedene Skill-Versionen einfach über die Claude Console erstellen, anzeigen und aktualisieren.
In der [Dokumentation](https://docs.claude.com/en/docs/agents-and-tools/agent-skills/overview)
, unserem [Skills-Leitfaden](https://github.com/anthropics/claude-cookbooks/tree/main/skills)
oder in der [Anthropic Academy](https://www.anthropic.com/learn/build-with-claude)
finden Sie weitere Informationen.
### **Claude Code**
Skills erweitern Claude Code um das Know-how und Workflows Ihres Teams. Sie können Skills über Plugins vom Anthropics/Skills Marketplace installieren. Claude lädt sie automatisch, wenn sie relevant sind. Sie können Skills über die Versionskontrolle für Ihr Team freigeben. Sie können Skills auch manuell installieren, indem Sie sie zu `~/.claude/skills` hinzufügen. Das Claude Agent SDK bietet dieselben Agenten-Skills für die Erstellung benutzerdefinierter Agenten.
Erste Schritte
--------------
* **Claude-Apps:** [Benutzerhandbuch](https://support.claude.com/en/articles/12580051-teach-claude-your-way-of-working-using-skills)
& [Hilfe-Center](https://support.claude.com/en/articles/12512176-what-are-skills)
* **API-Entwickler:** [Dokumentation](https://docs.claude.com/en/api/skills-guide)
* **Claude Code:** [Dokumentation](https://docs.claude.com/en/docs/claude-code/skills)
* **Beispielhafte, anpassbare Skills:** [GitHub-Repository](https://github.com/anthropics/skills)
Was kommt als Nächstes
----------------------
Wir arbeiten an vereinfachten Workflows zur Erstellung von Skills und unternehmensweiten Bereitstellungsfunktionen, damit Sie als Unternehmen diese leichter Ihren Teams zur Verfügung stellen können.
Denken Sie daran, dass Claude durch diese Funktion Code ausführen kann. Dies ist zwar eine leistungsstarke Funktion, bedeutet jedoch, dass Sie darauf achten sollten, welche Skills Sie verwenden. Halten Sie sich an vertrauenswürdige Quellen, um Ihre Daten zu schützen. [Mehr erfahren](https://support.claude.com/en/articles/12512180-using-skills-in-claude#h_2746475e70)
Skills teaches Claude how to work with Box content. Users can transform stored files into PowerPoint presentations, Excel spreadsheets, and Word documents that follow their organization's standards—saving hours of effort.
Yashodha Bhavnani, Head of AI
With Skills, Claude works seamlessly with Notion - taking users from questions to action faster. Less prompt wrangling on complex tasks, more predictable results.
MJ Felix, Product Manager
Skills streamline our management accounting and finance workflows. Claude processes multiple spreadsheets, catches critical anomalies, and generates reports using our procedures. What once took a day, we can now accomplish in an hour.
Yusuke Kaji, General Manager AI
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[](https://claude.com/de-de/blog/skills#)
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Ähnliche Beiträge
Erfahren Sie mehr über aktuelle Produktneuheiten und Best Practices für Teams, die mit Claude arbeiten.
Aug 25, 2025
### Pilotprojekt von Claude für Chrome
Produktankündigungen
[Pilotprojekt von Claude für Chrome](https://claude.com/de-de/blog/skills#)
Pilotprojekt von Claude für Chrome
[Pilotprojekt von Claude für Chrome](https://claude.com/de-de/blog/claude-for-chrome)
Pilotprojekt von Claude für Chrome
Oct 20, 2025
### Claude Code im Web
Produktankündigungen
[Claude Code im Web](https://claude.com/de-de/blog/skills#)
Claude Code im Web
[Claude Code im Web](https://claude.com/de-de/blog/claude-code-on-the-web)
Claude Code im Web
Sep 11, 2025
### Memory in Claude
Produktankündigungen
[Memory in Claude](https://claude.com/de-de/blog/skills#)
Memory in Claude
[Memory in Claude](https://claude.com/de-de/blog/memory)
Memory in Claude
Oct 30, 2025
### Wie Brex mit Claude Code die Codequalität und Produktivität verbessert
KI für Unternehmen
[Wie Brex mit Claude Code die Codequalität und Produktivität verbessert](https://claude.com/de-de/blog/skills#)
Wie Brex mit Claude Code die Codequalität und Produktivität verbessert
[Wie Brex mit Claude Code die Codequalität und Produktivität verbessert](https://claude.com/de-de/blog/how-brex-improves-code-quality-and-productivity-with-claude-code)
Wie Brex mit Claude Code die Codequalität und Produktivität verbessert
Transformieren Sie mit Caude die Arbeitsweise Ihres Unternehmens
Preise anzeigen
[Preise anzeigen](https://claude.com/pricing#api)
Preise anzeigen
Sales kontaktieren
[Sales kontaktieren](https://claude.com/contact-sales)
Sales kontaktieren
Entwickler-Newsletter abonnieren
Neues zu Produkten, Anleitungen, Community-Spotlights und mehr. Monatlich in Ihrem Posteingang.
[Abonnieren](https://claude.com/de-de/blog/skills#)
Abonnieren
Bitte geben Sie Ihre E-Mail-Adresse an, wenn Sie unseren monatlichen Entwickler-Newsletter erhalten möchten. Sie können sich jederzeit wieder abmelden.
Danke! Ihr Abo ist abgeschlossen.
Bei der Übermittlung ist leider ein Problem aufgetreten. Bitte versuchen Sie es später erneut.
[Startseite](https://claude.com/de-de)
Startseite
[Next](https://claude.com/de-de/blog/skills#)
Next
Danke! Das Formular ist bei uns eingegangen.
Hoppla! Beim Einreichen des Formulars ist ein Fehler aufgetreten.
Schreiben
[Schaltflächentext](https://claude.com/de-de/blog/skills#)
Schaltflächentext
Lernen
[Schaltflächentext](https://claude.com/de-de/blog/skills#)
Schaltflächentext
Code
[Schaltflächentext](https://claude.com/de-de/blog/skills#)
Schaltflächentext
Schreiben
* Mir helfen, einen unverwechselbaren Stil für ein bestimmtes Publikum zu entwickeln
[](https://claude.com/de-de/blog/skills#)
Hi Claude! Hilf mir, einen unverwechselbaren Stil für eine bestimmte Zielgruppe zu entwickeln. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
* Meinen Schreibstil verbessern
[](https://claude.com/de-de/blog/skills#)
Hi Claude! Verbessere meinen Schreibstil. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
* Kreative Ideen brainstormen
[](https://claude.com/de-de/blog/skills#)
Hi Claude! Brainstorme mit mir kreative Ideen. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
Lernen
* Ein komplexes Thema einfach erklären
[](https://claude.com/de-de/blog/skills#)
Hi Claude! Erkläre ein komplexes Thema mit einfachen Worten. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
* Diese Ideen einleuchtend erklären
[](https://claude.com/de-de/blog/skills#)
Hi Claude! Erkläre mir diese Ideen. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
* Vorbereitung auf eine Prüfung oder ein Vorstellungsgespräch
[](https://claude.com/de-de/blog/skills#)
Hi Claude! Hilf mir bei der Vorbereitung auf eine Prüfung oder ein Vorstellungsgespräch. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
Code
* Programmierkonzept erklären
[](https://claude.com/de-de/blog/skills#)
Hi Claude! Erkläre mir ein Programmierkonzept. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
* Meinen Code ansehen und mir Tipps geben
[](https://claude.com/de-de/blog/skills#)
Hi Claude! Sieh dir meinen Code an und gib mir Tipps. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
* Vibe Code mit mir
[](https://claude.com/de-de/blog/skills#)
Hi Claude! Vibe code mit mir. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
Mehr
* Fallstudien verfassen
[](https://claude.com/de-de/blog/skills#)
Dies ist ein weiterer Test
* Verfasse Förderanträge
[](https://claude.com/de-de/blog/skills#)
Hi Claude! Verfasse Förderanträge. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
* Videoskripte schreiben
[](https://claude.com/de-de/blog/skills#)
Dies ist ein Test
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---
# スキル解説：スキルとプロンプト、プロジェクト、MCP、サブエージェントとの比較 | Claude
[](https://claude.ai/)
こちらをご覧ください
スキル解説：スキルとプロンプト、プロジェクト、MCP、サブエージェントとの比較
=======================================
スキルはカスタムAIワークフローやエージェントを作成するための強力なツールとしてますます重要になっていますが、Claudeのスタック内ではどこに当てはまるのでしょうか？どのツールをいつ使用すべきか、そしてそれらがどのように連携するかについて説明していきましょう
[](https://claude.com/ja-jp/blog/skills-explained#)
[](https://claude.com/ja-jp/blog/skills-explained#)
* **カテゴリ**
[エージェント](https://claude.com/blog/category/agents)
* **製品**
Claudeのアプリ
Claude Developer Platform
* **日付**
November 13, 2025
* 読了時間
5
分
* 共有
[リンクをコピー](https://claude.com/ja-jp/blog/skills-explained#)
https://claude.com/blog/skills-explained
[スキル](https://www.anthropic.com/news/skills)
の導入以来、Claudeのエージェントエコシステムのさまざまなコンポーネントがどのように連携するかを理解したいという関心が寄せられています。
[Claude Code](https://www.claude.com/product/claude-code)
を活用した高度なワークフローの構築、APIを用いたエンタープライズソリューションの作成、[Claude.ai](http://claude.ai/)
での生産性の最大化のいずれの場合においても、どのツールをいつ活用すべきかを知ることは、Claudeとの作業方法を変革する可能性があります。
このガイドでは、各構成要素を分解し、それぞれの使用のタイミングを説明するとともに、強力なエージェントワークフローを実現するための組み合わせ方を紹介します。
**エージェント型構築の構成要素を理解する**
-----------------------
### **スキルとは？**
スキルとは、タスクに関連する場合にClaudeが動的に発見・読み込む指示、スクリプト、リソースを収めたフォルダーです。Excelスプレッドシートの操作から組織のブランドガイドラインの遵守まで、特定の分野における専門知識をClaudeに提供する専門的なトレーニングマニュアルとお考えください。
**スキルの仕組み：**Claudeはタスクを処理する際、利用可能なスキルをスキャンして関連するスキルを見つけます。スキルは段階的な開示を用いており、メタデータが最初に読み込まれ（約100トークン）、スキルが関連するタイミングをClaudeが判断するのに十分な情報を提供します。必要に応じてすべての指示が読み込まれ（5000トークン未満）、バンドルされたファイルまたはスクリプトは必要な時のみ読み込まれます。
**スキルを使用するタイミング**：Claudeに専門的な作業を確実かつ効率的に実行させる必要がある場合はスキルを選択します。以下の用途に最適です。
* **組織のワークフロー**：ブランドガイドライン、コンプライアンス手順、文書テンプレート
* **分野の専門知識：**Excelの数式、PDF操作、データ分析
* **個人用の設定：**メモ取りシステム、コーディングパターン、研究方法
**例：**会社のカラーパレット、タイポグラフィのルール、レイアウト仕様を含む[ブランドガイドラインスキル](https://github.com/anthropics/skills/tree/main/brand-guidelines)
を作成します。プレゼンテーションや文書を作成する際には、毎回説明しなくてもこれらの基準が自動的に適用されます。
スキルに関する詳細は[こちら](https://support.claude.com/en/articles/12512176-what-are-skills)
です。[拡大を続けるスキルライブラリ](https://github.com/anthropics/skills)
もご覧ください。
### **プロンプトについて**
[プロンプト](https://docs.claude.com/en/prompt-library/library)
とは、会話中に自然言語でClaudeに与える指示のことです。それらは一時的で、会話的で、反応的です。その場その場でコンテキスと方向性を提供します。
**プロンプトを使用するタイミング：**以下の目的でプロンプトを使用します。
* 一回限りの要求：「この記事を要約してください」
* 会話の改善：「言い回しをもっと自然にしてください」
* 即時のコンテキスト：「このデータを分析し、傾向を示してください」
* その場限りの指示：「これを箇条書きリストとしてフォーマットしてください」
**例：**
_このコードの包括的なセキュリティレビューを実施してください。以下の点について確認してください。_
_1\. 次のものを含む一般的な脆弱性：_
* _インジェクションの欠陥（SQL、コマンド、XSSなど）_
* _認証と承認に関する問題_
* _機密データの漏えい_
* _セキュリティの設定ミス_
* _アクセス制御の不備_
* _暗号化エラー_
* _入力検証の問題_
* _エラー処理とログ記録に関する問題_
_2\. 発見した問題ごとに、以下の情報を提供してください。_
* _重大度（重大/高/中/低）_
* _コード内の位置（行番号または関数名）_
* _セキュリティ上のリスクとなる理由とどのように悪用され得るのかについての説明_
* _可能な限り、コード例を含む具体的な修正提案_
* _同様の問題を防止するためのベストプラクティスに関するガイダンス_
_3\. コードのコンテキスト：［コードの内容、言語/フレームワーク、実行環境について説明（例：「これはユーザー認証と決済データを処理するNode.js REST APIです」）］_
_4\. その他の考慮事項：_
* _OWASP上位10の脆弱性はあるか？_
* _コードは、［特定のフレームワーク/言語］のセキュリティベストプラクティスに従っているか？_
* _既知の脆弱性を含む依存関係はあるか？_
_重大度と潜在的な影響別に調査結果の優先順位を付けてください。_
**ヒント：**プロンプトはClaudeとのやり取りの主な手段ですが、会話間で持続されるものではありません。繰り返されるワークフローや専門知識については、プロンプトをスキルやプロジェクトの指示として記録することをご検討ください。
**代わりにスキルを使用するタイミング：**複数の会話で同じプロンプトを繰り返し入力している場合には、スキルの作成をお勧めします。「OWASP基準を使用してこのコードのセキュリティ脆弱性をレビューする」や「この分析をエグゼクティブサマリー、主な発見事項、推奨事項で構成する」といった反復的な指示をスキルに変換します。これにより、手順を毎回説明し直す必要がなくなり、実行に一貫性が保たれるようになります。
[プロンプトライブラリ](https://docs.claude.com/en/prompt-library/library)
、[プロンプトのベストプラクティス](http://claude.com/blog/prompt-engineering-best-practices)
、[スマートプロンプトメーカー](https://claude.ai/public/artifacts/3796db7e-4ef1-4cab-b70c-d045778f23ec)
を確認してから開始しましょう。
### **プロジェクトとは？**
すべての有料Claude planで利用可能な[プロジェクト](https://support.claude.com/en/articles/9517075-what-are-projects)
は、独自のチャット履歴とナレッジベースを備えた自己完結型のワークスペースです。各プロジェクトには20万のコンテキストウィンドウが含まれており、文書のアップロード、コンテキストの指定、そのプロジェクト内のすべての会話に適用されるカスタム指示の設定などができます。
**プロジェクトの仕組み：**プロジェクトのナレッジベースにアップロードした内容はすべて、そのプロジェクト内のすべてのチャットで利用可能になります。Claudeは自動的にこのコンテキストを活用して、より情報に基づいた関連性の高い回答を提供します。プロジェクトナレッジがコンテキスト制限に近づくと、Claudeはシームレスに検索拡張生成（RAG）モードを有効にして、容量を最大10倍に拡大します。
**プロジェクト使用のタイミング：**必要なときにプロジェクトを選択します。
* **持続的なコンテキスト：**あらゆる会話に役立つ背景知識
* **ワークスペースの整理：**異なる取り組みごとにコンテキストを分離
* **チームのコラボレーション：**共有された知識と会話履歴（Team planおよびEnterprise plan）
* **カスタム指示：**プロジェクト固有のトーン、視点、アプローチ
**例：**市場調査、競合他社分析、製品仕様書を含む「第4四半期の製品発売」プロジェクトを作成します。このプロジェクト内のすべてのチャットで、コンテキストを再アップロードしたり再度説明したりする必要なく、このナレッジデータにアクセスできます。
**代わりにスキルを使用するタイミング：**プロジェクトは、特定の作業（会社のコードベース、研究イニシアチブ、継続的な顧客エンゲージメント）に対してClaudeに持続的なコンテキストを提供します。 スキルは、Claudeに何かをする方法を教えます。 プロジェクトには、製品発売に関する背景すべてが含まれている場合があります。一方、スキルでは、チームの文書作成基準やコードレビューのプロセスをClaudeに教えることが可能です。 複数のプロジェクトで同じ指示を繰り返していることに気づいたとき、それは代わりにスキルを作成すべきという合図です。
プロジェクトの詳細は[こちら](https://support.claude.com/en/articles/9517075-what-are-projects)
です。
### **サブエージェントとは？**
[サブエージェント](https://docs.claude.com/en/docs/claude-code/sub-agents)
は、独自のコンテキストウィンドウ、カスタムシステムプロンプト、特定のツール権限を備えた専門のAIアシスタントです。Claude CodeとClaude Agent SDKで利用可能であり、サブエージェントは個別のタスクを独立して処理し、結果をメインエージェントに返します。
**サブエージェントの仕組み：**それぞれのサブエージェントは独自の構成で動作します。つまりその動作、問題へのアプローチ方法、アクセス可能なツールを定義します。Claudeが適切なサブエージェントの説明に基づいてタスクを自動的に委任するか、ユーザーが特定のサブエージェントを明示的にリクエストすることもできます。
**サブエージェントを使用するタイミング：**以下の目的でサブエージェントを使用します。
* **タスクの専門化：**コードレビュー、テスト生成、セキュリティ監査
* **コンテキスト管理：**専門的な作業の負荷を軽減しながら、本来の会話に集中
* **並行処理：**複数のサブエージェントが同時に異なる側面で作業可能
* **ツール制限：**特定のサブエージェントを安全な操作に制限（読み取り専用アクセスなど）
**例：**
**代わりにスキルを使用するタイミング：**複数のエージェントや会話が同じ専門知識（セキュリティレビュー手順やデータ分析手法など）を必要とする場合、その知識を個々のサブエージェントに組み込むのではなく、スキルを作成ます。サブエージェントが特定のワークフロー向けに専用に構築されている一方で、スキルは移植性と再利用性が高いものになっています。あらゆるエージェントが適用できる専門知識を教えるときはスキルを活用し、特定のツール権限とコンテキスト分離を伴う独立したタスク実行が必要な場合には、サブエージェントを利用します。
サブエージェントの詳細は[こちら](https://code.claude.com/docs/en/sub-agents)
です。
### **MCPとは？**
MCPは、AIアプリケーションと既存のツールやデータソースとの間にユニバーサル接続のレイヤーを作成します。
Model Context Protocol（MCP）は、AIアシスタントをデータが存在する外部システム（コンテンツリポジトリ、ビジネスツール、データベース、開発環境）に接続するためのオープンスタンダードです。
**MCPの仕組み：**MCPは、Claudeをお客様のツールやデータソースに接続するための標準化された方法を提供します。それぞれのデータソース用にカスタム統合を構築するのではなく、単一のプロトコルをベースに構築します。MCPサーバーはデータと機能を公開し、MCPクライアント（Claudeなど）がこれらのサーバーに接続します。
**MCPを使用するタイミング：**Claudeに次のことをさせたい場合はMCPを選択します。
* 外部データへのアクセス：Googleドライブ、Slack、GitHub、データベース
* ビジネスツールの使用：CRMシステム、プロジェクト管理プラットフォーム
* 開発環境への接続：ローカルファイル、IDE、バージョン管理
* カスタムシステムとの統合：組織独自のツールとデータソース
**例：**MCPを介してClaudeを社内のGoogleドライブに接続します。現在、Claudeは手動でアップロードすることなくドキュメントの検索、ファイルの読み込み、社内ナレッジの参照が可能になっています。接続は維持され、自動的に更新されます。
**代わりにスキルを使用するタイミング：**MCPがClaudeをデータに接続し、スキルがそのデータをどのように処理すべきかをClaudeに指示します。「データベースへのクエリを実行する際には、常に日付範囲を最初に絞り込む」や「これらの特定の数式を使用してExcelレポートのフォーマットを整える」など、ツールの使用_方法_や手順に従う方法を説明する場合にはスキルを使用します。最初にデータベースまたはExcelファイルに_アクセス_するためにClaudeが必要な場合は、MCPを利用します。接続にはMCP、手順に関する知識にはスキルの両方を併用します。
MCPに関する詳細は[こちら](https://www.anthropic.com/news/model-context-protocol)
です。MCPサーバーの構築方法に関する[ドキュメント](https://modelcontextprotocol.io/docs/develop/build-server)
もご覧ください。
**ツールの組み合わせ方法**
---------------
これらの構成要素を組み合わせることで真の力が生まれます。それぞれが異なる目的を果たし、それらを組み合わせることで高度なエージェントワークフローを構築します。
### **比較：適切なツールの選択**
| 機能 | スキル | プロンプト | プロジェクト | サブエージェント | MCP |
| --- | --- | --- | --- | --- | --- |
| 提供内容 | 手続きに関する知識 | 逐次的な指示 | 背景知識 | タスクの委任 | ツールの接続性 |
| 持続性 | 会話全体 | 1回の会話 | プロジェクト内 | セッション全体 | 継続的な接続 |
| 内容 | 指示+コード+アセット | 自然言語 | 文書+コンテキスト | 完全なエージェントロジック | ツールの定義 |
| 読み込むタイミング | 必要に応じて動的に | 各ターン | 常にプロジェクト中 | 呼び出されたとき | 常に利用可能 |
| コードの読み込みが可能か？ | はい | いいえ | いいえ | はい | はい |
| 最適な用途 | 専門知識 | 迅速なリクエスト | 一元化されたコンテキスト | 専門的なタスク | データアクセス |
### **エージェント型ワークフローの例：リサーチエージェント**
複数の構成要素を組み合わせた包括的なリサーチエージェントを構築しましょう。この例は、競合分析のためにエージェントを構築して有効化する方法を示しています。
**ステップ1：プロジェクトを設定**
「競合インテリジェンス」プロジェクトを作成して以下をアップロードします。
* 業界レポートと市場分析
* 競合製品に関するドキュメント
* CRMからの顧客フィードバック
* これまでの調査の要約
プロジェクト手順を追加します。
_当社の製品戦略の観点から競合他社を分析してください。次に、差別化の機会と新興市場の動向に焦点を当ててください。具体的な証拠と実行可能な推奨事項ともに、調査結果を提示してください。_
**ステップ2：MCPを介してデータソースを接続**
次のMCPサーバーを有効化します。
* Googleドライブ（共有された調査文書へのアクセスのため）
* GitHub（競合のオープンソースリポジトリのレビューのため）
* ウェブ検索（リアルタイムの市場情報取得のため）
**ステップ3：専門スキルを作成**
「競合分析」スキルを作成します。
**ステップ4：サブエージェントを構成（Claude Code/SDKのみ）**
専門のサブエージェントを作成します。
`market-researcher`サブエージェント：
`technical-analyst`サブエージェント：
**ステップ5：調査エージェントを有効化**
ここでClaudeに次のように依頼します。「主要な競合他社3社が、新たに導入したAI機能をどのように位置付けているかを分析し、当社が活用できるギャップを特定してください」
次のようなことが起こります。
1. **プロジェクトのコンテキストの読み込み**：Claudeはアップロードした調査文書にアクセスし、プロジェクトの指示に従います。
2. **MCP接続の有効化**：ClaudeはGoogleドライブ内で競合他社の最近の概要を検索し、GitHubのデータを抽出します。
3. **スキルの起動**：「競合分析」スキルが分析フレームワークを提供します。
4. **サブエージェントの実行**（Claude Codeにて）：「市場調査担当者」サブエージェントは業界データを収集し、「技術アナリスト」サブエージェントは技術的な実装内容を検証します。
5. **プロンプトの微調整**：「特に医療分野の法人顧客に焦点を当ててください」という対話型ガイダンスを提供します。
**結果：複数のデータソースから抽出し、自社の分析フレームワークに沿って専門知識を活用し、調査プロジェクト全体を通じて一貫したコンテキストを維持する、包括的な競合分析が得られます。**
**よくある質問**
----------
#### **スキルはどのように機能するか？**
スキルは、Claudeの効率性を維持するために[段階的な開示](https://www.anthropic.com/engineering/equipping-agents-for-the-real-world-with-agent-skills)
を用います。タスクに取り組む際、Claudeはまずスキルのメタデータ（説明と要約）をスキャンして関連性の高い一致項目を特定します。スキルが一致した場合、Claudeはすべての指示を読み込みます。最後に、スキルに実行可能なコードまたは参照ファイルが含まれている場合は、必要な場合のみ読み込みを行います。
このアーキテクチャにより、Claudeのコンテキストウィンドウを圧迫することなく多くのスキルを利用可能にできます。Claudeは、必要なときに必要な情報のみに正確にアクセスします。
#### **スキルとサブエージェント、いつどちらを使用するか？**
**スキルを使用するタイミング：**あらゆるClaudeインスタンスが読み込んで使用できる機能が求められる場合。スキルは教材のようなもので、Claudeがあらゆる会話において特定のタスクで効果的に機能するようにします。
**サブエージェントを使用するタイミング：**特定の目的向けに設計され、ワークフローを独立して処理する自己完結型の完全なエージェントが必要な場合。サブエージェントは、独自のコンテキストとツールの権限を持つ専門職の従業員のようなものです。
**併用するタイミング：**専門知識を備えたサブエージェントが必要な場合。たとえば、コードレビューのサブエージェントは、言語固有のベストプラクティスとしてスキルを使用し、サブエージェントの独立性と、スキルに関する移植可能な専門知識とを組み合わせることができます。
#### **スキルとプロンプト、いつどちらを使用するか？**
**プロンプトを使用するタイミング：**一度きりの指示を行う場合、直近のコンテキストを説明している場合、あるいは会話のやり取りを行っている場合。プロンプトは反応的で一時的なものです。
**スキルを使用するタイミング：**繰り返し必要となる手順または専門知識がある場合。スキルは能動的に活用され（Claudeは適切なタイミングを見極めます）、会話全体を通じて持続的に利用されます。
**併用するタイミング：**プロンプトとスキルが自然に互いに補完し合う関係にある場合。スキルを活用して基礎的な専門知識を提供し、その後プロンプトを用いて各タスクごとに具体的なコンテキストの提供と調整を行います。
#### **スキルとプロジェクト、いつどちらを使用するか？**
**プロジェクトを使用するタイミング：**特定のイニシアチブに関するすべての会話において、背景知識やコンテキストが必要とされる場合。プロジェクトは常に読み込まれる静的な参照資料を提供します。
**スキルを使用するタイミング：**手続きに関する知識と関連する状況でのみ作動する実行可能コードが必要な場合。スキルは動的な専門知識を提供し、必要に応じて読み込まれるため、コンテキストウィンドウを節約します。
**併用するタイミング：**持続的なコンテキストと専門的な機能の両方が必要な場合。例えば、「製品開発」プロジェクトでは、製品仕様書やユーザー調査が含まれ、技術文書作成スキルやユーザーフィードバックデータの分析スキルと組み合わされます。
**主な違い：**プロジェクトは「知る必要がある内容」を示します。スキルは「実行する方法」を示します。ププロジェクトはその枠組みの中で作業を行うためのナレッジベースを提供し、スキルはあらゆる会話、あらゆるプロジェクトで役立つ機能を提供します。
#### **サブエージェントはスキルを使用できるか？**
はい。Claude CodeおよびエージェントSDKでは、サブエージェントはメインエージェントと同様にスキルにアクセスして使用できます。これにより、専門的なサブエージェントが移植可能な専門知識を活用するという強力な組み合わせが生まれます。
たとえば、python-developerサブエージェントは、pandas-analysisスキルを使用してチームの規則に従ってデータ変換を実行できます。一方、documentation-writerサブエージェントは、technical-writingスキルを使用してAPIドキュメントのフォーマットを一貫して実行できます。
**開始方法**
--------
スキルを活用した構築の準備はできましたか？ 以下の方法で開始できます。
[**Claude.ai**](https://claude.ai/)
**ユーザー：**
* 設定→機能でスキルを有効にします
* claude.ai/projectsで最初のプロジェクトを作成します
* 次の分析タスクでは、プロジェクトのナレッジとスキルの組み合わせを試してみてください
**API開発者：**
* [ドキュメント](https://docs.anthropic.com/)
内のスキルのエンドポイントを確認します
* [スキルクックブック](https://github.com/anthropics/claude-cookbooks/tree/main/skills)
を確認します
**Claude Codeユーザー：**
* [プラグインマーケットプレイス](https://code.claude.com/docs/en/plugin-marketplaces)
を介してスキルをインストールします
* [スキルクックブック](https://github.com/anthropics/claude-cookbooks/tree/main/skills)
を確認します
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[](https://claude.com/ja-jp/blog/skills-explained#)
関連投稿
Claudeを活用した構築チーム向けの製品ニュースやベストプラクティスに関するその他の情報を提供します。
No items found.
開発を始める
------
料金プランを見る
[料金プランを見る](https://claude.com/ja-jp/pricing)
料金プランを見る
営業担当者に問い合わせる
[営業担当者に問い合わせる](https://claude.com/ja-jp/contact-sales)
営業担当者に問い合わせる
開発者向けニュースレターを入手
製品の最新情報、操作方法、コミュニティスポットライトなどを掲載しています。毎月受信トレイに配信されます。
[購読する](https://claude.com/ja-jp/blog/skills-explained#)
購読する
毎月の開発者向けニュースレターを受け取りたい場合は、メールアドレスを入力してください。購読はいつでも解除できます。
ありがとうございます。購読登録済みです。
申し訳ありません。送信中に問題が発生しました。しばらくしてからもう一度お試しください。
[ホームページ](https://claude.com/ja-jp)
ホームページ
[Next](https://claude.com/ja-jp/blog/skills-explained#)
Next
ありがとうございます。フォームが受理されました。
申し訳ございません。フォームの送信中にエラーが発生しました。
書き込み
[ボタンテキスト](https://claude.com/ja-jp/blog/skills-explained#)
ボタンテキスト
学ぶ
[ボタンテキスト](https://claude.com/ja-jp/blog/skills-explained#)
ボタンテキスト
コード
[ボタンテキスト](https://claude.com/ja-jp/blog/skills-explained#)
ボタンテキスト
書き込み
* オーディエンス向けのユニークな声の開発をサポート
[](https://claude.com/ja-jp/blog/skills-explained#)
こんにちはClaude！オーディエンス向けのユニークな声の開発をサポートしていただけませんか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* ライティングスタイルを改善
[](https://claude.com/ja-jp/blog/skills-explained#)
こんにちはClaude！ライティングスタイルを改善していただけませんか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* クリエイティブなアイデアをブレインストーミング
[](https://claude.com/ja-jp/blog/skills-explained#)
こんにちはClaude！クリエイティブなアイデアをブレインストーミングしていただけませんか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
学ぶ
* 複雑なトピックを簡単に説明
[](https://claude.com/ja-jp/blog/skills-explained#)
こんにちはClaude！複雑なトピックを簡単に説明していただけませんか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* これらのアイデアを理解できるよう手伝う
[](https://claude.com/ja-jp/blog/skills-explained#)
こんにちはClaude！これらのアイデアを理解できるよう手伝っていただけませんか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* 試験あるいは面接を準備する
[](https://claude.com/ja-jp/blog/skills-explained#)
こんにちはClaude！試験あるいは面接の準備をしていただけますか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
コード
* プログラミング概念を説明
[](https://claude.com/ja-jp/blog/skills-explained#)
こんにちはClaude！プログラミング概念を説明していただけますか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* コードを確認してヒントを教える
[](https://claude.com/ja-jp/blog/skills-explained#)
こんにちはClaude！コードを確認してヒントを教えていただけますか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* 一緒にコードを試す
[](https://claude.com/ja-jp/blog/skills-explained#)
こんにちはClaude！一緒にコードを試していただけますか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
詳細
* 導入事例を記述
[](https://claude.com/ja-jp/blog/skills-explained#)
これは別のテストです
* 助成金申請書を書く
[](https://claude.com/ja-jp/blog/skills-explained#)
こんにちはClaude！助成金申請書を書いていただけますか？詳細な情報が必要な場合は、重要な質問を１～２個してください。作業に役立つドキュメントをアップロードする必要があると思われる場合は、教えてください。このタスクをより効果的に遂行するのに役立つ場合は、Googleドライブやウェブ検索など、アクセス可能なツールを利用できます。分析ツールを使用しないでください。返事はフレンドリーで、簡潔で、対話形式のものにしてください。
できるだけ早くタスクを実行してください。アーティファクトがあると助かります。アーティファクトを使用する場合は、この特定のタスクにどのようなアーティファクト（インタラクティブ、ビジュアル、チェックリストなど）が最も役に立つかを検討します。ご協力ありがとうございます。
* 動画スクリプトを記述
[](https://claude.com/ja-jp/blog/skills-explained#)
これはテストです
[Anthropic](https://www.anthropic.com/)
Anthropic
©\[年\] Anthropic PBC
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[Claude](https://claude.com/ja-jp/product/overview)
Claude
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Claude Code
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---
# Skills for organizations, partners, the ecosystem | Claude
[](https://claude.ai/)
Explore here
Skills for organizations, partners, the ecosystem
=================================================
[](https://claude.com/blog/organization-skills-and-directory#)
[](https://claude.com/blog/organization-skills-and-directory#)
* Category
[Product announcements](https://claude.com/blog/category/announcements)
[Enterprise AI](https://claude.com/blog/category/enterprise-ai)
[Agents](https://claude.com/blog/category/agents)
* Product
Claude apps
Claude for Enterprise
* Date
December 18, 2025
* Reading time
5
min
* Share
[Copy link](https://claude.com/blog/organization-skills-and-directory#)
https://claude.com/blog/organization-skills-and-directory
In October, we introduced [skills](https://claude.com/blog/skills)
—a way to teach Claude repeatable workflows tailored to how you work. Today we're making skills easier to deploy, discover, and build: organization-wide management for admins; a directory of partner-built skills from Notion, Canva, Figma, Atlassian, and others; and an open standard so skills work across AI platforms.
**Manage skills across your organization**
------------------------------------------
Claude Team and Enterprise plan admins can now provision skills centrally from admin settings. Admin-provisioned skills are enabled by default for all users. Users can still toggle individual skills off if they choose. This gives organizations consistent, approved workflows across teams while letting individual users customize their experience.
**Discover, create, and edit new skills**
-----------------------------------------
Creating skills is now simpler. Describe what you want and Claude helps build it, or write instructions directly. For complex workflows, upload skill folders or use the skill-creator. Claude can also help you edit existing skills, and new previews show full contents so you can understand exactly what a skill does before enabling it.
**Skills directory**
--------------------
A growing collection of partner-built skills is now available at [claude.com/connectors](https://claude.com/connectors)
.
Admins can provision these partner skills across their organization, giving teams immediate access to workflows for tools they already use without any custom development.
Atlassian’s skills bring our decades of teamwork expertise and best practices to Claude. Now Claude doesn’t just see Jira tickets or Confluence pages, it knows what to do: turning specs into backlogs, generating status reports, surfacing company knowledge, triaging issues, and more.
Josh Devenny, Head of Product, Rovo Skills
With Skills, Claude now understands how to work within Canva - not just connect to it. Anyone can create full multi-platform campaigns, generate on-brand presentations, and translate content, all with a single, simple prompt.
Anwar Haneef, GM & Head of Ecosystem
Skills have made it possible to one-shot deploying AI Agents and MCP servers onto Cloudflare. We're really excited for people to deploy the apps onto Region:Earth from a quick chat.
Kate Reznykova, Engineering Manager, Cloudflare Agents
Figma skills help teams build higher quality, differentiated products with Claude Code. Now, Claude can better understand the context, details, and intent of designs in Figma and translate those designs into code with accuracy and consistency.
Emil Sjölander, Director of Dev Tools
MCP gave us an open foundation for bringing Sentry’s context to developers wherever they work. With skills we can turn that context into focused workflows, and plugins make them easy to ship and keep updated. We’re excited to see how teams use these to build applications and debug issues faster.
Cody De Arkland, Head of Developer Experience
Skills are a powerful way to extend Claude from figuring out a task to actually doing it. Vercel wants to enable everyone to ship sites, apps, and agents. We built the Vercel Deploy Skill alongside the Claude team to allow more people to go from idea to production.
Andrew Qu, Chief of Software
By combining skills with Zapier MCP, organizations get AI that not only knows how work should be done, but actually does it reliably. Skills encode repeatable procedures and best practices; Zapier MCP Tools run them at scale across thousands of apps. The result is faster turnaround, reduced busywork, and repeatable AI-powered processes.
Lisa Chapello, Head of AI Platform
[Prev](https://claude.com/blog/organization-skills-and-directory#)
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eBook
[](https://claude.com/blog/organization-skills-and-directory#)
**An open standard**
--------------------
We're also publishing [Agent Skills](https://agentskills.io/)
as an open standard. Like MCP, we believe skills should be portable across tools and platforms—the same skill should work whether you're using Claude or other AI platforms. We've been collaborating with members of the ecosystem, and we're excited to see early adoption of the standard.
**Getting started**
-------------------
* **Claude Apps:** Browse the [skills directory](https://claude.com/connectors)
and enable in Settings > Capabilities > Skills.
* **Claude Code:** Install from the plugin directory or check skills into your repository.
* **Claude Developer Platform (API):** Use skills via the /v1/skills endpoint. See [documentation](https://platform.claude.com/docs/en/agents-and-tools/agent-skills/overview)
.
Admins can provision skills org-wide through Admin Settings. Skills require [Code Execution and File Creation](https://claude.ai/settings/capabilities)
to be enabled.
FAQ
No items found.
[](https://claude.com/blog/organization-skills-and-directory#)
Related posts
-------------
Explore more product news and best practices for teams building with Claude.
Dec 19, 2025
### Extending Claude’s capabilities with skills and MCP servers
Agents
[Extending Claude’s capabilities with skills and MCP servers](https://claude.com/blog/organization-skills-and-directory#)
Extending Claude’s capabilities with skills and MCP servers
[Extending Claude’s capabilities with skills and MCP servers](https://claude.com/blog/extending-claude-capabilities-with-skills-mcp-servers)
Extending Claude’s capabilities with skills and MCP servers
Oct 16, 2025
### Introducing Agent Skills
Product announcements
[Introducing Agent Skills](https://claude.com/blog/organization-skills-and-directory#)
Introducing Agent Skills
[Introducing Agent Skills](https://claude.com/blog/skills)
Introducing Agent Skills
Aug 25, 2025
### Piloting Claude in Chrome
Product announcements
[Piloting Claude in Chrome](https://claude.com/blog/organization-skills-and-directory#)
Piloting Claude in Chrome
[Piloting Claude in Chrome](https://claude.com/blog/claude-for-chrome)
Piloting Claude in Chrome
Nov 13, 2025
### Skills explained: How Skills compares to prompts, Projects, MCP, and subagents
Agents
[Skills explained: How Skills compares to prompts, Projects, MCP, and subagents](https://claude.com/blog/organization-skills-and-directory#)
Skills explained: How Skills compares to prompts, Projects, MCP, and subagents
[Skills explained: How Skills compares to prompts, Projects, MCP, and subagents](https://claude.com/blog/skills-explained)
Skills explained: How Skills compares to prompts, Projects, MCP, and subagents
Transform how your organization operates with Claude
----------------------------------------------------
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[See pricing](https://claude.com/pricing#api)
See pricing
Contact sales
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Write
[Button Text](https://claude.com/blog/organization-skills-and-directory#)
Button Text
Learn
[Button Text](https://claude.com/blog/organization-skills-and-directory#)
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Code
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Write
* Help me develop a unique voice for an audience
[](https://claude.com/blog/organization-skills-and-directory#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog/organization-skills-and-directory#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog/organization-skills-and-directory#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog/organization-skills-and-directory#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog/organization-skills-and-directory#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog/organization-skills-and-directory#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog/organization-skills-and-directory#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog/organization-skills-and-directory#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog/organization-skills-and-directory#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog/organization-skills-and-directory#)
This is another test
* Write grant proposals
[](https://claude.com/blog/organization-skills-and-directory#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog/organization-skills-and-directory#)
this is a test
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---
# Présentation des Skills d'agent | Claude
[](https://claude.ai/)
Découvrir ici
Présentation des Skills d'agent
===============================
[](https://claude.com/fr-fr/blog/skills#)
[](https://claude.com/fr-fr/blog/skills#)
* Catégorie
[Annonces de produits](https://claude.com/blog/category/announcements)
* Produit
Claude Developer Platform
* Date
October 16, 2025
* Temps de lecture
5
min
* Partager
[Copier le lien](https://claude.com/fr-fr/blog/skills#)
https://claude.com/blog/skills
Claude peut désormais utiliser les _Skills_ pour améliorer la façon d'effectuer des tâches spécifiques. Les Skills sont des dossiers contenant des instructions, des scripts et des ressources que Claude peut charger en cas de besoin.
Claude n'accède à une Skill que si elle est pertinente pour la tâche en cours. Les Skills permettent à Claude d'améliorer les tâches spécialisées, comme travailler avec Excel ou suivre les directives de marque de votre organisation.
Vous avez déjà vu des Skills à l'œuvre dans les applications Claude, où Claude les utilise pour créer des fichiers comme des feuilles de calcul et des présentations. Vous pouvez désormais créer vos propres Skills et les utiliser dans les applications Claude, Claude Code et notre API.
Fonctionnement des Skills
-------------------------
Lorsqu'il travaille sur des tâches, Claude analyse les Skills disponibles pour trouver des correspondances pertinentes. Lorsqu'il en trouve, il ne charge que le minimum d'informations et de fichiers nécessaires, afin de rester rapide tout en accédant à une expertise spécialisée.
Les Skills sont :
* **Composables** : vous pouvez combiner les Skills. Claude identifie automatiquement les Skills nécessaires et coordonne leur utilisation.
* **Portables** : les Skills utilisent partout le même format. Créez-en une, utilisez-la dans les applications Claude, Claude Code et l'API.
* **Efficaces** : Claude ne charge que ce qui est nécessaire, lorsque c'est nécessaire.
* **Puissantes** : les Skills peuvent inclure du code exécutable dans les tâches où la programmation traditionnelle est plus fiable que la génération de jetons.
Considérez les Skills comme des supports d'intégration personnalisés qui vous permettent de regrouper l'expertise, faisant de Claude un spécialiste de ce qui compte le plus pour vous. Pour obtenir une description technique approfondie du modèle de conception, de l'architecture et des meilleures pratiques de développement des Skills d'agents, consultez notre [blog d'ingénierie](https://www.anthropic.com/engineering/equipping-agents-for-the-real-world-with-agent-skills)
.
Les Skills fonctionnent avec tous les produits Claude
-----------------------------------------------------
### **Applications Claude**
Les Skills sont disponibles aux utilisateurs des plans Pro, Max, Team et Enterprise. Nous fournissons des Skills pour les tâches courantes comme la création de documents, des exemples que vous pouvez personnaliser et la possibilité de créer vos propres Skills personnalisées.
Claude invoque automatiquement les Skills pertinentes en fonction de votre tâche, sans sélection manuelle. Vous verrez même les Skills fonctionner dans la chaîne de pensée de Claude.
La création de Skills est simple. La Skill « créateur de Skills » fournit un guide interactif : Claude vous pose des questions sur votre flux de travail, génère la structure de dossiers, formate le fichier Skill.md et regroupe les ressources dont vous avez besoin. Aucune modification manuelle de fichier n'est nécessaire.
Activez les Skills dans [Paramètres](https://claude.ai/redirect/website.v1.51f73c97-b077-44e7-85ba-8b27a025dfdf/settings/features)
. Pour les utilisateurs des plans Team et Enterprise, les administrateurs doivent d'abord activer les Skills dans l'ensemble de l'organisation.
### **Claude Developer Platform (API)**
Les Skills d'agents, que nous appelons souvent simplement « Skills », peuvent désormais être ajoutées aux demandes d'API Messages, et le nouveau point de terminaison `/v1/skills` permet aux développeurs de contrôler de manière programmatique les versions et la gestion des Skills personnalisées. Les Skills nécessitent la version bêta de l'[outil d'exécution de code](https://docs.claude.com/en/docs/agents-and-tools/tool-use/code-execution-tool)
, qui fournit l'environnement sécurisé nécessaire à l'exécution.
Utilisez les Skills créées par Anthropic pour permettre à Claude de lire et de générer des feuilles de calcul Excel professionnelles avec des formules, des présentations PowerPoint, des documents Word et des fichiers PDF à remplir. Les développeurs peuvent créer des Skills personnalisées pour étendre les capacités de Claude à leurs cas d'usage spécifiques.
Les développeurs peuvent également facilement créer, consulter et mettre à niveau des versions de Skills à l'aide de Claude Console.
Explorez la [documentation](https://docs.claude.com/en/docs/agents-and-tools/agent-skills/overview)
, notre [guide de Skills](https://github.com/anthropics/claude-cookbooks/tree/main/skills)
ou [Anthropic Academy](https://www.anthropic.com/learn/build-with-claude)
pour en savoir plus.
### **Claude Code**
Les Skills enrichissent Claude Code avec l'expertise et les flux de travail de votre équipe. Installez des Skills par le biais de plugins provenant de la place de marché des Skills/Anthropic. Claude les charge automatiquement lorsqu'elles sont pertinentes. Partagez vos Skills avec votre équipe grâce au contrôle de version. Vous pouvez également installer manuellement des Skills en les ajoutant dans `~/.claude/skills`. Le SDK Claude Agent fournit la même prise en charge des Skills d'agent pour la création d'agents personnalisés.
Prise en main
-------------
* **Applications Claude :** [Guide de l'utilisateur](https://support.claude.com/en/articles/12580051-teach-claude-your-way-of-working-using-skills)
et [Centre d'aide](https://support.claude.com/en/articles/12512176-what-are-skills)
* **Développeurs d'API :** [documentation](https://docs.claude.com/en/api/skills-guide)
* **Claude Code :** [documentation](https://docs.claude.com/en/docs/claude-code/skills)
* **Exemple de Skills à personnaliser :** [référentiel GitHub](https://github.com/anthropics/skills)
Ensuite
-------
Nous travaillons à simplifier les flux de travail de création de Skills et les capacités de déploiement à l'échelle de l'entreprise, afin de permettre aux organisations de distribuer plus facilement les Skills entre les équipes.
N'oubliez pas que cette fonctionnalité permet à Claude d'exécuter du code. Elle est puissante, mais cela signifie que vous devez être conscient des Skills que vous utilisez : veillez à n'utiliser que des sources fiables pour protéger vos données. [En savoir plus](https://support.claude.com/en/articles/12512180-using-skills-in-claude#h_2746475e70)
.
Skills teaches Claude how to work with Box content. Users can transform stored files into PowerPoint presentations, Excel spreadsheets, and Word documents that follow their organization's standards—saving hours of effort.
Yashodha Bhavnani, Head of AI
With Skills, Claude works seamlessly with Notion - taking users from questions to action faster. Less prompt wrangling on complex tasks, more predictable results.
MJ Felix, Product Manager
Skills streamline our management accounting and finance workflows. Claude processes multiple spreadsheets, catches critical anomalies, and generates reports using our procedures. What once took a day, we can now accomplish in an hour.
Yusuke Kaji, General Manager AI
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Explorez d'autres actualités produits et meilleures pratiques pour les équipes qui créent avec Claude.
Aug 25, 2025
### Phase pilote de Claude for Chrome
Annonces de produits
[Phase pilote de Claude for Chrome](https://claude.com/fr-fr/blog/skills#)
Phase pilote de Claude for Chrome
[Phase pilote de Claude for Chrome](https://claude.com/fr-fr/blog/claude-for-chrome)
Phase pilote de Claude for Chrome
Sep 29, 2025
### Gestion du contexte sur Claude Developer Platform
Annonces de produits
[Gestion du contexte sur Claude Developer Platform](https://claude.com/fr-fr/blog/skills#)
Gestion du contexte sur Claude Developer Platform
[Gestion du contexte sur Claude Developer Platform](https://claude.com/fr-fr/blog/context-management)
Gestion du contexte sur Claude Developer Platform
Oct 20, 2025
### Claude Code sur le Web
Annonces de produits
[Claude Code sur le Web](https://claude.com/fr-fr/blog/skills#)
Claude Code sur le Web
[Claude Code sur le Web](https://claude.com/fr-fr/blog/claude-code-on-the-web)
Claude Code sur le Web
Jul 24, 2025
### Comment les équipes d'Anthropic utilisent Claude Code
IA d'entreprise
[Comment les équipes d'Anthropic utilisent Claude Code](https://claude.com/fr-fr/blog/skills#)
Comment les équipes d'Anthropic utilisent Claude Code
[Comment les équipes d'Anthropic utilisent Claude Code](https://claude.com/fr-fr/blog/how-anthropic-teams-use-claude-code)
Comment les équipes d'Anthropic utilisent Claude Code
Transformez le
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--------------------------------------------------------------------
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Écrire
* Aidez-moi à développer un ton unique pour le public
[](https://claude.com/fr-fr/blog/skills#)
Bonjour Claude ! Pourriez-vous m'aider à développer un ton unique pour le public ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Améliorez mon style
[](https://claude.com/fr-fr/blog/skills#)
Bonjour Claude ! Pourriez-vous améliorer mon style ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Réfléchissez à des idées créatives
[](https://claude.com/fr-fr/blog/skills#)
Bonjour Claude ! Pourriez-vous trouver des idées créatives ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
Apprendre
* Expliquez un sujet complexe en termes simples
[](https://claude.com/fr-fr/blog/skills#)
Bonjour Claude ! Pourriez-vous expliquer un sujet complexe en termes simples ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Aidez-moi à comprendre ces idées
[](https://claude.com/fr-fr/blog/skills#)
Bonjour Claude ! Pourriez-vous m'aider à comprendre ces idées ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Préparez un examen ou un entretien
[](https://claude.com/fr-fr/blog/skills#)
Bonjour Claude ! Pourriez-vous vous m'aider à préparer un examen ou un entretien ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
Coder
* Expliquez un concept de programmation
[](https://claude.com/fr-fr/blog/skills#)
Bonjour Claude ! Pourriez-vous expliquer un concept de programmation ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Examinez mon code et donnez-moi des conseils
[](https://claude.com/fr-fr/blog/skills#)
Bonjour Claude ! Pourriez-vous examiner mon code et me donner des conseils ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Analysez le code tacite
[](https://claude.com/fr-fr/blog/skills#)
Bonjour Claude ! Pourriez-vous m'aider à analyser le code tacite ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
Plus
* Rédigez des études de cas
[](https://claude.com/fr-fr/blog/skills#)
Ceci est un autre test
* Rédigez des propositions de subvention
[](https://claude.com/fr-fr/blog/skills#)
Bonjour Claude ! Pourriez-vous rédiger des propositions de subvention ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès, comme Google Drive, la recherche Web, etc., s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible. Un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Rédigez des scripts vidéo
[](https://claude.com/fr-fr/blog/skills#)
ceci est un test
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---
# How to scale agentic coding across your engineering organization | Claude
[](https://claude.ai/)
Explore here
Introducing Claude Code
See Claude Code in action—from concept to commit in one seamless workflow.
Read more
[Read more](https://claude.com/product/claude-code)
Read more
Introducing Claude Code
[Next](https://claude.com/blog/scaling-agentic-coding#)
Next
See Claude Code in action—from concept to commit in one seamless workflow.
Read more
[Read more](https://claude.com/product/claude-code)
Read more
[Next](https://claude.com/blog/scaling-agentic-coding#)
Next
Introducing Claude Code
See Claude Code in action—from concept to commit in one seamless workflow.
Read more
[Read more](https://claude.com/product/claude-code)
Read more
How to scale agentic coding across your engineering organization
================================================================
As Agentic coding tools mature, technical leaders are wrestling with a practical challenge: moving beyond isolated experiments to organization-wide adoption.
Try Claude Code
[Try Claude Code](https://claude.com/products/claude-code)
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[](https://claude.com/blog/scaling-agentic-coding#)
* Category
[Coding](https://claude.com/blog/category/coding)
* Product
Claude Code
* Date
October 15, 2025
* Reading time
5
min
* Share
[Copy link](https://claude.com/blog/scaling-agentic-coding#)
https://claude.com/blog/scaling-agentic-coding
The difference between successful and struggling implementations often comes down to execution. Teams that deploy agentic coding thoughtfully see meaningful improvements in development velocity and engineer satisfaction. Those that rush deployment without proper planning encounter resistance, inconsistent results, and difficulty demonstrating value.
Working with engineering teams across different industries has surfaced common patterns. Successful adoption depends less on the specific tool and more on how you approach workflow changes, skill development, team dynamics, and success measurement.
Let’s dive in.
Understanding agentic coding capabilities
-----------------------------------------
Agentic coding tools differ from basic code completion by understanding broader context and handling multi-step tasks. They can plan approaches and work through implementation details with less hand-holding than earlier AI coding assistants.
Common applications include:
**Legacy system modernization**: Development teams use these tools to help migrate older codebases to current platforms. Projects that might have taken years can move faster, though they still require careful oversight and testing to preserve business logic correctly.
**Faster onboarding**: New engineers can query codebases directly to understand architecture, dependencies, and implementation patterns. This complements traditional documentation and reduces the time before new hires contribute meaningfully.
**Incident response assistance**: SRE and DevOps teams build agents that help diagnose and address common operational issues. While human oversight remains important for complex problems, routine incidents can often be handled with less manual intervention.
**Broader technical participation**: Product managers can explore codebase constraints when writing requirements, and designers can create working prototypes from mockups. This doesn't replace engineering work but enables more informed collaboration across functions.
These represent starting points rather than exhaustive possibilities for agentic coding applications.
Planning your expansion approach
--------------------------------
Effective rollouts balance speed with learning. Rather than deploying to everyone at once or creating lengthy pilot phases, successful organizations build expertise incrementally while maintaining momentum.
### Start with super users
Begin with a pilot group of 20-50 developers who already use AI-assisted tools. This group serves multiple purposes: validating the technology against your codebase, identifying useful workflows, and developing the internal expertise that will help broader adoption.
Give your pilot group time to experiment with common use cases. Direct experience helps identify which customizations provide value and how well the tool integrates with your existing systems. Have them document patterns they discover—both what works and what doesn't.
Practical pilot activities include:
* Creating custom slash commands for common tasks like database migrations or feature scaffolding
* Building CLAUDE.md files that capture coding standards and project-specific context
* Identifying repetitive workflows worth automating (boilerplate generation, test creation, dependency updates)
* Setting up a dedicated channel for troubleshooting and knowledge sharing
* Developing wrapper scripts for third-party tool authentication
The pilot phase should surface both opportunities and challenges before you expand access more broadly.
### Launch with a hackathon
Rather than a phased rollout where teams wait for access, consider uniting your organization with a kickoff event. Your pilot users can share techniques and prompts they've developed while everyone experiments together.
This format helps demonstrate capabilities in a low-stakes environment. Engineers who are skeptical about AI assistance often change their perspective after hands-on experience. The collaborative atmosphere also surfaces creative applications your pilot group may not have considered.
Keep the event accessible and energizing—food helps with both attendance and morale.
### Scale through internal expertise
As more people use the tools, your pilot group transitions to an advisory role. They can run workshops, create educational content, and serve as resources when others encounter challenges.
This approach tends to work better than external training programs because internal champions understand your specific environment and can provide relevant examples from actual projects. They speak your organization's language and know your particular pain points.
Using CLAUDE.md files effectively
---------------------------------
CLAUDE.md files document repository conventions, environment setup, and project-specific behaviors. Their value grows when shared systematically across teams.
**Create project-level files**: Check a CLAUDE.md file into your repository root. This ensures everyone working on the project inherits the same configuration and context automatically.
**Treat like documentation**: Update CLAUDE.md files when architectural decisions change or new patterns emerge. Include these updates in pull requests alongside code changes.
**Include in onboarding**: Make reviewing the project's CLAUDE.md file part of your developer onboarding checklist. New team members should understand both the codebase and how to use Claude Code within that context.
**Consider branch variations**: For projects with significantly different patterns across branches, maintain branch-specific CLAUDE.md content that reflects each context.
A typical project-level file might cover development environment requirements, testing and code standards, key architectural patterns, and current focus areas. This creates living documentation that keeps Claude Code aligned with your evolving practices.
Measuring impact
----------------
Pilots need clear success criteria. "How do we measure ROI?" remains a central question for driving adoption beyond early enthusiasts.
Beyond lines of code written—which captures activity but not necessarily value—teams track multiple indicators:
**Sprint throughput**: Teams with established DevOps practices can correlate adoption timing with changes in feature delivery speed.
**Task completion time**: Measure how long standard tasks take before and after implementation. This granular view shows where agentic coding provides the most value.
**Migration velocity**: Track time required to modernize legacy systems. Faster migrations free engineering resources for other priorities.
**Developer satisfaction**: Survey engineers about time spent on repetitive versus creative work. Job satisfaction matters for retention and productivity.
**Onboarding duration**: Measure how quickly new hires reach meaningful productivity. Shorter ramps reduce training costs and improve team capacity sooner.
**Cross-functional efficiency**: Track how often other teams need dedicated engineering support for prototyping and testing. Reduced dependencies can indicate broader technical capability.
Claude Code includes Activity Metrics that track lines of code accepted, suggestion acceptance rates, daily active users and sessions, organization-wide and per-user spending, and individual developer metrics.
Sometimes the most persuasive measure is the simplest: concrete examples of tasks that now take a fraction of the previous time. When you can point to specific, meaningful efficiency gains, the value becomes self-evident.
Common adoption challenges
--------------------------
Several predictable issues emerge during agentic coding rollouts. Addressing them proactively improves outcomes:
### Scope tasks appropriately
New users sometimes give agentic tools overly broad tasks without sufficient context, leading to frustrating results. Test-driven development provides helpful structure and clear success criteria.
Start by writing tests that define what success looks like: required functionality, edge cases, error handling. Then implement features incrementally—just enough code to make one test pass at a time. For authentication, you might begin with basic login validation, then add password hashing, then session management.
Run tests after each step and review the changes before proceeding. Claude Code can help analyze test results, but wait until current functionality works before expanding scope.
Add new requirements gradually by writing tests first, then implementing to pass them. This prevents scope creep and maintains quality.
Use focused commands like "write tests for user registration" followed by "implement the registration logic to pass these tests" rather than requesting everything at once.
### Provide adequate context
Vague descriptions like "this isn't working" or "the button is too big" don't give the AI enough information to help effectively. Be specific:
Share complete error information—full error messages, stack traces, and the specific action that triggered the issue. Copy terminal output or browser console errors directly into your session.
Document your environment by including operating system, language versions, framework details, and relevant dependencies. The AI needs this context to provide accurate solutions.
For UI issues, take screenshots and describe precisely what's wrong: "the login button extends 20 pixels beyond the container border on mobile screens" rather than "the button looks weird."
Specify expected versus actual behavior clearly: "Expected: API returns 200 status with user data. Actual: Returns 401 with 'invalid token' message."
Include relevant file contents—the specific code, configuration, or data related to your issue.
No items found.
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eBook
[](https://claude.com/blog/scaling-agentic-coding#)
### Develop effective prompting habits
Communicating clearly with AI tools takes practice. Many developers expect immediate mind-reading and get frustrated when results miss the mark.
Consider if a colleague would understand your request. If not, anticipate what questions they'd have and provide that information upfront.
Structure requests with high-level goals first, then add implementation details. "Build a REST API for user management" followed by specific endpoints and requirements works better than mixing everything together.
Use specific technical language instead of vague terms. "Optimize the database query to reduce response time from 2 seconds to under 500ms" beats "make it faster."
Show what success looks like with concrete examples. "Follow this existing API pattern \[paste code\]" or "Use this coding style \[share guide\]" provides clearer direction than abstract requirements.
Break complex work into sequential prompts: "Create the database schema," then "implement product catalog API," then "add shopping cart functionality." Each command should focus on one clear objective.
Start simple and refine iteratively. "Create a basic user login form" followed by "add input validation" then "implement password strength requirements" tends to work better than specifying everything at once.
Give specific feedback on output. "The error handling is too generic—add specific validation for email format and password length" guides improvement better than "fix the validation."
Reference previous work explicitly when building on earlier steps: "Using the authentication middleware from earlier, now add role-based permissions."
Moving forward
--------------
Agentic coding shifts software development from writing every line to guiding implementation. Organizations that see good results focus on building foundations rather than rushing deployment.
Start with a focused pilot group. Develop internal expertise. Build the infrastructure that supports success. Then expand deliberately through events like hackathons and internal champions.
The path from pilot to production requires patience and systematic planning. Organizations that invest in this foundation tend to see meaningful returns: faster development, higher engineer satisfaction, and capacity to tackle previously difficult projects.
FAQ
### How do I use Claude Code?
To start using Claude Code, you need to set up an API key and follow the documentation provided. This will guide you through the process of making requests and handling responses effectively.
### What is Claude?
Claude offers a range of features including natural language understanding, context awareness, and the ability to generate coherent and contextually relevant text. It can be used for various applications such as chatbots, content creation, and more.
### How long can agentic coding tools work autonomously?
Agentic coding tools like Claude Code can work for extended periods maintaining context and building on previous work. Rakuten's seven-hour autonomous refactoring session demonstrates sustained technical work without human intervention. The duration depends on your task complexity and project requirements.
### Do I need to change my development workflow to use agentic coding?
[Claude Code](https://claude.com/product/claude-code)
integrates with your existing development workflows through terminal integration. You can incorporate it into your current practices gradually, starting with specific tasks like testing or documentation before expanding to complete feature development.
Scale agentic coding across your engineering organization today.
Try Claude
[Try Claude](https://claude.ai/)
Try Claude
Related posts
-------------
Explore more product news and best practices for teams building with Claude.
Dec 11, 2025
### Claude Code power user customization: How to configure hooks
Coding
[Claude Code power user customization: How to configure hooks](https://claude.com/blog/scaling-agentic-coding#)
Claude Code power user customization: How to configure hooks
[Claude Code power user customization: How to configure hooks](https://claude.com/blog/how-to-configure-hooks)
Claude Code power user customization: How to configure hooks
Nov 12, 2025
### Improving frontend design through Skills
Coding
[Improving frontend design through Skills](https://claude.com/blog/scaling-agentic-coding#)
Improving frontend design through Skills
[Improving frontend design through Skills](https://claude.com/blog/improving-frontend-design-through-skills)
Improving frontend design through Skills
Oct 8, 2025
### Beyond permission prompts: making Claude Code more secure and autonomous
Coding
[Beyond permission prompts: making Claude Code more secure and autonomous](https://claude.com/blog/scaling-agentic-coding#)
Beyond permission prompts: making Claude Code more secure and autonomous
[Beyond permission prompts: making Claude Code more secure and autonomous](https://claude.com/blog/beyond-permission-prompts-making-claude-code-more-secure-and-autonomous)
Beyond permission prompts: making Claude Code more secure and autonomous
Dec 2, 2025
### Building Skills for Claude Code: Automating your procedural knowledge
Coding
[Building Skills for Claude Code: Automating your procedural knowledge](https://claude.com/blog/scaling-agentic-coding#)
Building Skills for Claude Code: Automating your procedural knowledge
[Building Skills for Claude Code: Automating your procedural knowledge](https://claude.com/blog/building-skills-for-claude-code)
Building Skills for Claude Code: Automating your procedural knowledge
Transform how your organization operates with Claude
----------------------------------------------------
See pricing
[See pricing](https://claude.com/pricing#api)
See pricing
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Write
* Help me develop a unique voice for an audience
[](https://claude.com/blog/scaling-agentic-coding#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog/scaling-agentic-coding#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog/scaling-agentic-coding#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog/scaling-agentic-coding#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog/scaling-agentic-coding#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog/scaling-agentic-coding#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog/scaling-agentic-coding#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog/scaling-agentic-coding#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog/scaling-agentic-coding#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog/scaling-agentic-coding#)
This is another test
* Write grant proposals
[](https://claude.com/blog/scaling-agentic-coding#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog/scaling-agentic-coding#)
this is a test
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---
# Skills explained: How Skills compares to prompts, Projects, MCP, and subagents | Claude
[](https://claude.ai/)
Explore here
Skills explained: How Skills compares to prompts, Projects, MCP, and subagents
==============================================================================
Skills are an increasingly powerful tool for creating custom AI workflows and agents, but where do they fit in the Claude stack? We explain what tool to use when - and how they all work together.
[](https://claude.com/blog/skills-explained#)
[](https://claude.com/blog/skills-explained#)
* Category
[Agents](https://claude.com/blog/category/agents)
* Product
Claude apps
Claude Developer Platform
* Date
November 13, 2025
* Reading time
5
min
* Share
[Copy link](https://claude.com/blog/skills-explained#)
https://claude.com/blog/skills-explained
Since introducing [Skills](https://www.anthropic.com/news/skills)
, there's been interest in understanding how the various components of Claude's agentic ecosystem work together.
Whether you're building sophisticated workflows in [Claude Code](https://www.claude.com/product/claude-code)
, creating enterprise solutions with the API, or maximizing your productivity on [Claude.ai](http://claude.ai/)
, knowing which tool to reach for—and when—can transform how you work with Claude.
This guide breaks down each building block, explains when to use what, and shows you how to combine them for powerful agentic workflows.
**Understanding your agentic building blocks**
----------------------------------------------
### **What are Skills?**
Skills are folders containing instructions, scripts, and resources that Claude discovers and loads dynamically when relevant to a task. Think of them as specialized training manuals that give Claude expertise in specific domains—from working with Excel spreadsheets to following your organization's brand guidelines.
**How Skills work:** When Claude encounters a task, it scans available Skills to find relevant matches. Skills use progressive disclosure: metadata loads first (~100 tokens), providing just enough information for Claude to know when a Skill is relevant. Full instructions load when needed (<5k tokens), and bundled files or scripts load only as required.
**When to use Skills:** Choose Skills when you need Claude to perform specialized tasks consistently and efficiently. They're ideal for:
* **Organizational workflows**: Brand guidelines, compliance procedures, document templates
* **Domain expertise:** Excel formulas, PDF manipulation, data analysis
* **Personal preferences:** Note-taking systems, coding patterns, research methods
**Example:** Create [a brand guidelines Skill](https://github.com/anthropics/skills/tree/main/skills/brand-guidelines)
that includes your company's color palette, typography rules, and layout specifications. When Claude creates presentations or documents, it automatically applies these standards without you needing to explain them each time.
[Learn more](https://support.claude.com/en/articles/12512176-what-are-skills)
about Skills and check out [our growing Skills library](https://github.com/anthropics/skills)
.
### **What are prompts?**
[Prompts](https://docs.claude.com/en/prompt-library/library)
are the instructions you provide to Claude in natural language during a conversation. They're ephemeral, conversational, and reactive—you provide context and direction in the moment.
**When to use prompts:** Use prompts for:
* One-off requests: "Summarize this article"
* Conversational refinement: "Make that tone more professional"
* Immediate context: "Analyze this data and identify trends"
* Ad-hoc instructions: "Format this as a bulleted list"
**Example:**
_Please conduct a comprehensive security review of this code. I'm looking for:_
_1\. Common vulnerabilities including:_
* _Injection flaws (SQL, command, XSS, etc.)_
* _Authentication and authorization issues_
* _Sensitive data exposure_
* _Security misconfigurations_
* _Broken access control_
* _Cryptographic failures_
* _Input validation problems_
* _Error handling and logging issues_
_2\. For each issue you find, please provide:_
* _Severity level (Critical/High/Medium/Low)_
* _Location in the code (line numbers or function names)_
* _Explanation of why it's a security risk and how it could be exploited_
* _Specific fix recommendation with code examples where possible_
* _Best practice guidance to prevent similar issues_
_3\. Code context: \[Describe what the code does, the language/framework, and the environment it runs in - e.g., "This is a Node.js REST API that handles user authentication and processes payment data"\]_
_4\. Additional considerations:_
* _Are there any OWASP Top 10 vulnerabilities present?_
* _Does the code follow security best practices for \[specific framework/language\]?_
* _Are there any dependencies with known vulnerabilities?_
_Please prioritize findings by severity and potential impact._
**Pro-tip:** Prompts are your primary way of interacting with Claude, but they don't persist across conversations. For repeated workflows or specialized knowledge, consider capturing prompts as Skills or project instructions.
**When to use a Skill instead:** If you find yourself typing the same prompt repeatedly across multiple conversations, it's time to create a Skill. Transform recurring instructions like "review this code for security vulnerabilities using OWASP standards" or "format this analysis with executive summary, key findings, and recommendations" into Skills. This saves you from re-explaining procedures each time and ensures consistent execution.
Check out our [prompt library](https://docs.claude.com/en/prompt-library/library)
, [prompting best practices](http://claude.com/blog/prompt-engineering-best-practices)
, or [our smart prompt maker](https://claude.ai/public/artifacts/3796db7e-4ef1-4cab-b70c-d045778f23ec)
to get started.
### **What are Projects?**
Available on all paid Claude plans, [Projects](https://support.claude.com/en/articles/9517075-what-are-projects)
are self-contained workspaces with their own chat histories and knowledge bases. Each project includes a 200K context window where you can upload documents, provide context, and set custom instructions that apply to all conversations within that project.
**How Projects work:** Everything you upload to a project's knowledge base becomes available across all chats within that project. Claude automatically uses this context to provide more informed, relevant responses. When your project knowledge approaches context limits, Claude seamlessly enables Retrieval Augmented Generation (RAG) mode to expand capacity by up to 10x.
**When to use Projects:** Choose Projects when you need:
* **Persistent context:** Background knowledge that should inform every conversation
* **Workspace organization:** Separate contexts for different initiatives
* **Team collaboration:** Shared knowledge and conversation history (on Team and Enterprise plans)
* **Custom instructions:** Project-specific tone, perspective, or approach
**Example:** Create a "Q4 Product Launch" project containing market research, competitor analysis, and product specifications. Every chat in this project has access to this knowledge without you needing to re-upload or re-explain the context.
**When to use a Skill instead:** Projects give Claude persistent context for a specific body of work—your company's codebase, a research initiative, an ongoing client engagement. Skills teach Claude how to do something. A Project might contain all the background on your product launch, while a skill could teach Claude your team's writing standards or code review process. If you find yourself copying the same instructions across multiple Projects, that's a signal to create a skill instead.
[Learn](https://support.claude.com/en/articles/9517075-what-are-projects)
more about Projects.
### **What are subagents?**
[Subagents](https://docs.claude.com/en/docs/claude-code/sub-agents)
are specialized AI assistants with their own context windows, custom system prompts, and specific tool permissions. Available in Claude Code and the Claude Agent SDK, subagents handle discrete tasks independently and return results to the main agent.
**How subagents work:** Each subagent operates with its own configuration—you define what it does, how it approaches problems, and which tools it can access. Claude automatically delegates tasks to appropriate subagents based on their descriptions, or you can explicitly request a specific subagent.
**When to use subagents:** Use subagents for:
* **Task specialization:** Code review, test generation, security audits
* **Context management:** Keep the main conversation focused while offloading specialized work
* **Parallel processing:** Multiple subagents can work on different aspects simultaneously
* **Tool restriction:** Limit specific subagents to safe operations (e.g., read-only access)
**Example:**
Create a code-reviewer subagent with access to Read, Grep, and Glob tools but not Write or Edit. When you modify code, Claude automatically delegates to this subagent for quality and security review without risking unintended code changes.
**When to use a Skill instead:** If multiple agents or conversations need the same expertise—like security review procedures or data analysis methods—create a Skill rather than building that knowledge into individual subagents. Skills are portable and reusable, while subagents are purpose-built for specific workflows. Use Skills to teach expertise that any agent can apply; use subagents when you need independent task execution with specific tool permissions and context isolation.
[Learn more](https://code.claude.com/docs/en/sub-agents)
about subagents.
### **What is MCP?**
MCP creates a universal connection layer between AI applications and your existing tools and data sources.
The Model Context Protocol (MCP) is an open standard for connecting AI assistants to external systems where data lives—content repositories, business tools, databases, and development environments.
**How MCP works:** MCP provides a standardized way to connect Claude to your tools and data sources. Instead of building custom integrations for each data source, you build against a single protocol. MCP servers expose data and capabilities; MCP clients (like Claude) connect to these servers.
**When to use MCP:** Choose MCP when you need Claude to:
* Access external data: Google Drive, Slack, GitHub, databases
* Use business tools: CRM systems, project management platforms
* Connect to development environments: Local files, IDEs, version control
* Integrate with custom systems: Your proprietary tools and data sources
**Example:** Connect Claude to your company's Google Drive via MCP. Now Claude can search documents, read files, and reference internal knowledge without manual uploads—the connection persists and updates automatically.
**When to use a Skill instead:** MCP connects Claude to data; Skills teach Claude what to do with that data. If you're explaining _how_ to use a tool or follow procedures—like "when querying our database, always filter by date range first" or "format Excel reports with these specific formulas"—that's a Skill. If you need Claude to _access_ the database or Excel files in the first place, that's MCP. Use both together: MCP for connectivity, Skills for procedural knowledge.
[Learn more](https://www.anthropic.com/news/model-context-protocol)
about MCP and check out [documentation](https://modelcontextprotocol.io/docs/develop/build-server)
on how to build an MCP server.
**How they work together**
--------------------------
The real power emerges when you combine these building blocks. Each serves a distinct purpose, and together they create sophisticated agentic workflows.
### **Comparison: choosing the right tool**
| Feature | Skills | Prompts | Projects | Subagents | MCP |
| --- | --- | --- | --- | --- | --- |
| **What it provides** | Procedural knowledge | Moment-to-moment instructions | Background knowledge | Task delegation | Tool connectivity |
| **Persistence** | Across conversations | Single conversation | Within project | Across sessions | Continuous connection |
| **Contains** | Instructions + code + assets | Natural language | Documents + context | Full agent logic | Tool definitions |
| **When it loads** | Dynamically, as needed | Each turn | Always in project | When invoked | Always available |
| **Can include code** | Yes | No | No | Yes | Yes |
| **Best for** | Specialized expertise | Quick requests | Centralized context | Specialized tasks | Data access |
### **Example agentic workflow: research agent**
Let's build a comprehensive research agent that combines multiple building blocks. This example shows how to assemble and activate an agent for competitive analysis.
**Step 1: Set up your Project**
Create a "Competitive Intelligence" project and upload:
* Industry reports and market analyses
* Competitor product documentation
* Customer feedback from your CRM
* Previous research summaries
Add project instructions:
_Analyze competitors through the lens of our product strategy. Focus on differentiation opportunities and emerging market trends. Present findings with specific evidence and actionable recommendations._
**Step 2: Connect data sources via MCP**
Enable MCP servers for:
* Google Drive (to access shared research documents)
* GitHub (to review competitor open-source repositories)
* Web search (for real-time market information)
**Step 3: Create specialized Skills**
Create a "competitive-analysis" skill:
# My Company GDrive Navigation Skill
## Overview
Optimized search and retrieval strategy for Meridian Tech's Google Drive structure. Use this skill to efficiently locate internal documents, research, and strategic materials.
## Drive Organization
**Top-level structure:**
- `/Strategy & Planning/` - OKRs, quarterly plans, board decks
- `/Product/` - PRDs, roadmaps, technical specs
- `/Research/` - Market research, competitive intel, user studies
- `/Sales & Marketing/` - Case studies, pitch decks, campaign materials
- `/Customer Success/` - Implementation guides, success metrics
- `/Company Ops/` - Policies, org charts, team directories
**Naming conventions:**
- Format: `YYYY-MM-DD_DocumentName_vX`
- Final versions marked with `_FINAL`
- Drafts include `_DRAFT` or `_WIP`
## Search Best Practices
1. **Start broad, then filter** - Use folder context + keywords
2. **Target document owners** - Sales materials from Sales/, not root
3. **Check recency** - Prioritize documents from last 6 months for current strategy
4. **Look for "source of truth"** - Files with `_FINAL`, `_APPROVED`, or in `/Archives/Official/`
## Research Agent Workflow
1. Identify topic category (product, market, customer)
2. Search relevant folder with targeted keywords
3. Retrieve 3-5 most recent/relevant documents
4. Cross-reference with `/Strategy & Planning/` for context
5. Cite sources with file names and dates
**Step 4: Configure subagents (Claude Code/SDK only)**
Create specialized subagents:
`market-researcher` subagent:
name: market-researcher
description: Research market trends, industry reports, and competitive landscape data. Use proactively for competitive analysis.
tools: Read, Grep, Web-search
---
You are a market research analyst specializing in competitive intelligence.
When researching:
1. Identify authoritative sources (Gartner, Forrester, industry reports)
2. Gather quantitative data (market share, growth rates, funding)
3. Analyze qualitative insights (analyst opinions, customer reviews)
4. Synthesize trends and patterns
Present findings with citations and confidence levels.
`technical-analyst` subagent:
name: technical-analyst
description: Analyze technical architecture, implementation approaches, and engineering decisions. Use for technical competitive analysis.
tools: Read, Bash, Grep
---
You are a technical architect analyzing competitor technology choices.
When analyzing:
1. Review public repositories and technical documentation
2. Assess architecture patterns and technology stack
3. Evaluate scalability and performance approaches
4. Identify technical strengths and limitations
Focus on actionable technical insights that inform our product decisions.
**Step 5: Activate your research agent**
Now when you ask Claude: "Analyze how our top three competitors are positioning their new AI features and identify gaps we can exploit"
Here's what happens:
1. **Project context loads**: Claude accesses your uploaded research documents and follows project instructions
2. **MCP connections activate**: Claude searches your Google Drive for recent competitor briefs and pulls GitHub data
3. **Skills engage**: The competitive-analysis Skill provides the analytical framework
4. **Subagents execute** (in Claude Code): The market-researcher gathers industry data while the technical-analyst reviews technical implementations
5. **Prompts refine**: You provide conversational guidance: "Focus especially on enterprise customers in healthcare"
**The result:** A comprehensive competitive analysis that draws from multiple data sources, follows your analytical framework, leverages specialized expertise, and maintains context throughout your research project.
**Common questions**
--------------------
#### **How do Skills work?**
Skills use [progressive disclosure](https://www.anthropic.com/engineering/equipping-agents-for-the-real-world-with-agent-skills)
to keep Claude efficient. When working on tasks, Claude first scans Skill metadata (descriptions and summaries) to identify relevant matches. If a Skill matches, Claude loads the full instructions. Finally, if the Skill includes executable code or reference files, those load only when needed.
This architecture means you can have many Skills available without overwhelming Claude's context window. Claude accesses exactly what it needs, when it needs it.
#### **Skills vs. subagents: when to use what**
**Use Skills when:** You want capabilities that any Claude instance can load and use. Skills are like training materials—they make Claude better at specific tasks across all conversations.
**Use subagents when:** You need complete, self-contained agents designed for specific purposes that handle workflows independently. Subagents are like specialized employees with their own context and tool permissions.
**Use them together when:** You want subagents with specialized expertise. For example, a code-review subagent can use Skills for language-specific best practices, combining the independence of a subagent with the portable expertise of Skills.
#### **Skills vs. prompts: when to use what**
**Use prompts when:** You're giving one-time instructions, providing immediate context, or having a conversational back-and-forth. Prompts are reactive and ephemeral.
**Use Skills when:** You have procedures or expertise that you'll need repeatedly. Skills are proactive—Claude knows when to apply them—and persistent across conversations.
**Use them together:** Prompts and Skills complement each other naturally. Use Skills to provide foundational expertise, then use prompts to provide specific context and refinement for each task.
#### **Skills vs. Projects: when to use what**
**Use Projects when:** You need background knowledge and context that should inform all conversations about a specific initiative. Projects provide static reference material that's always loaded.
**Use Skills when:** You need procedural knowledge and executable code that activates only when relevant. Skills provide dynamic expertise that loads on-demand, saving your context window.
**Use them together when:** You want both persistent context and specialized capabilities. For example, a "Product Development" project containing product specs and user research, combined with Skills for creating technical documentation and analyzing user feedback data.
**Key difference:** Projects say "here's what you need to know." Skills say "here's how to do things." Projects provide a knowledge base you work within. Skills provide capabilities that work everywhere—any conversation, any project.
#### **Can subagents use Skills?**
Yes. In Claude Code and the Agent SDK, subagents can access and use Skills just like the main agent. This creates powerful combinations where specialized subagents leverage portable expertise.
For example, your python-developer subagent can use the pandas-analysis Skill to perform data transformations following your team's conventions, while your documentation-writer subagent uses the technical-writing skill to format API documentation consistently.
**Getting started**
-------------------
Ready to build with Skills? Here's how to start:
[**Claude.ai**](https://claude.ai/)
**users:**
* Enable Skills in Settings → Features
* Create your first project at claude.ai/projects
* Try combining project knowledge with Skills for your next analysis task
**API developers:**
* Explore the Skills endpoint in [documentation](https://docs.anthropic.com/)
* Check out our [skills cookbook](https://github.com/anthropics/skills/tree/main/skills)
**Claude Code users:**
* Install Skills via [plugin marketplaces](https://code.claude.com/docs/en/plugin-marketplaces)
* Check out our [skills cookbook](https://github.com/anthropics/skills/tree/main/skills)
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Related posts
-------------
Explore more product news and best practices for teams building with Claude.
Dec 19, 2025
### Extending Claude’s capabilities with skills and MCP servers
Agents
[Extending Claude’s capabilities with skills and MCP servers](https://claude.com/blog/skills-explained#)
Extending Claude’s capabilities with skills and MCP servers
[Extending Claude’s capabilities with skills and MCP servers](https://claude.com/blog/extending-claude-capabilities-with-skills-mcp-servers)
Extending Claude’s capabilities with skills and MCP servers
Dec 18, 2025
### Skills for organizations, partners, the ecosystem
Product announcements
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/skills-explained#)
Skills for organizations, partners, the ecosystem
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/organization-skills-and-directory)
Skills for organizations, partners, the ecosystem
Oct 31, 2025
### What is Model Context Protocol? Connect AI to your world
Agents
[What is Model Context Protocol? Connect AI to your world](https://claude.com/blog/skills-explained#)
What is Model Context Protocol? Connect AI to your world
[What is Model Context Protocol? Connect AI to your world](https://claude.com/blog/what-is-model-context-protocol)
What is Model Context Protocol? Connect AI to your world
Nov 19, 2025
### How to create Skills: Key steps, limitations, and examples
Coding
[How to create Skills: Key steps, limitations, and examples](https://claude.com/blog/skills-explained#)
How to create Skills: Key steps, limitations, and examples
[How to create Skills: Key steps, limitations, and examples](https://claude.com/blog/how-to-create-skills-key-steps-limitations-and-examples)
How to create Skills: Key steps, limitations, and examples
Transform how your organization operates with Claude
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Write
[Button Text](https://claude.com/blog/skills-explained#)
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Learn
[Button Text](https://claude.com/blog/skills-explained#)
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Code
[Button Text](https://claude.com/blog/skills-explained#)
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Write
* Help me develop a unique voice for an audience
[](https://claude.com/blog/skills-explained#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog/skills-explained#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog/skills-explained#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog/skills-explained#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog/skills-explained#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog/skills-explained#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog/skills-explained#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog/skills-explained#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog/skills-explained#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog/skills-explained#)
This is another test
* Write grant proposals
[](https://claude.com/blog/skills-explained#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog/skills-explained#)
this is a test
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# Skills erklärt: Vergleich von Skills mit Prompts, Projekten, MCP und Subagenten | Claude
[](https://claude.ai/)
Mehr erfahren
Skills erklärt: Vergleich von Skills mit Prompts, Projekten, MCP und Subagenten
===============================================================================
Skills sind ein immer leistungsfähigeres Tool zur Erstellung benutzerdefinierter KI-Workflows und Agenten, aber wo passen sie in den Claude-Stack? Wir erklären, welches Tool wann verwendet werden soll – und wie sie alle zusammenarbeiten.
[](https://claude.com/de-de/blog/skills-explained#)
[](https://claude.com/de-de/blog/skills-explained#)
* Kategorie
[Agenten](https://claude.com/blog/category/agents)
* Produkt
Claude Apps
Claude Developer Platform
* Datum
November 13, 2025
* Lesezeit
5
Min.
* Teilen
[Link kopieren](https://claude.com/de-de/blog/skills-explained#)
https://claude.com/blog/skills-explained
Seit der Einführung von [Skills](https://www.anthropic.com/news/skills)
ist das Interesse daran gewachsen, wie die verschiedenen Komponenten des agentischen Ökosystems von Claude zusammenarbeiten.
Egal ob Sie anspruchsvolle Workflows in [Claude Code](https://www.claude.com/product/claude-code)
entwickeln, Unternehmenslösungen mit der API erstellen oder Ihre Produktivität mit [Claude.ai](http://claude.ai/)
maximieren möchten – wenn Sie wissen, welches Tool Sie wann nutzen möchten, können Sie Ihre Arbeitsweise mit Claude verändern.
In diesem Leitfaden werden die einzelnen Bausteine aufgegliedert und erklärt, wann sie verwendet werden können, und es wird gezeigt, wie sie sie für leistungsstarke agentische Workflows kombinieren.
**Ihre agentischen Bausteine verstehen**
----------------------------------------
### **Was sind Skills?**
Skills sind Ordner mit Anweisungen, Skripten und Ressourcen, die Claude entdeckt und dynamisch lädt, wenn sie für eine Aufgabe relevant sind. Stellen Sie sich diese als spezielle Schulungshandbücher vor, in denen Claude Fachwissen in bestimmten Bereichen vermittelt wird – von der Arbeit mit Excel-Tabellen bis hin zur Einhaltung der Markenrichtlinien Ihres Unternehmens.
**Funktionsweise von Skills:** Wenn Claude auf eine Aufgabe stößt, durchsucht es verfügbare Skills nach relevanten Übereinstimmungen. Skills verwenden eine progressive Offenlegung: Metadaten werden zuerst geladen (~100 Tokens). Sie enthalten gerade genug Informationen, damit Claude weiß, wann ein Skill relevant ist. Vollständige Anweisungen werden bei Bedarf geladen (<5.000 Tokens), und gebündelte Dateien oder Skripte werden nur auf Anforderung geladen.
**Wann Skills eingesetzt werden können:** Wählen Sie Skills, wenn Claude zur konsistenten und effizienten Durchführung spezieller Aufgaben benötigt wird. Sie sind ideal für:
* **Organisatorische Workflows**: Markenrichtlinien, Compliance-Verfahren, Dokumentvorlagen
* **Fachwissen:** Excel-Formeln, PDF-Bearbeitung, Datenanalyse
* **Persönliche Präferenzen:** Notizsysteme, Programmiermuster, Forschungsmethoden
**Beispiel:** Erstellen Sie [einen Markenrichtlinien-Skill](https://github.com/anthropics/skills/tree/main/brand-guidelines)
, der die Farbpalette, Typografieregeln und Layout-Spezifikationen Ihres Unternehmens enthält. Wenn Claude Präsentationen oder Dokumente erstellt, werden diese Standards automatisch angewendet, ohne dass Sie sie jedes Mal erklären müssen.
[Erfahren Sie mehr](https://support.claude.com/en/articles/12512176-what-are-skills)
über Skills und sehen Sie sich [unsere wachsende Skills-Bibliothek](https://github.com/anthropics/skills)
an.
### **Was sind Prompts?**
[Prompts](https://docs.claude.com/en/prompt-library/library)
sind die Anweisungen, die Sie Claude während einer Unterhaltung in natürlicher Sprache zur Verfügung stellen. Sie sind kurzlebig, konversationsbasiert und reaktiv. Sie stellen Kontext und Richtung im Moment bereit.
**Wann Prompts verwendet werden:** Verwenden Sie Prompts für:
* Einmalige Anfragen: „Diesen Artikel zusammenfassen“
* Konversationsverfeinerung: „Den Tonfall professioneller gestalten“
* Direkter Kontext: „Diese Daten analysieren und Trends identifizieren“
* Ad-hoc-Anweisungen: „Formatiere das als Aufzählung"
**Beispiel:**
_Führe bitte eine umfassende Sicherheitsüberprüfung dieses Codes durch. Ich suche nach:_
_1\. häufigen Schwachstellen, einschließlich:_
* _Injection-Fehler (SQL, Befehl, XSS usw.)_
* _Authentifizierungs- und Autorisierungsprobleme_
* _Vertrauliche Daten_
* _Sicherheitsfehlkonfigurationen_
* _Defekte Zugriffskontrolle_
* _Kryptografische Fehler_
* _Probleme mit der Eingabevalidierung_
* _Probleme mit der Fehlerbehandlung und Protokollierung_
_2\. Gib für jedes gefundene Problem Folgendes an:_
* _Schweregrad (Kritisch/Hoch/Mittel/Niedrig)_
* _Position im Code (Zeilennummern oder Funktionsnamen)_
* _Erklärung, warum es ein Sicherheitsrisiko darstellt und wie es ausgenutzt werden könnte_
* _Spezifische Fixempfehlung nach Möglichkeit mit Codebeispielen_
* _Best Practices zur Vermeidung ähnlicher Probleme_
_3\. Code-Kontext: \[Beschreiben Sie die Aufgaben des Codes, die Sprache/das Framework und die Umgebung, in der es ausgeführt wird – z. B. „Dies ist eine Node.js-REST-API, die die Benutzerauthentifizierung übernimmt und Zahlungsdaten verarbeitet“\]_
_4\. Zusätzliche Überlegungen:_
* _Gibt es Schwachstellen in der OWASP-Liste der Top 10?_
* _Folgt der Code Best Practices für Sicherheit für \[spezifisches Framework/Sprache\]?_
* _Gibt es Abhängigkeiten mit bekannten Schwachstellen?_
_Priorisiere die Ergebnisse nach Schweregrad und potenziellen Auswirkungen._
**Pro-Tipp:** Prompts sind Ihre primäre Art der Interaktion mit Claude, werden aber nicht über Unterhaltungen hinweg gespeichert. Für sich wiederholende Workflows oder Fachwissen können Sie Prompts als Skills oder Projektanweisungen erfassen.
**Wann stattdessen ein Skill verwendet wird:** Wenn Sie wiederholt denselben Prompt in mehreren Unterhaltungen eingeben, ist es an der Zeit, einen Skill zu erstellen. Wandeln Sie wiederkehrende Anweisungen wie „Diesen Code mit OWASP-Standards auf Sicherheitsschwachstellen überprüfen“ oder „Diese Analyse mit Zusammenfassung, wichtigsten Ergebnissen und Empfehlungen formatieren“ in Skills um. So müssen Sie Prozeduren nicht jedes Mal neu erklären und können eine konsistente Ausführung sicherstellen.
Informieren Sie sich in unserer [Prompt-Bibliothek](https://docs.claude.com/en/prompt-library/library)
mit [Best Practices](http://claude.com/blog/prompt-engineering-best-practices)
oder [unserem intelligenten Prompt-Maker](https://claude.ai/public/artifacts/3796db7e-4ef1-4cab-b70c-d045778f23ec)
für die ersten Schritte.
### **Was sind Projekte?**
[Projekte](https://support.claude.com/en/articles/9517075-what-are-projects)
sind in allen kostenpflichtigen Claude-Plänen verfügbar und sind eigenständige Workspaces mit eigenem Chat-Verlauf und Wissensdatenbanken. Jedes Projekt enthält ein Kontextfenster mit 200.000 Ressourcen, in dem Sie Dokumente hochladen, Kontext angeben und benutzerdefinierte Anweisungen festlegen können, die für alle Unterhaltungen innerhalb dieses Projekts gelten.
**Projekte funktionieren:** Alles, was Sie in die Wissensdatenbank eines Projekts hochladen, ist in allen Chats innerhalb dieses Projekts verfügbar. Claude nutzt diesen Kontext automatisch, um fundiertere und relevantere Antworten bereitzustellen. Wenn Ihr Projektwissen sich den Kontextgrenzen nähert, aktiviert Claude nahtlos den Modus Retrieval Augmented Generation (RAG), um die Kapazität um das bis zu 10-Fache zu erweitern.
**Wann Projekte verwendet werden:** Wählen Sie Projekte, wenn Sie Folgendes benötigen:
* **Beständiger Kontext:** Hintergrundwissen, das jeder Unterhaltung zugute kommt
* **Workspace-Organisation:** Separate Kontexte für verschiedene Initiativen
* **Teamzusammenarbeit:** Gemeinsamer Wissensaustausch und Konversationsverlauf (bei Team- und Enterprise-Plänen)
* **Benutzerdefinierte Anweisungen:** Projektspezifischer Ton, Perspektive oder Ansatz
**Beispiel:** Erstellen Sie ein Projekt "Produkteinführung im 4. Quartal", das Marktforschung, Mitbewerberanalyse und Produktspezifikationen enthält. Jeder Chat in diesem Projekt hat Zugriff auf dieses Wissen, ohne dass Sie den Kontext erneut hochladen oder neu erklären müssen.
**Wann Sie lieber ein Skill verwenden sollten:** Durch Projekte erhält Claude einen spezifischen Kontext für eine bestimmte Arbeit – die Codebasis Ihres Unternehmens, eine Forschungsinitiative, ein laufendes Kundenprojekt. Skills bringen Claude bei, wie man etwas tut. In einem Projekt können alle Informationen zu Ihrer Produkteinführung enthalten sein, während ein Skill Claude die Schreibstandards oder den Codeüberprüfungsprozess Ihres Teams beibringen kann. Wenn Sie dieselben Anweisungen in mehrere Projekte kopieren, ist das ein Signal dafür, lieber einen Skill zu entwickeln.
[Erfahren Sie mehr](https://support.claude.com/en/articles/9517075-what-are-projects)
über Projekte.
### **Was sind Subagenten?**
[Subagenten](https://docs.claude.com/en/docs/claude-code/sub-agents)
sind spezielle KI-Assistenten mit eigenen Kontextfenstern, benutzerdefinierten Systemprompts und spezifischen Tool-Berechtigungen. In Claude Code und dem Claude Agenten SDK sind Subagenten verfügbar. Sie können diskrete Aufgaben unabhängig voneinander verarbeiten und Ergebnisse an den Hauptagenten zurückgeben.
**Funktionsweise von Subagenten:** Jeder Subagent hat seine eigene Konfiguration. Sie definieren, was er tut, wie er Probleme löst und auf welche Tools er zugreifen kann. Claude delegiert Aufgaben automatisch basierend auf deren Beschreibungen an die entsprechenden Subagenten, oder Sie können explizit einen bestimmten Subagenten anfordern.
**Wann Subagenten verwendet werden sollen:** Subagenten verwenden Sie für:
* **Aufgaben-Spezialisierung:** Codeüberprüfung, Testerstellung, Sicherheitsaudits
* **Kontextverwaltung:** Konzentration auf das Hauptgespräch halten und spezialisierte Arbeiten auslagern
* **Parallele Verarbeitung:** Mehrere Subagenten können gleichzeitig an verschiedenen Aspekten arbeiten
* **Tool-Einschränkung:** Bestimmte Unteragenten auf sichere Vorgänge beschränken (z. B. schreibgeschützter Zugriff)
**Beispiel:**
Create a code-reviewer subagent with access to Read, Grep, and Glob tools but not Write or Edit. When you modify code, Claude automatically delegates to this subagent for quality and security review without risking unintended code changes.
**Wann stattdessen ein Skill verwendet wird:** Wenn mehrere Agenten oder Konversationen dasselbe Know-how benötigen – z. B. Sicherheitsüberprüfungsverfahren oder Datenanalysemethoden –, erstellen Sie einen Skill, anstatt dieses Wissen in einzelne Subagenten einzubetten. Skills sind übertragbar und wiederverwendbar, während Subagenten speziell für bestimmte Workflows entwickelt sind. Verwenden Sie Skills, um Fachwissen zu vermitteln, das jeder Agent nutzen kann. Verwenden Sie Subagenten, wenn Sie eine unabhängige Aufgabenausführung mit bestimmten Tool-Berechtigungen und Kontextisolierung benötigen.
[Mehr erfahren](https://code.claude.com/docs/en/sub-agents)
über Subagenten.
### **Was ist MCP?**
MCP erstellt eine universelle Verbindungsebene zwischen KI-Anwendungen und Ihren vorhandenen Tools und Datenquellen.
Das Model Context Protocol (MCP) ist ein offener Standard zur Verbindung von KI-Assistenten mit externen Systemen, in denen Daten gespeichert sind – Content-Repositorys, Geschäftstools, Datenbanken und Entwicklungsumgebungen.
**Funktionsweise von MCP:** MCP bietet eine standardisierte Möglichkeit, Claude mit Ihren Tools und Datenquellen zu verbinden. Anstatt für jede Datenquelle benutzerdefinierte Integrationen zu erstellen, können Sie auf Grundlage eines einzelnen Protokolls erstellen. MCP-Server stellen Daten und Funktionen bereit. MCP-Clients (wie Claude) stellen eine Verbindung zu diesen Servern her.
**Wann MCP-Nutzung:** Wählen Sie MCP, wenn Claude für folgende Zwecke benötigt wird:
* Zugriff auf externe Daten: Google Drive, Slack, GitHub, Datenbanken
* Geschäftstools nutzen: CRM-Systeme, Projektmanagementplattformen
* Verbindung zu Entwicklungsumgebungen: Lokale Dateien, IDEs, Versionskontrolle
* Integration in benutzerdefinierte Systeme: Ihre eigenen Tools und Datenquellen
**Beispiel:** Verknüpfung von Claude über MCP mit Google Drive Ihres Unternehmens. Claude kann jetzt Dokumente durchsuchen, Dateien lesen und auf interne Informationen verweisen, ohne manuelle Uploads - die Verbindung bleibt bestehen und wird automatisch aktualisiert.
**Wann stattdessen ein Skill verwendet wird:** MCP verbindet Claude mit Daten; Skills bringen Claude bei, was mit diesen Daten getan werden soll. Wenn Sie erklären möchten, _wie_ ein Tool verwendet wird oder Verfahren befolgt wird – z. B. „Bei Abfragen unserer Datenbank immer zuerst nach Datumsbereich filtern“ oder „Excel-Berichte mit diesen spezifischen Formeln formatieren“ – ist dies ein Skill. Wenn Sie Claude für den _Zugriff_ auf die Datenbank oder Excel-Dateien benötigen, ist dies MCP. Nutzen Sie beides gemeinsam: MCP für Konnektivität, Skills für Verfahrenswissen.
[Erfahren Sie mehr](https://www.anthropic.com/news/model-context-protocol)
über MCP und lesen Sie die [Dokumentation](https://modelcontextprotocol.io/docs/develop/build-server)
zur Erstellung eines MCP-Servers.
**Wie sie zusammenarbeiten**
----------------------------
Die wahre Leistung entsteht, wenn Sie diese Bausteine kombinieren. Jedes Produkt erfüllt einen anderen Zweck und erstellt gemeinsam anspruchsvolle agentische Workflows.
### **Vergleich: Auswahl des richtigen Tools**
| Funktion | Fähigkeiten | Prompts | Projekte | Subagenten | MCP |
| --- | --- | --- | --- | --- | --- |
| Das bietet es | Verfahrenswissen | Moment-zu-Moment-Anweisungen | Hintergrundwissen | Aufgabendelegierung | Tool-Konnektivität |
| Persistenz | Über alle Gespräche hinweg | Einzelnes Gespräch | Innerhalb des Projekts | Sitzungsübergreifend | Kontinuierliche Verbindung |
| Enthält | Anweisungen + Code + Assets | Natürliche Sprache | Dokumente + Kontext | Volle Agentenlogik | Tool-Definitionen |
| Beim Laden | Dynamisch, je nach Bedarf | Jedes Mal | Immer im Projekt | Bei Aufruf | Immer verfügbar |
| Kann Code beinhalten | Ja | Nein | Nein | Ja | Ja |
| Ideal für | Spezielles Know-how | Schnelle Anfragen | Zentraler Kontext | Spezielle Aufgaben | Datenzugriff |
### **Beispiel für einen agentischen Workflow: Recherchieragent**
Lassen Sie uns einen umfassenden Forschungsagenten erstellen, der mehrere Bausteine kombiniert. Dieses Beispiel zeigt, wie ein Agent für die Wettbewerbsanalyse zusammengestellt und aktiviert wird.
**Schritt 1: Projekt einrichten**
Erstellen Sie ein Projekt "Competitive Intelligence" und laden Sie es hoch:
* Branchenberichte und Marktanalysen
* Produktdokumentation von Mitbewerbern
* Kundenfeedback aus Ihrem CRM
* Zusammenfassungen früherer Forschungen
Projektanweisungen hinzufügen:
_Analysieren Sie die Konkurrenz im Rahmen unserer Produktstrategie. Konzentrieren Sie sich auf Differenzierungsmöglichkeiten und neue Markttrends. Präsentieren Sie Ergebnisse mit spezifischen Nachweisen und umsetzbaren Empfehlungen._
**Schritt 2: Verknüpfung von Datenquellen über MCP**
MCP-Server aktivieren für:
* Google Drive (für den Zugriff auf gemeinsame Forschungsdokumente)
* GitHub (zur Überprüfung von Open-Source-Repositorys von Mitbewerbern)
* Websuche (für Marktinformationen in Echtzeit)
**Schritt 3: Spezielle Skills erstellen**
Erstellen Sie einen Skill für Wettbewerbsanalyse:
# My Company GDrive Navigation Skill
## Overview
Optimized search and retrieval strategy for Meridian Tech's Google Drive structure. Use this skill to efficiently locate internal documents, research, and strategic materials.
## Drive Organization
**Top-level structure:**
- `/Strategy & Planning/` - OKRs, quarterly plans, board decks
- `/Product/` - PRDs, roadmaps, technical specs
- `/Research/` - Market research, competitive intel, user studies
- `/Sales & Marketing/` - Case studies, pitch decks, campaign materials
- `/Customer Success/` - Implementation guides, success metrics
- `/Company Ops/` - Policies, org charts, team directories
**Naming conventions:**
- Format: `YYYY-MM-DD_DocumentName_vX`
- Final versions marked with `_FINAL`
- Drafts include `_DRAFT` or `_WIP`
## Search Best Practices
1. **Start broad, then filter** - Use folder context + keywords
2. **Target document owners** - Sales materials from Sales/, not root
3. **Check recency** - Prioritize documents from last 6 months for current strategy
4. **Look for "source of truth"** - Files with `_FINAL`, `_APPROVED`, or in `/Archives/Official/`
## Research Agent Workflow
1. Identify topic category (product, market, customer)
2. Search relevant folder with targeted keywords
3. Retrieve 3-5 most recent/relevant documents
4. Cross-reference with `/Strategy & Planning/` for context
5. Cite sources with file names and dates
**Schritt 4: Konfigurieren von Subagenten (nur Claude Code/SDK)**
Erstellen Sie spezialisierte Subagenten:
`market-researcher` subagent:
name: market-researcher
description: Research market trends, industry reports, and competitive landscape data. Use proactively for competitive analysis.
tools: Read, Grep, Web-search
---
You are a market research analyst specializing in competitive intelligence.
When researching:
1. Identify authoritative sources (Gartner, Forrester, industry reports)
2. Gather quantitative data (market share, growth rates, funding)
3. Analyze qualitative insights (analyst opinions, customer reviews)
4. Synthesize trends and patterns
Present findings with citations and confidence levels.
`technical-analyst` subagent:
name: technical-analyst
description: Analyze technical architecture, implementation approaches, and engineering decisions. Use for technical competitive analysis.
tools: Read, Bash, Grep
---
You are a technical architect analyzing competitor technology choices.
When analyzing:
1. Review public repositories and technical documentation
2. Assess architecture patterns and technology stack
3. Evaluate scalability and performance approaches
4. Identify technical strengths and limitations
Focus on actionable technical insights that inform our product decisions.
**Schritt 5: Aktivieren Sie Ihren Forschungsagenten**
Jetzt fragen Sie Claude: „Analysiere, wie unsere drei wichtigsten Konkurrenten ihre neuen KI-Funktionen positionieren, und identifiziere Lücken, die wir nutzen können.“
Folgendes passiert:
1. **Projektkontext wird geladen**: Claude greift auf Ihre hochgeladenen Forschungsdokumente zu und folgt den Projektanweisungen
2. **MCP-Verbindungen aktivieren**: Claude durchsucht Google Drive nach aktuellen Mitbewerber-Beschreibungen und ruft GitHub-Daten ab
3. **Skills aktivieren**: Der Skill zur Wettbewerbsanalyse stellt den analytischen Rahmen bereit
4. **Subagenten ausführen** (in Claude Code): Der Marktforscher sammelt Branchendaten, während der technische Analyst technische Implementierungen überprüft
5. **Prompts verfeinern**: Sie stellen Anleitungen zur Verfügung: „Konzentriere dich insbesondere auf Unternehmenskunden im Gesundheitswesen“
**Das Ergebnis:** Eine umfassende Wettbewerbsanalyse, die aus mehreren Datenquellen stammt, Ihrem analytischen Framework folgt, spezialisiertes Know-how nutzt und während Ihres gesamten Forschungsprojekts Kontext beibehält.
**Häufige Fragen**
------------------
#### **Wie funktionieren Skills?**
Skills nutzen die [progressive Offenlegung](https://www.anthropic.com/engineering/equipping-agents-for-the-real-world-with-agent-skills)
, um Claude effizient zu halten. Bei der Arbeit an Aufgaben durchsucht Claude zunächst Skill-Metadaten (Beschreibungen und Zusammenfassungen), um relevante Übereinstimmungen zu identifizieren. Wenn ein Skill übereinstimmt, lädt Claude die vollständigen Anweisungen. Wenn der Skill ausführbaren Code- oder Referenzdateien enthält, werden diese nur bei Bedarf geladen.
Diese Architektur bedeutet, dass Sie viele Skills zur Verfügung haben können, ohne das Kontextfenster von Claude zu überfordern. Claude greift genau dann auf die benötigten Daten zu, wenn sie sie benötigen.
#### **Skills vs. Subagenten: wann Sie was verwenden**
**Verwenden Sie Skills, wenn:** Sie Funktionen möchten, die jede Claude-Instanz laden und verwenden kann. Skills sind wie Schulungsmaterialien: Sie helfen Claude dabei, bestimmte Aufgaben in allen Konversationen besser zu bewältigen.
**Verwenden Sie Subagenten, wenn:** Sie benötigen vollständige, eigenständige Agenten, die für bestimmte Zwecke entwickelt wurden und Workflows unabhängig voneinander verarbeiten. Subagenten sind wie spezialisierte Mitarbeiter mit eigenem Kontext und Tool-Berechtigungen.
**Nutzen Sie sie gemeinsam, wenn:** Sie Subagenten mit speziellem Know-how benötigen. Ein Subagent zur Codeüberprüfung kann beispielsweise Skills für sprachspezifische Best Practices nutzen und dabei die Unabhängigkeit eines Subagenten mit dem übertragbaren Know-how von Skills kombinieren.
#### **Skills vs. Prompts: wann Sie was verwenden**
**Verwenden Sie Prompts, wenn:** Sie Anweisungen einmalig eingeben, einen unmittelbaren Kontext bereitstellen oder eine Konversation führen. Prompts sind reaktiv und kurzlebig.
**Verwenden Sie Skills, wenn:** Sie Verfahren oder Fachwissen haben, die Sie wiederholt benötigen. Skills sind proaktiv – Claude weiß, wann sie angewendet werden sollen – und werden über Unterhaltungen hinweg beibehalten.
**Verwenden Sie sie gemeinsam:** Prompts und Skills ergänzen sich auf natürliche Weise. Verwenden Sie Skills, um grundlegendes Know-how bereitzustellen, und geben Sie dann Prompts für jede Aufgabe spezifischen Kontext und Feinabstimmung an.
#### **Skills vs. Projekte: wann Sie was verwenden**
**Verwenden Sie Projekte, wenn:** Sie Hintergrundwissen und Kontext benötigen, der in alle Gespräche über eine bestimmte Initiative einfließen sollte. Projekte stellen statisches Referenzmaterial bereit, das immer geladen wird.
**Verwenden Sie Skills, wenn:** Sie prozedurales Wissen und ausführbaren Code benötigen, der nur bei Bedarf aktiviert wird. Skills bieten dynamisches Know-how, das nach Bedarf geladen wird und in Ihrem Kontextfenster gespeichert wird.
**Nutzen Sie sie gemeinsam, wenn:** Sie sowohl konsistenten Kontext als auch spezielle Funktionen benötigen. Beispiel: Ein Projekt zur Produktentwicklung mit Produktspezifikationen und Benutzerrecherchen in Kombination mit Skills zur Erstellung technischer Dokumentation und Analyse von Benutzerfeedbackdaten.
**Hauptunterschied:** Bei Projekten ist es so, dass "hier alles wissen muss" Skills sagen: „So macht man das“. Projekte stellen eine Wissensdatenbank bereit, in der Sie arbeiten. Skills bieten Funktionen, die überall funktionieren können – in jeder Unterhaltung, in jedem Projekt.
#### **Können Subagenten Skills verwenden?**
Ja. In Claude Code und dem Agenten-SDK können Unteragenten genau wie der Hauptagent auf Skills zugreifen und diese verwenden. Dadurch entstehen leistungsstarke Kombinationen, in denen spezialisierte Subagenten portables Know-how nutzen.
Beispielsweise kann Ihr Python-Entwickler-Subagent den Pandas-Analyse-Skill verwenden, um Datentransformationen gemäß den Konventionen Ihres Teams durchzuführen, während Ihr Dokumentations-Writer den Skill für technisches Schreiben verwendet, um die API-Dokumentation konsistent zu formatieren.
**Erste Schritte**
------------------
Möchten Sie Skills erstellen? Hier sind die ersten Schritte:
[**Claude.ai**](https://claude.ai/)
**\-Benutzer:**
* Skills in Einstellungen → Funktionen aktivieren
* Erstellen Sie Ihr erstes Projekt unter claude.ai/projects
* Kombinieren Sie Projektwissen mit Skills für Ihre nächste Analyseaufgabe
**API-Entwickler:**
* Entdecken Sie den Skills-Endpunkt in der [Dokumentation](https://docs.anthropic.com/)
* Lesen Sie unser [Skills-Kochbuch](https://github.com/anthropics/claude-cookbooks/tree/main/skills)
**Claude Code-Benutzer:**
* Installation von Skills über [Plugin-Marktplätze](https://code.claude.com/docs/en/plugin-marketplaces)
* Lesen Sie unser [Skills-Kochbuch](https://github.com/anthropics/claude-cookbooks/tree/main/skills)
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Agentische Skills
-----------------
Nutzen Sie Skills mit Claude, um noch heute leistungsstärkere Anwendungen zu entwickeln.
Erste Schritte
[Erste Schritte](https://www.claude.com/blog/skills)
Erste Schritte
FAQ
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[](https://claude.com/de-de/blog/skills-explained#)
Ähnliche Beiträge
Erfahren Sie mehr über aktuelle Produktneuheiten und Best Practices für Teams, die mit Claude arbeiten.
Oct 16, 2025
### Neu: Agenten-Skills
Produktankündigungen
[Neu: Agenten-Skills](https://claude.com/de-de/blog/skills-explained#)
Neu: Agenten-Skills
[Neu: Agenten-Skills](https://claude.com/de-de/blog/skills)
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### Pilotprojekt von Claude für Chrome
Produktankündigungen
[Pilotprojekt von Claude für Chrome](https://claude.com/de-de/blog/skills-explained#)
Pilotprojekt von Claude für Chrome
[Pilotprojekt von Claude für Chrome](https://claude.com/de-de/blog/claude-for-chrome)
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Oct 20, 2025
### Claude Code im Web
Produktankündigungen
[Claude Code im Web](https://claude.com/de-de/blog/skills-explained#)
Claude Code im Web
[Claude Code im Web](https://claude.com/de-de/blog/claude-code-on-the-web)
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Sep 11, 2025
### Memory in Claude
Produktankündigungen
[Memory in Claude](https://claude.com/de-de/blog/skills-explained#)
Memory in Claude
[Memory in Claude](https://claude.com/de-de/blog/memory)
Memory in Claude
Transformieren Sie mit Caude die Arbeitsweise Ihres Unternehmens
Preise anzeigen
[Preise anzeigen](https://claude.com/pricing#api)
Preise anzeigen
Sales kontaktieren
[Sales kontaktieren](https://claude.com/contact-sales)
Sales kontaktieren
Entwickler-Newsletter abonnieren
Neues zu Produkten, Anleitungen, Community-Spotlights und mehr. Monatlich in Ihrem Posteingang.
[Abonnieren](https://claude.com/de-de/blog/skills-explained#)
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Bitte geben Sie Ihre E-Mail-Adresse an, wenn Sie unseren monatlichen Entwickler-Newsletter erhalten möchten. Sie können sich jederzeit wieder abmelden.
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[Startseite](https://claude.com/de-de)
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[Next](https://claude.com/de-de/blog/skills-explained#)
Next
Danke! Das Formular ist bei uns eingegangen.
Hoppla! Beim Einreichen des Formulars ist ein Fehler aufgetreten.
Schreiben
[Schaltflächentext](https://claude.com/de-de/blog/skills-explained#)
Schaltflächentext
Lernen
[Schaltflächentext](https://claude.com/de-de/blog/skills-explained#)
Schaltflächentext
Code
[Schaltflächentext](https://claude.com/de-de/blog/skills-explained#)
Schaltflächentext
Schreiben
* Mir helfen, einen unverwechselbaren Stil für ein bestimmtes Publikum zu entwickeln
[](https://claude.com/de-de/blog/skills-explained#)
Hi Claude! Hilf mir, einen unverwechselbaren Stil für eine bestimmte Zielgruppe zu entwickeln. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
* Meinen Schreibstil verbessern
[](https://claude.com/de-de/blog/skills-explained#)
Hi Claude! Verbessere meinen Schreibstil. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
* Kreative Ideen brainstormen
[](https://claude.com/de-de/blog/skills-explained#)
Hi Claude! Brainstorme mit mir kreative Ideen. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
Lernen
* Ein komplexes Thema einfach erklären
[](https://claude.com/de-de/blog/skills-explained#)
Hi Claude! Erkläre ein komplexes Thema mit einfachen Worten. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
* Diese Ideen einleuchtend erklären
[](https://claude.com/de-de/blog/skills-explained#)
Hi Claude! Erkläre mir diese Ideen. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
* Vorbereitung auf eine Prüfung oder ein Vorstellungsgespräch
[](https://claude.com/de-de/blog/skills-explained#)
Hi Claude! Hilf mir bei der Vorbereitung auf eine Prüfung oder ein Vorstellungsgespräch. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
Code
* Programmierkonzept erklären
[](https://claude.com/de-de/blog/skills-explained#)
Hi Claude! Erkläre mir ein Programmierkonzept. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
* Meinen Code ansehen und mir Tipps geben
[](https://claude.com/de-de/blog/skills-explained#)
Hi Claude! Sieh dir meinen Code an und gib mir Tipps. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
* Vibe Code mit mir
[](https://claude.com/de-de/blog/skills-explained#)
Hi Claude! Vibe code mit mir. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
Mehr
* Fallstudien verfassen
[](https://claude.com/de-de/blog/skills-explained#)
Dies ist ein weiterer Test
* Verfasse Förderanträge
[](https://claude.com/de-de/blog/skills-explained#)
Hi Claude! Verfasse Förderanträge. Wenn du weitere Infos von mir brauchst, stelle mir sofort 1-2 Hauptfragen. Wenn du willst, dass ich Dokumente hochlade, die dir dabei helfen können, dann sag mir Bescheid. Du kannst Tools verwenden, auf die du Zugriff hast – z. B. Google Drive, Websuche usw. –, wenn das für diese Aufgabe sinnvoll ist. Verwende kein Analysetool. Deine Antworten sollen freundlich, knapp und umgangssprachlich sein.
Erledige die Aufgabe so schnell wie möglich – ein Artefakt wäre wünschenswert, wenn dies sinnvoll ist. Wenn du ein Artefakt verwendest, überlege, welche Art von Artefakt (interaktiv, visuell, Checkliste usw.) für diese spezielle Aufgabe geeignet ist. Danke für deine Hilfe!
* Videoskripte schreiben
[](https://claude.com/de-de/blog/skills-explained#)
Dies ist ein Test
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---
# Explication des Skills : comparaison des Skills avec les requêtes, les projets, MCP et les sous-agents | Claude
[](https://claude.ai/)
Découvrir ici
Explication des Skills : comparaison des Skills avec les requêtes, les projets, MCP et les sous-agents
======================================================================================================
Les Skills sont un outil de plus en plus puissant pour créer des flux de travail et des agents IA personnalisés, mais quelle est leur place dans la pile Claude ? Nous expliquons quel outil utiliser, à quel moment et comment ils fonctionnent ensemble.
[](https://claude.com/fr-fr/blog/skills-explained#)
[](https://claude.com/fr-fr/blog/skills-explained#)
* Catégorie
[Agents](https://claude.com/blog/category/agents)
* Produit
Claude apps
Claude Developer Platform
* Date
November 13, 2025
* Temps de lecture
5
min
* Partager
[Copier le lien](https://claude.com/fr-fr/blog/skills-explained#)
https://claude.com/blog/skills-explained
Depuis l'introduction de [Skills](https://claude.com/fr-fr/blog/skills)
, nous avons constaté la volonté de comprendre le fonctionnement combiné des différents composants de l'écosystème agentique de Claude.
Que vous construisiez des flux de travail sophistiqués dans [Claude Code](https://claude.com/fr-fr/product/claude-code)
, des solutions d'entreprise avec l'API ou que vous optimisiez votre productivité sur [Claude.ai](https://claude.com/fr-fr/blog/skills-explained#)
, savoir quel outil utiliser, et à quel moment, peut transformer votre façon de travailler avec Claude.
Ce guide décompose chaque composant, explique quand les utiliser et montre comment les combiner pour obtenir de puissants flux de travail agentiques.
**Comprendre vos composants agentiques**
----------------------------------------
### **Que sont les Skills ?**
Les Skills sont des dossiers contenant des instructions, des scripts et des ressources que Claude cherche et charge de façon dynamiquement lorsqu'ils sont pertinents pour une tâche. Il faut les voir comme des manuels de formation spécialisés qui permettent à Claude de se familiariser avec des domaines spécifiques, qu'il s'agisse de travailler avec des feuilles de calcul Excel ou de suivre les guidelines de marque de votre organisation.
**Fonctionnement des Skills :** lorsque Claude rencontre une tâche, il passe en revue les Skills disponibles pour trouver celles qui sont pertinentes. Les Skills sont utilisées de façon progressive : les métadonnées sont chargées en premier (environ 100 jetons), ce qui permet à Claude de déterminer si chaque Skill est pertinente. Les instructions complètes sont chargées en cas de besoin (<5 000 jetons) et les fichiers ou scripts groupés ne sont chargés que s'ils sont vraiment nécessaires.
**Quand utiliser des Skills :** choisissez des Skills lorsque vous voulez que Claude effectue des tâches spécialisées de manière cohérente et efficace. Elles sont idéales pour les tâches suivantes :
* **Flux de travail organisationnels** : charte graphique, procédures de conformité, modèles de documents
* **Expertise métier :** formules Excel, manipulation de PDF, analyse de données
* **Préférences personnelles :** systèmes de prise de notes, modèles de code, méthodes de recherche
**Exemple :** créez [une Skill de charte graphique](https://github.com/anthropics/skills/tree/main/skills/brand-guidelines)
incluant la palette de couleurs, les règles typographiques et les spécifications de mise en page. Lorsque Claude crée des présentations ou des documents, il applique automatiquement ces standards sans que vous ayez besoin de les réexpliquer à chaque fois.
[En savoir plus](https://claude.com/fr-fr/blog/skills-explained#)
sur les Skills et consulter [notre bibliothèque de Skills en constante évolution](https://claude.com/fr-fr/blog/skills-explained#)
.
### **Que sont les requêtes ?**
[Les requêtes](https://claude.com/fr-fr/blog/skills-explained#)
sont les instructions que vous fournissez à Claude en langage naturel au cours d'une conversation. Elles sont éphémères, prennent la forme d'une conversation et réactives : vous fournissez le contexte et la direction à la volée.
**Quand utiliser les requêtes ?** Les requêtes doivent être utilisées pour :
* Les demandes ponctuelles : « Résumez cet article »
* L'affinage de la conversation : « Rendez le ton plus professionnel »
* Un contexte immédiat : « Analysez ces données et identifiez les tendances »
* Des instructions ponctuelles : « Mettez en forme cette liste sous forme de liste à puces »
**Exemple :**
_Effectuez un examen de sécurité complet de ce code. Je recherche :_
_1\. Les vulnérabilités courantes, notamment :_
* _Erreurs d'injection (SQL, commandement, XSS, etc.)_
* _Problèmes d'authentification et d'autorisation_
* _Exposition de données sensibles_
* _Erreurs de configuration de sécurité_
* _Contrôles d'accès défaillants_
* _Problèmes cryptographiques_
* _Problèmes de validation des données_
* _Problèmes de gestion et de journalisation des erreurs_
_2\. Pour chaque problème identifié, fournissez :_
* _Niveau de gravité (critique/élevé/moyen/faible)_
* _Emplacement dans le code (numéros de ligne ou noms de fonctions)_
* _Explication des raisons pour lesquelles il s'agit d'un risque de sécurité et de la manière dont il pourrait être exploité_
* _Recommandation de correction spécifique avec exemples de code, si possible_
* _Meilleures pratiques pour éviter des problèmes similaires_
_3\. Contexte du code : \[Décrivez la fonction du code, le langage/framework et l'environnement dans lequel il s'exécute, par exemple : « Il s'agit d'une API REST Node.js qui gère l'authentification utilisateur et le traitement des données de paiement » \]_
_4\. Autres considérations :_
* _Y a-t-il des vulnérabilités OWASP Top 10 ?_
* _Le code suit-il les bonnes pratiques de sécurité pour \[le framework/langage spécifique\] ?_
* _Existe-t-il des dépendances avec des vulnérabilités connues ?_
_Veuillez hiérarchiser les constats par gravité et impact potentiel._
**Astuces :** les requêtes sont votre principal moyen d'interagir avec Claude, mais elles ne sont pas conservées d'une conversation à l'autre. Pour les flux de travail répétés ou les connaissances spécialisées, pensez à transformer les requêtes en Skills ou en instructions de projet.
**Quand utiliser un Skill à la place :** si vous tapez la même requête de manière répétée dans plusieurs conversations, il est temps de créer une Skill. Transformez en Skills des instructions récurrentes telles que « examinez ce code pour détecter les vulnérabilités de sécurité selon les normes OWASP » ou « mettez en forme cette analyse avec un résumé, les points clés et des recommandations ». Cela vous évite de devoir réexpliquer les procédures à chaque fois et garantit une exécution plus cohérente.
Consultez notre [bibliothèque de requêtes](https://claude.com/fr-fr/blog/skills-explained#)
et [les meilleures pratiques](https://claude.com/fr-fr/blog/skills-explained#)
ou [notre créateur de requêtes intelligent](https://claude.com/fr-fr/blog/skills-explained#)
pour démarrer.
### **Que sont les projets ?**
Disponibles dans tous les plans Claude payants, [les projets](https://claude.com/fr-fr/blog/skills-explained#)
sont des espaces de travail autonomes dotés de leur propre historique de chats et de leur propre base de connaissances. Chaque projet dispose d'une fenêtre de contexte de 200 000 jetons, dans laquelle vous pouvez téléverser des documents, fournir du contexte et définir des instructions personnalisées qui s'appliquent à toutes les conversations du projet.
**Fonctionnement des projets :** tout ce que vous téléversez dans la base de connaissances d'un projet devient disponible dans toutes les discussions de ce projet. Claude exploite automatiquement ce contexte pour fournir des réponses plus pertinentes et mieux informées. Lorsque la base de connaissances de votre projet approche ses limites de contexte, Claude active de façon transparente un mode RAG (Retrieval Augmented Generation) qui permet de multiplier la capacité par 10.
**Quand utiliser les projets :** choisissez les projets lorsque vous avez besoin de :
* **Contexte persistant :** connaissances de fond qui doivent éclairer chaque conversation
* **Organisation de l'espace de travail :** séparer les contextes pour différentes initiatives
* **Collaboration en équipe :** base de connaissances partagée et historique de conversations commun (sur les plans Team et Enterprise)
* **Instructions personnalisées :** ton, perspective ou approche spécifiques au projet
**Exemple :** créez un projet « Lancement de produit du quatrième trimestre » contenant une étude de marché, une analyse de la concurrence et les spécifications du produit. Chaque chat de ce projet a accès à ces connaissances sans que vous ayez à les télécharger à nouveau ou à réexpliquer le contexte.
**Quand utiliser une Skill à la place :** les projets fournissent à Claude un contexte persistant pour un travail spécifique – la base de code de votre entreprise, une initiative de recherche, un engagement client en cours. Les Skills apprennent à Claude comment faire quelque chose. Un projet peut contenir toutes les informations relatives au lancement de votre produit, tandis qu'une Skill peut enseigner à Claude les normes d'écriture ou le processus de révision de code de votre équipe. Si vous copiez les mêmes instructions sur plusieurs projets, c'est un signal clair que vous pourriez créer une Skill à la place.
[En savoir](https://claude.com/fr-fr/blog/skills-explained#)
plus sur les projets.
### **Que sont les sous-agents ?**
[Les sous-agents](https://claude.com/fr-fr/blog/skills-explained#)
sont des assistants IA spécialisés dotés de leurs propres fenêtres de contexte, de requêtes système personnalisées et d'autorisations pour accéder à des outils spécifiques. Disponibles dans Claude Code et le SDK Claude Agent, les sous-agents gèrent des tâches discrètes de manière autonome et renvoient les résultats à l'agent principal.
**Fonctionnement des sous-agents :** chaque sous-agent fonctionne avec sa propre configuration : vous définissez ses fonctions, la manière dont il aborde les problèmes et à quels outils il a accès. Claude délègue automatiquement les tâches aux sous-agents appropriés en fonction de leur description. Vous pouvez également demander explicitement l'utilisation d'un sous-agent particulier.
**Quand utiliser des sous-agents ?** Utilisez des sous-agents dans les situations suivantes :
* **Les tâches spécialisées :** examen de code, génération de tests, audits de sécurité
* **Gestion du contexte :** rester sur la conversation principale tout en déléguant le travail spécialisé
* **Traitement parallèle :** plusieurs sous-agents peuvent travailler simultanément sur différents aspects
* **Restriction d'outils :** limiter certains sous-agents à des opérations sécurisées (accès en lecture seule, par exemple)
**Exemple :**
**Quand utiliser une Skill à la place :** si plusieurs agents ou conversations nécessitent la même expertise, comme des procédures d'examen de sécurité ou des méthodes d'analyse de données, créez une Skill au lieu d'intégrer ces connaissances dans chaque sous-agent. Les Skills sont portables et réutilisables, tandis que les sous-agents sont conçus spécialement pour des flux de travail spécifiques. Utilisez les Skills pour transmettre une expertise que tout agent peut utiliser ; utilisez les sous-agents lorsque vous avez besoin d'exécuter des tâches de manière indépendante avec des autorisations d'outils spécifiques et une isolation du contexte.
[En savoir plus](https://claude.com/fr-fr/blog/skills-explained#)
sur les sous-agents.
### **Qu'est-ce que le protocole MCP ?**
Le protocole MCP crée une couche de connexion universelle entre les applications d'IA et vos outils et sources de données existants.
MCP (Model Context Protocol) est une norme ouverte permettant de connecter les assistants IA aux systèmes externes où résident les données : référentiels de contenu, outils métier, bases de données et environnements de développement.
**Fonctionnement de MCP :** MCP fournit un moyen standardisé de connecter Claude à vos outils et sources de données. Au lieu de construire des intégrations personnalisées pour chaque source, vous vous appuyez sur un protocole unique. Les serveurs MCP exposent des données et des capacités ; les clients MCP (comme Claude) se connectent à ces serveurs.
**Quand utiliser MCP :** choisissez MCP lorsque vous avez besoin que Claude :
* Accède à des données externes : Google Drive, Slack, GitHub, bases de données
* Utilise des outils métiers : CRM, plateformes de gestion de projet
* Se connecte à des environnements de développement : fichiers locaux, IDE, systèmes de contrôle des versions
* S'intègre à des systèmes personnalisés : vos outils et sources de données
**Exemple :** connecter Claude au Google Drive de votre entreprise via MCP. Claude peut désormais effectuer des recherches dans des documents, lire des fichiers et référencer des connaissances internes sans téléversement manuel : la connexion est persistante et se met à jour automatiquement.
**Quand utiliser une Skill à la place :** MCP connecte Claude aux données ; les Skills apprennent à Claude comment utiliser ces données. Si vous expliquez _comment_ utiliser un outil ou suivre des procédures, par exemple « lors des requêtes sur notre base de données, commencez toujours par filtrer par plage de dates » ou « mettez en forme les rapports Excel avec ces formules spécifiques », il s'agit d'une Skill. Si vous avez besoin que Claude _accède_ d'abord à la base de données ou aux fichiers Excel, c'est du MCP. Utilisez les deux ensemble : MCP pour la connectivité, les Skills pour les connaissances procédurales.
[En savoir plus](https://claude.com/fr-fr/blog/skills-explained#)
sur MCP et consulter la [documentation](https://claude.com/fr-fr/blog/skills-explained#)
sur la création d'un serveur MCP.
**Comment ils fonctionnent ensemble**
-------------------------------------
La véritable puissance apparaît lorsque ces composants sont combinés. Chacun remplit un rôle différent et, combinés, ils permettent de créer des flux de travail agentiques sophistiqués.
### **Comparaison : choisir le bon outil**
| Fonctionnalité | Skills | Requêtes | Projets | Sous-agents | MCP |
| --- | --- | --- | --- | --- | --- |
| Ce qu'elle fournit | Connaissances procédurales | Instructions pas à pas | Connaissances contextuelles | Délégation des tâches | Connectivité des outils |
| Persistance | Entre les conversations | Conversation unique | Au sein du projet | Entre les sessions | Connexion continue |
| Contient | Instructions + code + ressources | Langage naturel | Documents + contexte | Logique d'agent complète | Définition des outils |
| Pendant le chargement | Dynamiquement, selon les besoins | À chaque tour | Toujours dans le projet | Lorsqu'invoqué | Toujours disponible |
| Peut inclure du code | Oui | Non | Non | Oui | Oui |
| Idéale pour | Expertise spécialisée | Demandes rapides | Contexte centralisé | Tâches spécialisées | Accès aux données |
### **Exemple de flux de travail agentique : agent de recherche**
Construisons un agent de recherche complet combinant plusieurs composants. Cet exemple montre comment assembler et activer un agent pour une analyse de la concurrence.
**Étape 1 : configurer votre projet**
Créez un projet de « veille concurrentielle » et téléversez :
* Rapports sectoriels et analyses de marché
* Documentation produits de la concurrence
* Retours clients issus de votre CRM
* Résumés de recherches précédentes
Ajoutez des instructions au projet :
_Analysez les concurrents à travers le prisme de notre stratégie produit. Concentrez-vous sur les opportunités de différenciation et les tendances émergentes du marché. Présentez vos conclusions accompagnées de preuves spécifiques et de recommandations exploitables._
**Étape 2 : connecter les sources de données via MCP**
Activez les serveurs MCP pour :
* Google Drive (pour accéder aux documents de recherche partagés)
* GitHub (pour examiner les référentiels open source des concurrents)
* Recherche Web (pour obtenir des informations sur le marché en temps réel)
**Étape 3 : créer des Skills spécialisées**
Créez une Skill d'analyse de la concurrence :
**Étape 4 : configurer les sous-agents (Claude Code/SDK uniquement)**
Créez des sous-agents spécialisés :
Sous-agent d'`étude de marché` :
Sous-agent d'`analyste technique` :
**Étape 5 : activer votre agent de recherche**
Demandez à Claude : « Analysez la façon de nos trois principaux concurrents positionnent leurs nouvelles fonctionnalités d'IA et identifiez les créneaux que nous pourrions exploiter »
Voici ce qui se passe :
1. **Le contexte du projet se charge** : Claude accède aux documents de recherche que vous avez téléversés et suit les instructions du projet
2. **Activation des connexions MCP** : Claude recherche les derniers briefs concurrents dans votre Google Drive et récupère les données GitHub
3. **Les Skills déblaient** : la Skill d'analyse de la concurrence fournit le cadre analytique
4. **Les sous-agents s'exécutent** (dans Claude Code) : le spécialiste en étude de marché collecte les données sectorielles tandis que l'analyste technique examine les implémentations techniques
5. **Les requêtes s'affinent** : vous fournissez des indications sous forme de conversation : « Concentrez-vous surtout sur les clients du secteur de la santé »
**Le résultat :** une analyse concurrentielle complète qui s'appuie sur plusieurs sources de données, suit votre cadre analytique, exploite une expertise spécialisée et maintient le contexte tout au long de votre projet de recherche.
**Questions courantes**
-----------------------
#### **Comment fonctionnent les Skills ?**
Les Skills sont [révélées progressivement](https://claude.com/fr-fr/blog/skills-explained#)
pour garantir l'efficacité de Claude. Lorsqu'il travaille sur des tâches, Claude commence par analyser les métadonnées de la Skill (descriptions et résumés) pour identifier les correspondances pertinentes. Si une Skill correspond, Claude charge toutes les instructions. Enfin, si la Skill comprend des fichiers de code exécutable ou de référence, ceux-ci ne sont chargés que si nécessaire.
Cette architecture permet de disposer de nombreuses Skills sans surcharger la fenêtre de contexte de Claude. Claude accède exactement à ce dont il a besoin, au moment opportun.
#### **Skills et sous-agents : quand les utiliser**
**Utilisez les Skills lorsque :** vous souhaitez des capacités que toute instance de Claude peut charger et utiliser. Les Skills ressemblent à du matériel de formation : elles rendent Claude meilleur sur des tâches spécifiques dans l'ensemble des conversations.
**Utilisez des sous-agents lorsque :** vous avez besoin d'agents complets, autonomes, conçus à des fins spécifiques et capables de gérer les flux de travail de manière indépendante. Les sous-agents sont comme des employés spécialisés dotés de leur propre contexte et d'autorisations sur les outils.
**Utilisez-les ensemble lorsque :** vous avez besoin de sous-agents disposant d'une expertise spécialisée. Par exemple, un sous-agent chargé de la révision de code peut utiliser des Skills sur les meilleures pratiques spécifiques à un langage, combinant l'autonomie d'un sous-agent et l'expertise portable des Skills.
#### **Skills et requêtes : quand les utiliser**
**Utilisez les requêtes lorsque :** vous donnez des instructions ponctuelles, fournissez un contexte immédiat ou engagez une conversation. Les requêtes sont réactives et éphémères.
**Utilisez les Skills lorsque :** vous avez des procédures ou une expertise dont vous aurez besoin de manière répétée. Les Skills sont proactives — Claude sait quand les appliquer — et persistent d'une conversation à l'autre.
**Combinez-les :** les requêtes et les Skills se complètent naturellement. Utilisez les Skills pour acquérir une expertise fondamentale, puis utilisez les requêtes pour fournir un contexte spécifique et affiner chaque tâche.
#### **Skills et projets : quand les utiliser**
**Utilisez les projets lorsque :** vous avez besoin de connaissances de fond et d'un contexte devant informer toutes les conversations liées à une initiative spécifique. Les projets fournissent une documentation de référence statique toujours chargée.
**Utilisez les Skills lorsque :** vous avez besoin de connaissances procédurales et de code exécutable qui s'active uniquement lorsqu'ils sont pertinents. Les Skills offrent une expertise dynamique qui se charge à la demande, préservant votre fenêtre de contexte.
**Utilisez-les ensemble lorsque :** vous souhaitez à la fois un contexte persistant et des capacités spécialisées. Par exemple, un projet de « Développement de produit » contenant des spécifications techniques et des recherches utilisateurs, combiné avec des Skills pour créer de la documentation technique et analyser les données de retours utilisateur.
**Différence clé :** les projets indiquent « ce que vous devez savoir ». Les Skills expliquent « comment faire les choses ». Les projets constituent une base de connaissances avec laquelle travailler. Les Skills fournissent des capacités utilisables partout : dans n'importe quelle conversation, dans n'importe quel projet.
#### **Les sous-agents peuvent-ils utiliser des Skills ?**
Oui. Dans Claude Code et le SDK Agent, les sous-agents peuvent accéder aux Skills et les utiliser de la même manière que l'agent principal, en offrant de puissantes combinaisons où des sous-agents spécialisés tirent parti de leur expertise portable.
Par exemple, votre sous-agent développeur Python peut utiliser la Skill « analyse pandas » pour effectuer des transformations de données selon les conventions de votre équipe, tandis que votre sous-agent rédacteur technique utilise la Skill de rédaction technique pour mettre en forme la documentation API de manière cohérente.
**Prise en main**
-----------------
Prêt à utiliser des Skills ? Voici comment commencer :
[**Utilisateurs de Claude.ai**](https://claude.com/fr-fr/blog/skills-explained#)
**:**
* Activez les Skills dans Paramètres → Fonctionnalités
* Créez votre premier projet sur claude.ai/projects
* Essayez de combiner les connaissances de projet et des Skills dans votre prochaine tâche d'analyse
**Développeurs d'API :**
* Explorez la rubrique Skills dans la [documentation](https://claude.com/fr-fr/blog/skills-explained#)
* Consultez notre [guide de conception de Skills](https://claude.com/fr-fr/blog/skills-explained#)
**Utilisateurs de Claude Code :**
* Installez des Skills via les [places de marché de plug-in](https://claude.com/fr-fr/blog/skills-explained#)
* Consultez notre [guide de conception de Skills](https://claude.com/fr-fr/blog/skills-explained#)
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Oct 16, 2025
### Présentation des Skills d'agent
Annonces de produits
[Présentation des Skills d'agent](https://claude.com/fr-fr/blog/skills-explained#)
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[Présentation des Skills d'agent](https://claude.com/fr-fr/blog/skills)
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### Phase pilote de Claude for Chrome
Annonces de produits
[Phase pilote de Claude for Chrome](https://claude.com/fr-fr/blog/skills-explained#)
Phase pilote de Claude for Chrome
[Phase pilote de Claude for Chrome](https://claude.com/fr-fr/blog/claude-for-chrome)
Phase pilote de Claude for Chrome
Sep 29, 2025
### Gestion du contexte sur Claude Developer Platform
Annonces de produits
[Gestion du contexte sur Claude Developer Platform](https://claude.com/fr-fr/blog/skills-explained#)
Gestion du contexte sur Claude Developer Platform
[Gestion du contexte sur Claude Developer Platform](https://claude.com/fr-fr/blog/context-management)
Gestion du contexte sur Claude Developer Platform
Oct 20, 2025
### Claude Code sur le Web
Annonces de produits
[Claude Code sur le Web](https://claude.com/fr-fr/blog/skills-explained#)
Claude Code sur le Web
[Claude Code sur le Web](https://claude.com/fr-fr/blog/claude-code-on-the-web)
Claude Code sur le Web
Transformez le
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* Aidez-moi à développer un ton unique pour le public
[](https://claude.com/fr-fr/blog/skills-explained#)
Bonjour Claude ! Pourriez-vous m'aider à développer un ton unique pour le public ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Améliorez mon style
[](https://claude.com/fr-fr/blog/skills-explained#)
Bonjour Claude ! Pourriez-vous améliorer mon style ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Réfléchissez à des idées créatives
[](https://claude.com/fr-fr/blog/skills-explained#)
Bonjour Claude ! Pourriez-vous trouver des idées créatives ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
Apprendre
* Expliquez un sujet complexe en termes simples
[](https://claude.com/fr-fr/blog/skills-explained#)
Bonjour Claude ! Pourriez-vous expliquer un sujet complexe en termes simples ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Aidez-moi à comprendre ces idées
[](https://claude.com/fr-fr/blog/skills-explained#)
Bonjour Claude ! Pourriez-vous m'aider à comprendre ces idées ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Préparez un examen ou un entretien
[](https://claude.com/fr-fr/blog/skills-explained#)
Bonjour Claude ! Pourriez-vous vous m'aider à préparer un examen ou un entretien ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
Coder
* Expliquez un concept de programmation
[](https://claude.com/fr-fr/blog/skills-explained#)
Bonjour Claude ! Pourriez-vous expliquer un concept de programmation ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Examinez mon code et donnez-moi des conseils
[](https://claude.com/fr-fr/blog/skills-explained#)
Bonjour Claude ! Pourriez-vous examiner mon code et me donner des conseils ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Analysez le code tacite
[](https://claude.com/fr-fr/blog/skills-explained#)
Bonjour Claude ! Pourriez-vous m'aider à analyser le code tacite ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès - comme Google Drive, la recherche Web, etc. - s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible – un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
Plus
* Rédigez des études de cas
[](https://claude.com/fr-fr/blog/skills-explained#)
Ceci est un autre test
* Rédigez des propositions de subvention
[](https://claude.com/fr-fr/blog/skills-explained#)
Bonjour Claude ! Pourriez-vous rédiger des propositions de subvention ? Si vous souhaitez un complément d'informations, posez-moi tout de suite une ou deux questions clés. Dites-moi si vous jugez utile que je télécharge des documents susceptibles d'améliorer votre réponse. Vous pouvez utiliser les outils auxquels vous avez accès, comme Google Drive, la recherche Web, etc., s'ils vous aident dans cette tâche. N'utilisez pas d'outil d'analyse. Vos réponses doivent rester amicales, brèves et naturelles.
Veuillez exécuter cette tâche dès que possible. Un livrable serait idéal si cela a du sens. Si vous utilisez un livrable, déterminez le type (interactif, visuel, liste de contrôle, etc.) de livrable le plus utile pour cette tâche spécifique. Merci pour votre aide !
* Rédigez des scripts vidéo
[](https://claude.com/fr-fr/blog/skills-explained#)
ceci est un test
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---
# Structured outputs on the Claude Developer Platform | Claude
[](https://claude.ai/)
Explore here
Structured outputs on the Claude Developer Platform
===================================================
Guarantee responses match your JSON schemas and tool definitions with structured outputs.
[](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform#)
[](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform#)
* Category
[Product announcements](https://claude.com/blog/category/announcements)
* Product
Claude Developer Platform
* Date
November 14, 2025
* Reading time
5
min
* Share
[Copy link](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform#)
https://claude.com/blog/structured-outputs-on-the-claude-developer-platform
**_Update:_** _Now available on Claude Haiku 4.5—supported on the Claude Developer Platform, natively and in Microsoft Foundry. (Dec 4, 2025)_
The Claude Developer Platform now supports structured outputs for Claude Sonnet 4.5 and Opus 4.1. Available in public beta, this feature ensures API responses always match your specified JSON schemas or tool definitions.
With structured outputs, developers can eliminate schema-related parsing errors and failed tool calls by ensuring that Claude's responses conform to a defined schema—whether you're extracting data from images, orchestrating agents, or integrating with external APIs.
### Building reliable applications
For developers building applications and agents in production, a single error in data formatting can cause cascading failures. Structured outputs solves this by guaranteeing your response matches the exact structure you define, without any impact to model performance. This makes Claude dependable for applications and agents where accuracy is critical, including:
* **Data extraction** when downstream systems rely on error-free, consistent formats.
* **Multi-agent architectures** where consistent communication between agents is critical for a performant, stable experience.
* **Complex search tools** where multiple search fields must be filled in accurately and conform to specific patterns.
Structured outputs can be used two ways: with JSON or tools. When used with JSON, you provide your schema definition in the API request. For tools, you define your tool specifications, and Claude's output conforms to those tool definitions automatically.
The end result is a reliable output, reduced retries, and a simplified codebase that no longer needs failover logic or complex error handling.
### Customer Spotlight: OpenRouter
OpenRouter provides 4M+ developers access to all major AI models through a single, unified interface.
"Structured outputs have become a really valuable part of the agentic AI stack. Agents constantly ingest and produce structured data, so Anthropic’s structured outputs close a real gap for developers. Agent workflows run reliably, every time, and teams can focus on their customers rather than debugging tool calls,” said Chris Clark, COO, OpenRouter.
### Getting started
Structured outputs is now available in public beta for Sonnet 4.5 and Opus 4.1 on the Claude Developer Platform, with support for Haiku 4.5 coming soon. Explore our [documentation](https://docs.claude.com/en/docs/build-with-claude/structured-outputs)
for supported JSON schema types, implementation examples, and best practices.
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Related posts
-------------
Explore more product news and best practices for teams building with Claude.
Oct 16, 2025
### Introducing Agent Skills
Product announcements
[Introducing Agent Skills](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform#)
Introducing Agent Skills
[Introducing Agent Skills](https://claude.com/blog/skills)
Introducing Agent Skills
Dec 18, 2025
### Skills for organizations, partners, the ecosystem
Product announcements
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform#)
Skills for organizations, partners, the ecosystem
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/organization-skills-and-directory)
Skills for organizations, partners, the ecosystem
Aug 25, 2025
### Piloting Claude in Chrome
Product announcements
[Piloting Claude in Chrome](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform#)
Piloting Claude in Chrome
[Piloting Claude in Chrome](https://claude.com/blog/claude-for-chrome)
Piloting Claude in Chrome
Dec 8, 2025
### Claude Code and Slack
Product announcements
[Claude Code and Slack](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform#)
Claude Code and Slack
[Claude Code and Slack](https://claude.com/blog/claude-code-and-slack)
Claude Code and Slack
Transform how your organization operates with Claude
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Write
* Help me develop a unique voice for an audience
[](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform#)
This is another test
* Write grant proposals
[](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog/structured-outputs-on-the-claude-developer-platform#)
this is a test
[Anthropic](https://www.anthropic.com/)
Anthropic
© \[year\] Anthropic PBC
Products
* Claude
[Claude](https://claude.com/product/overview)
Claude
* Claude Code
[Claude Code](https://claude.com/product/claude-code)
Claude Code
* Max plan
[Max plan](https://claude.com/pricing/max)
Max plan
* Team plan
[Team plan](https://claude.com/pricing/team)
Team plan
* Enterprise plan
[Enterprise plan](https://claude.com/pricing/enterprise)
Enterprise plan
* Download app
[Download app](https://claude.com/download)
Download app
* Pricing
[Pricing](https://claude.com/pricing)
Pricing
* Log in
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Log in
Features
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Claude in Chrome
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Claude in Slack
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[Claude in Excel](https://claude.com/claude-in-excel)
Claude in Excel
* Skills
[Skills](https://claude.com/skills)
Skills
Models
* Opus
[Opus](https://www.anthropic.com/claude/opus)
Opus
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[Sonnet](https://www.anthropic.com/claude/sonnet)
Sonnet
* Haiku
[Haiku](https://www.anthropic.com/claude/haiku)
Haiku
Solutions
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[AI agents](https://claude.com/solutions/agents)
AI agents
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[Code modernization](https://claude.com/solutions/code-modernization)
Code modernization
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Coding
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Customer support
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Financial services
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[Government](https://claude.com/solutions/government)
Government
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[Life sciences](https://claude.com/solutions/life-sciences)
Life sciences
* Nonprofits
[Nonprofits](https://claude.com/solutions/nonprofits)
Nonprofits
Claude Developer Platform
* Overview
[Overview](https://claude.com/platform/api)
Overview
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[Developer docs](https://docs.claude.com/)
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[Pricing](https://claude.com/pricing#api)
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[Regional Compliance](https://claude.com/regional-compliance)
Regional Compliance
* Amazon Bedrock
[Amazon Bedrock](https://claude.com/partners/amazon-bedrock)
Amazon Bedrock
* Google Cloud’s Vertex AI
[Google Cloud’s Vertex AI](https://claude.com/partners/google-cloud-vertex-ai)
Google Cloud’s Vertex AI
* Console login
[Console login](https://console.anthropic.com/)
Console login
Learn
* Blog
[Blog](https://claude.com/blog)
Blog
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[Claude partner network](https://claude.com/partners)
Claude partner network
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[Courses](https://www.anthropic.com/learn)
Courses
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[Connectors](https://claude.com/connectors)
Connectors
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[Customer stories](https://claude.com/customers)
Customer stories
* Engineering at Anthropic
[Engineering at Anthropic](https://www.anthropic.com/engineering)
Engineering at Anthropic
* Events
[Events](https://www.anthropic.com/events)
Events
* Powered by Claude
[Powered by Claude](https://claude.com/partners/powered-by-claude)
Powered by Claude
* Service partners
[Service partners](https://claude.com/partners/services)
Service partners
* Startups program
[Startups program](https://claude.com/programs/startups)
Startups program
* Tutorials
[Tutorials](https://claude.com/resources/tutorials)
Tutorials
* Use cases
[Use cases](https://claude.com/resources/use-cases)
Use cases
Company
* Anthropic
[Anthropic](https://www.anthropic.com/)
Anthropic
* Careers
[Careers](https://www.anthropic.com/careers)
Careers
* Economic Futures
[Economic Futures](https://www.anthropic.com/economic-futures)
Economic Futures
* Research
[Research](https://www.anthropic.com/research)
Research
* News
[News](https://www.anthropic.com/news)
News
* Responsible Scaling Policy
[Responsible Scaling Policy](https://www.anthropic.com/news/announcing-our-updated-responsible-scaling-policy)
Responsible Scaling Policy
* Security and compliance
[Security and compliance](https://trust.anthropic.com/)
Security and compliance
* Transparency
[Transparency](https://anthropic.com/transparency)
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* Availability
[Availability](https://www.anthropic.com/supported-countries)
Availability
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[Status](https://status.anthropic.com/)
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[Support center](https://support.claude.com/en/)
Support center
Terms and policies
* Privacy choices
### Cookie settings
We use cookies to deliver and improve our services, analyze site usage, and if you agree, to customize or personalize your experience and market our services to you. You can read our Cookie Policy [here](https://www.anthropic.com/legal/cookies)
.
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English (US)
[](https://claude.com/blog-product/claude-developer-platform)
Claude Developer Platform
---
# Tailor Claude’s responses to your personal style | Claude
[](https://claude.ai/)
Explore here
Tailor Claude’s responses to your personal style
================================================
Claude now lets users customize its communication style with preset options or custom styles based on their own writing samples.
[](https://claude.com/blog/styles#)
[](https://claude.com/blog/styles#)
* Category
[Product announcements](https://claude.com/blog/category/announcements)
* Product
Claude apps
* Date
November 26, 2024
* Reading time
5
min
* Share
[Copy link](https://claude.com/blog/styles#)
https://claude.com/blog/styles
Today, we're announcing custom styles for all [Claude.ai](http://claude.ai/)
users. Now you can tailor Claude's responses to your unique needs and workflows.
Personalize Claude chats
------------------------
With styles, you can customize Claude’s responses to match your communication preferences, tone, and structure. Whether you're a developer writing technical documentation, a marketer crafting specific brand guidelines, or a product team planning extensive project requirements, Claude can adapt to your preferred way of writing.
You can choose from the following:
* **Formal**: clear and polished responses
* **Concise**: shorter and more direct responses
* **Explanatory**: educational responses for learning new concepts
Generate custom styles
----------------------
Beyond these preset options, Claude can generate **custom styles** for you. Upload sample content that reflects your preferred way of communicating, specify instructions to match your needs, and edit your preferences as they evolve.
Early customers like GitLab have leveraged styles to standardize communication and decision-making in their daily workflows across a variety of scenarios.
> Claude’s ability to maintain a consistent voice while adapting to different contexts allows our team members to use styles for various use cases including writing business cases, updating user documentation, and creating and translating marketing materials. The combination of pre-built styles for quick alignment and custom styles to match different user’s preferences make it a useful tool.
— Taylor McCaslin, product lead for AI and ML tech at GitLab
Getting started
---------------
With styles, Claude adapts to your unique context and communication choices, helping you achieve more while working in a way that feels natural to you. To get started, define your style using a preset option or customize your own in the [Claude.ai](http://claude.ai/)
chat box.
No items found.
[Prev](https://claude.com/blog/styles#)
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Next
eBook
[](https://claude.com/blog/styles#)
FAQ
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[](https://claude.com/blog/styles#)
Related posts
-------------
Explore more product news and best practices for teams building with Claude.
Oct 16, 2025
### Introducing Agent Skills
Product announcements
[Introducing Agent Skills](https://claude.com/blog/styles#)
Introducing Agent Skills
[Introducing Agent Skills](https://claude.com/blog/skills)
Introducing Agent Skills
Dec 18, 2025
### Skills for organizations, partners, the ecosystem
Product announcements
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/styles#)
Skills for organizations, partners, the ecosystem
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/organization-skills-and-directory)
Skills for organizations, partners, the ecosystem
Aug 25, 2025
### Piloting Claude in Chrome
Product announcements
[Piloting Claude in Chrome](https://claude.com/blog/styles#)
Piloting Claude in Chrome
[Piloting Claude in Chrome](https://claude.com/blog/claude-for-chrome)
Piloting Claude in Chrome
Dec 8, 2025
### Claude Code and Slack
Product announcements
[Claude Code and Slack](https://claude.com/blog/styles#)
Claude Code and Slack
[Claude Code and Slack](https://claude.com/blog/claude-code-and-slack)
Claude Code and Slack
Transform how your organization operates with Claude
----------------------------------------------------
See pricing
[See pricing](https://claude.com/pricing#api)
See pricing
Contact sales
[Contact sales](https://claude.com/contact-sales)
Contact sales
Get the developer newsletter
Product updates, how-tos, community spotlights, and more. Delivered monthly to your inbox.
[Subscribe](https://claude.com/blog/styles#)
Subscribe
Please provide your email address if you'd like to receive our monthly developer newsletter. You can unsubscribe at any time.
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[Homepage](https://claude.com/?r=0)
Homepage
[Next](https://claude.com/blog/styles#)
Next
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Write
[Button Text](https://claude.com/blog/styles#)
Button Text
Learn
[Button Text](https://claude.com/blog/styles#)
Button Text
Code
[Button Text](https://claude.com/blog/styles#)
Button Text
Write
* Help me develop a unique voice for an audience
[](https://claude.com/blog/styles#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog/styles#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog/styles#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog/styles#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog/styles#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog/styles#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog/styles#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog/styles#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog/styles#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog/styles#)
This is another test
* Write grant proposals
[](https://claude.com/blog/styles#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog/styles#)
this is a test
[Anthropic](https://www.anthropic.com/)
Anthropic
© \[year\] Anthropic PBC
Products
* Claude
[Claude](https://claude.com/product/overview)
Claude
* Claude Code
[Claude Code](https://claude.com/product/claude-code)
Claude Code
* Max plan
[Max plan](https://claude.com/pricing/max)
Max plan
* Team plan
[Team plan](https://claude.com/pricing/team)
Team plan
* Enterprise plan
[Enterprise plan](https://claude.com/pricing/enterprise)
Enterprise plan
* Download app
[Download app](https://claude.com/download)
Download app
* Pricing
[Pricing](https://claude.com/pricing)
Pricing
* Log in
[Log in](https://claude.ai/login)
Log in
Features
* Claude in Chrome
[Claude in Chrome](https://claude.com/chrome)
Claude in Chrome
* Claude in Slack
[Claude in Slack](https://claude.com/claude-in-slack)
Claude in Slack
* Claude in Excel
[Claude in Excel](https://claude.com/claude-in-excel)
Claude in Excel
* Skills
[Skills](https://claude.com/skills)
Skills
Models
* Opus
[Opus](https://www.anthropic.com/claude/opus)
Opus
* Sonnet
[Sonnet](https://www.anthropic.com/claude/sonnet)
Sonnet
* Haiku
[Haiku](https://www.anthropic.com/claude/haiku)
Haiku
Solutions
* AI agents
[AI agents](https://claude.com/solutions/agents)
AI agents
* Code modernization
[Code modernization](https://claude.com/solutions/code-modernization)
Code modernization
* Coding
[Coding](https://claude.com/solutions/coding)
Coding
* Customer support
[Customer support](https://claude.com/solutions/customer-support)
Customer support
* Education
[Education](https://claude.com/solutions/education)
Education
* Financial services
[Financial services](https://claude.com/solutions/financial-services)
Financial services
* Government
[Government](https://claude.com/solutions/government)
Government
* Life sciences
[Life sciences](https://claude.com/solutions/life-sciences)
Life sciences
* Nonprofits
[Nonprofits](https://claude.com/solutions/nonprofits)
Nonprofits
Claude Developer Platform
* Overview
[Overview](https://claude.com/platform/api)
Overview
* Developer docs
[Developer docs](https://docs.claude.com/)
Developer docs
* Pricing
[Pricing](https://claude.com/pricing#api)
Pricing
* Regional Compliance
[Regional Compliance](https://claude.com/regional-compliance)
Regional Compliance
* Amazon Bedrock
[Amazon Bedrock](https://claude.com/partners/amazon-bedrock)
Amazon Bedrock
* Google Cloud’s Vertex AI
[Google Cloud’s Vertex AI](https://claude.com/partners/google-cloud-vertex-ai)
Google Cloud’s Vertex AI
* Console login
[Console login](https://console.anthropic.com/)
Console login
Learn
* Blog
[Blog](https://claude.com/blog)
Blog
* Claude partner network
[Claude partner network](https://claude.com/partners)
Claude partner network
* Courses
[Courses](https://www.anthropic.com/learn)
Courses
* Connectors
[Connectors](https://claude.com/connectors)
Connectors
* Customer stories
[Customer stories](https://claude.com/customers)
Customer stories
* Engineering at Anthropic
[Engineering at Anthropic](https://www.anthropic.com/engineering)
Engineering at Anthropic
* Events
[Events](https://www.anthropic.com/events)
Events
* Powered by Claude
[Powered by Claude](https://claude.com/partners/powered-by-claude)
Powered by Claude
* Service partners
[Service partners](https://claude.com/partners/services)
Service partners
* Startups program
[Startups program](https://claude.com/programs/startups)
Startups program
* Tutorials
[Tutorials](https://claude.com/resources/tutorials)
Tutorials
* Use cases
[Use cases](https://claude.com/resources/use-cases)
Use cases
Company
* Anthropic
[Anthropic](https://www.anthropic.com/)
Anthropic
* Careers
[Careers](https://www.anthropic.com/careers)
Careers
* Economic Futures
[Economic Futures](https://www.anthropic.com/economic-futures)
Economic Futures
* Research
[Research](https://www.anthropic.com/research)
Research
* News
[News](https://www.anthropic.com/news)
News
* Responsible Scaling Policy
[Responsible Scaling Policy](https://www.anthropic.com/news/announcing-our-updated-responsible-scaling-policy)
Responsible Scaling Policy
* Security and compliance
[Security and compliance](https://trust.anthropic.com/)
Security and compliance
* Transparency
[Transparency](https://anthropic.com/transparency)
Transparency
Help and security
* Availability
[Availability](https://www.anthropic.com/supported-countries)
Availability
* Status
[Status](https://status.anthropic.com/)
Status
* Support center
[Support center](https://support.claude.com/en/)
Support center
Terms and policies
* Privacy choices
### Cookie settings
We use cookies to deliver and improve our services, analyze site usage, and if you agree, to customize or personalize your experience and market our services to you. You can read our Cookie Policy [here](https://www.anthropic.com/legal/cookies)
.
Customize cookie settings Reject all cookies Accept all cookies
###### Necessary
Enables security and basic functionality.
Required
###### Analytics
Enables tracking of site performance.
Off
###### Marketing
Enables ads personalization and tracking.
Off
Save preferences
* Privacy policy
[Privacy policy](https://www.anthropic.com/legal/privacy)
Privacy policy
* Responsible disclosure policy
[Responsible disclosure policy](https://www.anthropic.com/responsible-disclosure-policy)
Responsible disclosure policy
* Terms of service: Commercial
[Terms of service: Commercial](https://www.anthropic.com/legal/commercial-terms)
Terms of service: Commercial
* Terms of service: Consumer
[Terms of service: Consumer](https://www.anthropic.com/legal/consumer-terms)
Terms of service: Consumer
* Usage policy
[Usage policy](https://www.anthropic.com/legal/aup)
Usage policy
[x.com](https://x.com/claudeai)
x.com
[LinkedIn](https://www.linkedin.com/showcase/claude/)
LinkedIn
[YouTube](https://www.youtube.com/@anthropic-ai)
YouTube
[Instagram](https://www.instagram.com/claudeai)
Instagram
English (US)
[](https://claude.com/blog-product/claude-apps)
Claude apps
[](https://claude.com/blog-usecases/work)
Work
---
# Introducing the Claude Team plan and iOS app | Claude
[](https://claude.ai/)
Explore here
Introducing the Claude Team plan and iOS app
============================================
Claude now offers a Team plan with increased usage and a free iOS app.
[](https://claude.com/blog/team-plan-and-ios#)
[](https://claude.com/blog/team-plan-and-ios#)
* Category
[Product announcements](https://claude.com/blog/category/announcements)
* Product
Claude apps
* Date
May 1, 2024
* Reading time
5
min
* Share
[Copy link](https://claude.com/blog/team-plan-and-ios#)
https://claude.com/blog/team-plan-and-ios
Today, we’re announcing two updates for Claude: a new Team plan and an iOS app.
* The Team plan enables ambitious teams to create a workspace with increased usage for members and tools for managing users and billing. It’s the best way for teams across industries to leverage our next-generation [Claude 3 model family](https://www.anthropic.com/news/claude-3-family)
. This plan is available for $30 per user per month.
* The Claude iOS app is available to download for free for all Claude users. It offers the same intuitive experience as mobile web, including syncing your chat history and support for taking and uploading photos.
Claude is designed to help individuals—and now teams—harness the power of the industry’s most advanced AI models. Whether you need a partner for deep work, a knowledgeable expert, a creative collaborator, or an assistant that’s available instantly, Claude augments every employee's capabilities and enables businesses to achieve new levels of productivity to drive better results.
Team plan
---------
Claude enables companies to shape their workflows based on their teams' unique needs and goals, rather than being limited by their existing tools. Built with security and data privacy in mind, Claude helps protect sensitive business information.
The new Team plan features:
* **Increased usage**: Provides greater usage per user compared to our Pro plan, enabling every teammate to significantly increase the number of chats they can have with Claude.
* **Access to the Claude 3 model family:** Offers the full Claude 3 model family—including Opus, Sonnet, and Haiku—providing teams and business users a suite of cutting-edge AI models tailored for different use cases. Choose the best-suited model for your specific business needs.
* **200K context window:** Enables businesses to process long documents (e.g., research papers, legal contracts), discuss complex topics (e.g., financial forecasting, product roadmapping), and maintain multi-step conversations (e.g., customer support inquiries, project planning discussions), helping individuals and teams gain deeper insights from their data.
* **Admin tools and billing management**: Introduces administrative tools to conveniently control user and billing management for easier onboarding and less overhead.
* **Everything in Pro:** Includes all Claude Pro features including priority access during high-traffic periods, early access to new features, greater usage rates, and more.
In the coming weeks, we will be releasing additional collaboration features, including citations from reliable sources to verify AI-generated claims, integrations with data repositories like codebases or CRMs, and iterating with colleagues on AI-generated documents or projects—all while maintaining the highest standards of security and safety.
The Team plan is $30 per user per month, with a minimum of 5 seats. To get started with the Team plan, sign up [here](https://claude.ai/)
.
iOS app
-----------
We’re also announcing the launch of the Claude iOS app, so you can access Claude from anywhere, any time.
The Claude iOS app features:
* **Seamless syncing with web chats**: Pick up where you left off across devices.
* **Vision capabilities**: Use photos from your library, take new photos, or upload files so you can have real-time image analysis, contextual understanding, and mobile-centric use cases on the go.
* **Open access**: Users across all plans, including Pro and Team, can download the app free of charge.
Early testers report that the Claude app is exceptional for brainstorming ideas on the go, getting quick answers to questions, or analyzing scenes and images from the real world. Our new iOS app puts the power of frontier intelligence in your back pocket.
To download the iOS app, find us on the [Apple App Store](https://apps.apple.com/us/app/claude/id6473753684)
.
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Related posts
-------------
Explore more product news and best practices for teams building with Claude.
Oct 16, 2025
### Introducing Agent Skills
Product announcements
[Introducing Agent Skills](https://claude.com/blog/team-plan-and-ios#)
Introducing Agent Skills
[Introducing Agent Skills](https://claude.com/blog/skills)
Introducing Agent Skills
Dec 18, 2025
### Skills for organizations, partners, the ecosystem
Product announcements
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/team-plan-and-ios#)
Skills for organizations, partners, the ecosystem
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/organization-skills-and-directory)
Skills for organizations, partners, the ecosystem
Aug 25, 2025
### Piloting Claude in Chrome
Product announcements
[Piloting Claude in Chrome](https://claude.com/blog/team-plan-and-ios#)
Piloting Claude in Chrome
[Piloting Claude in Chrome](https://claude.com/blog/claude-for-chrome)
Piloting Claude in Chrome
Dec 8, 2025
### Claude Code and Slack
Product announcements
[Claude Code and Slack](https://claude.com/blog/team-plan-and-ios#)
Claude Code and Slack
[Claude Code and Slack](https://claude.com/blog/claude-code-and-slack)
Claude Code and Slack
Transform how your organization operates with Claude
----------------------------------------------------
See pricing
[See pricing](https://claude.com/pricing#api)
See pricing
Contact sales
[Contact sales](https://claude.com/contact-sales)
Contact sales
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[Button Text](https://claude.com/blog/team-plan-and-ios#)
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[Button Text](https://claude.com/blog/team-plan-and-ios#)
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Write
* Help me develop a unique voice for an audience
[](https://claude.com/blog/team-plan-and-ios#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog/team-plan-and-ios#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog/team-plan-and-ios#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog/team-plan-and-ios#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog/team-plan-and-ios#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog/team-plan-and-ios#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog/team-plan-and-ios#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog/team-plan-and-ios#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog/team-plan-and-ios#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog/team-plan-and-ios#)
This is another test
* Write grant proposals
[](https://claude.com/blog/team-plan-and-ios#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog/team-plan-and-ios#)
this is a test
[Anthropic](https://www.anthropic.com/)
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---
# Token-saving updates on the Anthropic API | Claude
[](https://claude.ai/)
Explore here
Token-saving updates on the Anthropic API
=========================================
Claude now offers cache-aware rate limits, simplified prompt caching, and token-efficient tool use to help developers increase throughput and cut costs.
[](https://claude.com/blog/token-saving-updates#)
[](https://claude.com/blog/token-saving-updates#)
* Category
[Product announcements](https://claude.com/blog/category/announcements)
* Product
Claude Developer Platform
* Date
March 13, 2025
* Reading time
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min
* Share
[Copy link](https://claude.com/blog/token-saving-updates#)
https://claude.com/blog/token-saving-updates
We've made several updates to the Anthropic API that let developers significantly increase throughput and reduce token usage with Claude 3.7 Sonnet. These include: cache-aware rate limits, simpler prompt caching, and token-efficient tool use.
Together, these updates will help you process more requests within your existing rate limits and reduce costs with minimal code changes.
### Increase your throughput with prompt caching
[Prompt caching](https://www.anthropic.com/news/prompt-caching)
allows developers to store and reuse frequently accessed context between API calls. This lets Claude maintain knowledge of large documents, instructions, or examples without sending the same information with each request—reducing costs by up to 90% and latency by up to 85% for long prompts. We’ve released two improvements to prompt caching for Claude 3.7 Sonnet that work together to help you scale more efficiently.
#### Cache-aware rate limits
Prompt cache read tokens no longer count against your Input Tokens Per Minute (ITPM) limit for Claude 3.7 Sonnet on the Anthropic API. This means you can now optimize your prompt caching usage to increase throughput and get more out of your existing ITPM rate limits. Your Output Tokens Per Minute (OTPM) rate limit remains the same.
This makes Claude 3.7 Sonnet particularly powerful for applications that benefit from extensive context while requiring high throughput, such as:
* Document analysis platforms that need to maintain large knowledge bases in context
* Coding assistants that reference extensive codebases
* Customer support systems that leverage detailed product documentation
[Cache-aware ITPM limits](https://docs.anthropic.com/en/api/rate-limits#rate-limits)
are available for Claude 3.7 Sonnet on the Anthropic API.
#### Simpler cache management
We've updated prompt caching to be easier to use. Now, when you set a cache breakpoint, Claude automatically reads from your longest previously cached prefix.
You no longer need to manually track and specify which cached segments to use as we automatically identify and use the most relevant cached content. This not only reduces your workload, but also frees up more tokens.
This feature is available on the Anthropic API and Google Cloud’s Vertex AI. Explore our [documentation](https://docs.anthropic.com/en/docs/build-with-claude/prompt-caching)
to learn more.
### Token-efficient tool use
Claude is already capable of interacting with external client-side tools and functions. This update lets you equip Claude with your own custom tools to perform tasks—like extracting structured data from unstructured text or automating simple tasks via APIs. Claude 3.7 Sonnet now supports [calling tools in a token-efficient manner](https://docs.anthropic.com/en/docs/build-with-claude/tool-use/token-efficient-tool-use)
, reducing output token consumption by up to 70%. On average, early users have seen a reduction of 14%.
To use this feature, simply add the beta header _token-efficient-tools-2025-02-19_ to a tool use request with Claude 3.7 Sonnet. If you are using the SDK, ensure that you are using the beta SDK with _anthropic.beta.messages_.
Token-efficient tool use is currently available in beta on the Anthropic API, Amazon Bedrock, and Google Cloud’s Vertex AI.
#### Text\_editor tool
We also introduced a new _text\_editor_ tool, designed for applications where users collaborate with Claude on documents. With the new tool, Claude can make targeted edits to specific portions of text within source code, documents, or research reports. This reduces token consumption and latency, all while increasing accuracy.
Developers can easily implement this tool in their applications by providing it in their API requests and handling the tool use responses.
The _text\_editor_ tool is available on the Anthropic API, Amazon Bedrock, and Google Cloud's Vertex AI. See our [documentation](https://docs.anthropic.com/en/docs/build-with-claude/tool-use/text-editor-tool)
to get started.
### Customer Spotlight: Cognition
Early users, like Cognition, are leveraging these updates to improve token efficiency and response quality. Cognition is an applied AI lab and the maker of Devin, a collaborative AI teammate that helps ambitious engineering teams achieve more.
“Prompt caching allows us to provide more context about the codebase to get higher quality results while reducing cost and latency. With cache-aware ITPM limits, we are further optimizing our prompt caching usage to increase our throughput and get more out of our existing rate limits,” said Scott Wu, Co-founder and CEO at Cognition.
### Get started now
These features are available today to all Anthropic API customers. You can implement them immediately with minimal code changes:
1. **Take advantage of cache-aware rate limits:** Use [prompt caching](https://docs.anthropic.com/en/docs/build-with-claude/prompt-caching)
with Claude 3.7 Sonnet.
2. **Implement token-efficient tool use:** Add the beta header _token-efficient-tools-2025-02-19_ to your requests and start saving tokens.
3. **Try the _text\_editor_ tool:** Integrate it into your applications for more efficient document editing workflows.
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Related posts
-------------
Explore more product news and best practices for teams building with Claude.
Oct 16, 2025
### Introducing Agent Skills
Product announcements
[Introducing Agent Skills](https://claude.com/blog/token-saving-updates#)
Introducing Agent Skills
[Introducing Agent Skills](https://claude.com/blog/skills)
Introducing Agent Skills
Dec 18, 2025
### Skills for organizations, partners, the ecosystem
Product announcements
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/token-saving-updates#)
Skills for organizations, partners, the ecosystem
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/organization-skills-and-directory)
Skills for organizations, partners, the ecosystem
Aug 25, 2025
### Piloting Claude in Chrome
Product announcements
[Piloting Claude in Chrome](https://claude.com/blog/token-saving-updates#)
Piloting Claude in Chrome
[Piloting Claude in Chrome](https://claude.com/blog/claude-for-chrome)
Piloting Claude in Chrome
Dec 8, 2025
### Claude Code and Slack
Product announcements
[Claude Code and Slack](https://claude.com/blog/token-saving-updates#)
Claude Code and Slack
[Claude Code and Slack](https://claude.com/blog/claude-code-and-slack)
Claude Code and Slack
Transform how your organization operates with Claude
----------------------------------------------------
See pricing
[See pricing](https://claude.com/pricing#api)
See pricing
Contact sales
[Contact sales](https://claude.com/contact-sales)
Contact sales
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Write
* Help me develop a unique voice for an audience
[](https://claude.com/blog/token-saving-updates#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog/token-saving-updates#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog/token-saving-updates#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog/token-saving-updates#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog/token-saving-updates#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog/token-saving-updates#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog/token-saving-updates#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog/token-saving-updates#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog/token-saving-updates#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog/token-saving-updates#)
This is another test
* Write grant proposals
[](https://claude.com/blog/token-saving-updates#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog/token-saving-updates#)
this is a test
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---
# Claude can now use tools | Claude
[](https://claude.ai/)
Explore here
Claude can now use tools
========================
Claude now connects with external tools and APIs to perform tasks, manipulate data, and deliver more accurate responses.
[](https://claude.com/blog/tool-use-ga#)
[](https://claude.com/blog/tool-use-ga#)
* Category
[Product announcements](https://claude.com/blog/category/announcements)
* Product
Claude Developer Platform
* Date
May 30, 2024
* Reading time
5
min
* Share
[Copy link](https://claude.com/blog/tool-use-ga#)
https://claude.com/blog/tool-use-ga
Tool use, which enables Claude to interact with external tools and APIs, is now generally available across the entire Claude 3 model family on the Anthropic Messages API, Amazon Bedrock, and Google Cloud's Vertex AI. With tool use, Claude can perform tasks, manipulate data, and provide more dynamic—and accurate—responses.
Tool use
--------
Define a toolset for Claude and specify your request in natural language. Claude will then select the appropriate tool to fulfill the task and, when appropriate, execute the corresponding action:
* **Extract structured data from unstructured text**: Pull names, dates, and amounts from invoices to reduce manual data entry.
* **Convert natural language requests into structured API calls**: Enable teams to self-serve common actions (e.g., "cancel subscription") with simple commands.
* **Answer questions by searching databases or using web APIs**: Provide instant, accurate responses to customer inquiries in support chatbots.
* **Automate simple tasks through software APIs**: Save time and minimize errors in data entry or file management.
* **Orchestrate multiple fast Claude subagents for granular tasks**: Automatically find the optimal meeting time based on attendee availability.
Improved developer experience
-----------------------------
To make it easier to leverage the intelligence of the Claude 3 models with tools, we’ve also built in features that help developers further customize the end-user experience.
* **Tool use with streaming reduces wait times to create more engaging interactions**: Streaming enables real-time responses in applications like customer support chatbots for smoother, more natural conversations.
* **Forced tool use allows developers to instruct Claude on tool selection**: Developers can specify which tools Claude should use or leave the choice with Claude, helping create more targeted and efficient applications.
* **Tools also work with images**: Claude can incorporate image inputs in live applications.
During our beta many developers used Opus to build sophisticated user-facing assistants. To further enhance this experience, Opus will now include tags in its outputs, clarifying Claude’s reasoning and simplifying the debugging process for developers. Our Claude 3 models are currently unable to support parallel tool calls.
Customer spotlight: StudyFetch
------------------------------
AI-native learning platform [StudyFetch](https://www.claude.com/customers/studyfetch)
uses Claude's tool use capabilities to power its personalized AI tutor, Spark.E. By integrating tools to track student progress, navigate course materials and lectures, and create interactive user interfaces, StudyFetch has created a more engaging educational environment for students globally.
"Claude with tool use is accurate and cost-effective, and now powers our live voice-enabled AI tutoring sessions. Within just a few days, we integrated tools into our platform,” said Ryan Trattner, CTO and Co-Founder at StudyFetch. “As a result, our AI tutor, Spark.E, acts agentically—displaying interactive UIs, tracking student progress in context, and navigating through lectures and materials. Since implementing Claude with tool use, we've observed a 42% increase in positive human feedback."
Customer spotlight: Intuned
---------------------------
Intuned, the browser automation platform, uses Claude to power data extraction within their cloud platform. With AI-powered data extraction, Intuned is able to drastically improve the developer experience in building and executing more reliable browser automations.
"Claude 3 Haiku with tool use has been a game changer for us. After accessing the model and running our benchmarks on it, we realized the quality, speed, and price combination is unmatched,” said Faisal Ilaiwi, Co-Founder at Intuned. “Haiku is helping us scale our customers' data extraction tasks to a completely new level."
Customer spotlight: Hebbia
--------------------------
[Hebbia](https://www.claude.com/customers/hebbia)
is building the AI knowledge worker for leading financial and legal services firms. They use Claude 3 Haiku to help power several complex, multi-step customer workflows.
"We leverage Claude 3 Haiku for generating live suggestions, automating prompt writing, and extracting key metadata from long documents,” shared Divya Mehta, Product Manager at Hebbia. “Claude 3 Haiku's tool use feature has unlocked capabilities and speed for our platform to generate reliable suggestions and prompts in real-time."
Get started
-----------
You can get started with tool use today on the Anthropic Messages API, Amazon Bedrock, and Google Cloud's Vertex AI. To learn more, explore our [documentation](https://docs.anthropic.com/en/docs/tool-use)
, [tool use tutorial](https://github.com/anthropics/courses/tree/master/tool_use)
, and [Anthropic Cookbooks on tool use](https://github.com/anthropics/anthropic-cookbook/tree/main/tool_use)
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Related posts
-------------
Explore more product news and best practices for teams building with Claude.
Oct 16, 2025
### Introducing Agent Skills
Product announcements
[Introducing Agent Skills](https://claude.com/blog/tool-use-ga#)
Introducing Agent Skills
[Introducing Agent Skills](https://claude.com/blog/skills)
Introducing Agent Skills
Dec 18, 2025
### Skills for organizations, partners, the ecosystem
Product announcements
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/tool-use-ga#)
Skills for organizations, partners, the ecosystem
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/organization-skills-and-directory)
Skills for organizations, partners, the ecosystem
Aug 25, 2025
### Piloting Claude in Chrome
Product announcements
[Piloting Claude in Chrome](https://claude.com/blog/tool-use-ga#)
Piloting Claude in Chrome
[Piloting Claude in Chrome](https://claude.com/blog/claude-for-chrome)
Piloting Claude in Chrome
Dec 8, 2025
### Claude Code and Slack
Product announcements
[Claude Code and Slack](https://claude.com/blog/tool-use-ga#)
Claude Code and Slack
[Claude Code and Slack](https://claude.com/blog/claude-code-and-slack)
Claude Code and Slack
Transform how your organization operates with Claude
----------------------------------------------------
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Write
* Help me develop a unique voice for an audience
[](https://claude.com/blog/tool-use-ga#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog/tool-use-ga#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog/tool-use-ga#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog/tool-use-ga#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog/tool-use-ga#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog/tool-use-ga#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog/tool-use-ga#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog/tool-use-ga#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog/tool-use-ga#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog/tool-use-ga#)
This is another test
* Write grant proposals
[](https://claude.com/blog/tool-use-ga#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog/tool-use-ga#)
this is a test
[Anthropic](https://www.anthropic.com/)
Anthropic
© \[year\] Anthropic PBC
Products
* Claude
[Claude](https://claude.com/product/overview)
Claude
* Claude Code
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---
# Claude 3.5 Haiku on AWS Trainium2 and model distillation in Amazon Bedrock | Claude
[](https://claude.ai/)
Explore here
Claude 3.5 Haiku on AWS Trainium2 and model distillation in Amazon Bedrock
==========================================================================
We're bringing faster inference to Claude 3.5 Haiku through AWS Trainium2 optimization and enabling model distillation in Amazon Bedrock to help you achieve frontier-level performance at lower costs.
[](https://claude.com/blog/trainium2-and-distillation#)
[](https://claude.com/blog/trainium2-and-distillation#)
* Category
[Product announcements](https://claude.com/blog/category/announcements)
* Product
Claude for Enterprise
* Date
December 3, 2024
* Reading time
5
min
* Share
[Copy link](https://claude.com/blog/trainium2-and-distillation#)
https://claude.com/blog/trainium2-and-distillation
As part of our expanded [collaboration with AWS](https://www.anthropic.com/news/anthropic-amazon-trainium)
, we’ve begun optimizing Claude models to run on [AWS Trainium2](https://aws.amazon.com/ai/machine-learning/trainium/)
, their most advanced AI chip.
To preview what’s possible with Trainium2, Claude 3.5 Haiku now supports latency-optimized inference in [Amazon Bedrock](https://aws.amazon.com/bedrock/claude/)
, making the model significantly faster without compromising accuracy.
We’re also adding support for model distillation in Amazon Bedrock, bringing the intelligence of larger Claude models to our faster and more cost-effective models.
### Next-gen models on Trainium2
We are collaborating with AWS to build Project Rainier—an EC2 UltraCluster of Trn2 UltraServers containing hundreds of thousands of Trainium2 chips. This cluster will deliver more than five times the computing power (in exaflops) used to train our current generation of leading AI models.
Trainium2 enables us to offer faster models in Amazon Bedrock, starting with Claude 3.5 Haiku which now supports latency-optimized inference in public preview. By enabling latency optimization, Claude 3.5 Haiku can deliver up to 60% faster inference speed—making it the ideal choice for use cases ranging from code completions to real-time content moderation and chatbots.
This faster version of Claude 3.5 Haiku, powered by Trainium2, is available in the US East (Ohio) Region via [cross-region inference](https://docs.aws.amazon.com/bedrock/latest/userguide/cross-region-inference.html)
and is offered at $1 per million input tokens and $5 per million output tokens.
### Amazon Bedrock Model Distillation
We’re also enabling customers to get frontier performance from Claude 3 Haiku—our most cost-effective model from the last generation. With distillation, Claude 3 Haiku can now achieve significant performance gains, reaching Claude 3.5 Sonnet-like accuracy for specific tasks—at the same price and speed of our most cost-effective model.
This technique transfers knowledge from the "teacher" (Claude 3.5 Sonnet) to the "student" (Claude 3 Haiku), enabling customers to run sophisticated tasks like retrieval augmented generation (RAG) and data analysis at a fraction of the cost.
Unlike traditional fine-tuning, which requires developers to manually craft training examples and continuously adjust parameters, Amazon Bedrock Model Distillation automates the entire process by:
1. **Generating synthetic training data** from Claude 3.5 Sonnet
2. **Training and evaluating** Claude 3 Haiku
3. **Hosting** the final distilled model for inference
Amazon Bedrock Model Distillation automatically applies different data synthesis methods—from generating similar prompts to creating new high-quality responses based on your example prompt-response pairs.
Distillation for Claude 3 Haiku in Amazon Bedrock is now available in preview. Learn more in the AWS [launch blog](https://aws.amazon.com/blogs/aws/build-faster-more-cost-efficient-highly-accurate-models-with-amazon-bedrock-model-distillation-preview/)
and [documentation](https://docs.aws.amazon.com/bedrock/latest/userguide/model-distillation.html)
.
### Lower prices for Claude 3.5 Haiku
In addition to offering a faster version on Trainium2, customers can continue to access [Claude 3.5 Haiku](https://www.anthropic.com/claude/haiku)
on the [Anthropic API](https://console.anthropic.com/workbench)
, [Amazon Bedrock](https://aws.amazon.com/bedrock/claude/)
, and [Google Cloud’s Vertex AI](https://cloud.google.com/vertex-ai/generative-ai/docs/partner-models/use-claude)
.
To make this model even more accessible for a wide range of use cases, we’re lowering the price of Claude 3.5 Haiku to $0.80 per million input tokens and $4 per million output tokens across all platforms.
### Get started
Starting today, model distillation and the faster Claude 3.5 Haiku are available in preview in Amazon Bedrock. For developers seeking the optimal balance of price, performance, and speed, you now have expanded model options with Claude:
* Claude 3.5 Haiku with latency optimization, powered by Trainium2, for general use cases
* Claude 3 Haiku, distilled with frontier performance, for high-volume, repetitive use cases
To get started, visit the [Amazon Bedrock console](https://signin.aws.amazon.com/signup?request_type=register)
. We can’t wait to see what you build.
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Related posts
-------------
Explore more product news and best practices for teams building with Claude.
Oct 16, 2025
### Introducing Agent Skills
Product announcements
[Introducing Agent Skills](https://claude.com/blog/trainium2-and-distillation#)
Introducing Agent Skills
[Introducing Agent Skills](https://claude.com/blog/skills)
Introducing Agent Skills
Dec 18, 2025
### Skills for organizations, partners, the ecosystem
Product announcements
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/trainium2-and-distillation#)
Skills for organizations, partners, the ecosystem
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/organization-skills-and-directory)
Skills for organizations, partners, the ecosystem
Aug 25, 2025
### Piloting Claude in Chrome
Product announcements
[Piloting Claude in Chrome](https://claude.com/blog/trainium2-and-distillation#)
Piloting Claude in Chrome
[Piloting Claude in Chrome](https://claude.com/blog/claude-for-chrome)
Piloting Claude in Chrome
Dec 8, 2025
### Claude Code and Slack
Product announcements
[Claude Code and Slack](https://claude.com/blog/trainium2-and-distillation#)
Claude Code and Slack
[Claude Code and Slack](https://claude.com/blog/claude-code-and-slack)
Claude Code and Slack
Transform how your organization operates with Claude
----------------------------------------------------
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Write
* Help me develop a unique voice for an audience
[](https://claude.com/blog/trainium2-and-distillation#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog/trainium2-and-distillation#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog/trainium2-and-distillation#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog/trainium2-and-distillation#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog/trainium2-and-distillation#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog/trainium2-and-distillation#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog/trainium2-and-distillation#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog/trainium2-and-distillation#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog/trainium2-and-distillation#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog/trainium2-and-distillation#)
This is another test
* Write grant proposals
[](https://claude.com/blog/trainium2-and-distillation#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog/trainium2-and-distillation#)
this is a test
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---
# Get to production faster with the upgraded Anthropic Console | Claude
[](https://claude.ai/)
Explore here
Get to production faster with the upgraded Anthropic Console
============================================================
[](https://claude.com/blog/upgraded-anthropic-console#)
[](https://claude.com/blog/upgraded-anthropic-console#)
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[Copy link](https://claude.com/blog/upgraded-anthropic-console#)
https://claude.com/blog/upgraded-anthropic-console
We've redesigned the Anthropic Console to serve as one place to build, test, and iterate on your AI deployment with Claude and your teammates.
Developers can now share prompts to collaborate with teammates directly in the [Anthropic Console](https://console.anthropic.com/)
. We've also added support for our latest model, Claude 3.7 Sonnet, and the ability to control the extended thinking budget.
### Build reliable AI applications
Prompt quality plays a significant role in how successful a model's responses are for a given task. The Anthropic Console already streamlines AI development with tools to write, evaluate, and optimize prompts more efficiently.
**Write prompts:** Use the Workbench to structure your prompts effectively, incorporate examples, and integrate external tools, in an interactive environment for testing API calls.
**Automatically generate prompts:** Describe what you want to achieve, and Claude will use prompt engineering techniques such as chain-of-thought reasoning to create an effective, precise, and reliable prompt.
**Evaluate model responses:** Evaluate your prompts against real-world scenarios with automatic test case generation and side-by-side output comparison. Easily run test suites, grade response quality, and make data-driven decisions about which prompts to deploy.
**Improve prompts:** Automatically refine prompts using advanced prompt engineering techniques. This is ideal for adapting prompts that were originally written for other AI models, as well as for optimizing hand-written prompts.
After finalizing your prompt, you can click “Get Code” for a production-ready API call you can immediately deploy.
### Collaborate with shareable prompts
Developers, domain experts, product managers, and QA specialists often need to collaborate on prompts to achieve optimal results. Previously, teams resorted to copying and pasting prompts between documents or chat applications, leading to version control issues and knowledge silos.
Shareable prompts in the Anthropic Console now provide a centralized way to develop, refine, and standardize prompts across your organization. Team members can access and collaborate on a shared library of prompts, making it easier to establish best practices and ensure consistent quality across all your Claude-powered applications.
### Optimize prompts for extended thinking
[Claude 3.7 Sonnet](https://www.anthropic.com/news/claude-3-7-sonnet)
, our latest and most intelligent model to date, can produce near-instant responses or extended, step-by-step thinking that is made visible to the user.
While prompting generally works the same with extended thinking enabled, we've made it easy to optimize prompts to make the most of this new capability. Simply specify the prompt will be used with extended thinking on, and Claude will generate the best responses possible. You can also use the Anthropic Console to control the _budget_ for thinking by setting a max number of thinking tokens.
### Get started
The upgraded Anthropic Console is now available to all users. [Log in](https://console.anthropic.com/)
to get started or explore our [documentation](https://docs.anthropic.com/en/docs/build-with-claude/prompt-engineering/overview)
to learn more.
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----------------------------------------------------
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Write
* Help me develop a unique voice for an audience
[](https://claude.com/blog/upgraded-anthropic-console#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog/upgraded-anthropic-console#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog/upgraded-anthropic-console#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog/upgraded-anthropic-console#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog/upgraded-anthropic-console#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog/upgraded-anthropic-console#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog/upgraded-anthropic-console#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog/upgraded-anthropic-console#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog/upgraded-anthropic-console#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog/upgraded-anthropic-console#)
This is another test
* Write grant proposals
[](https://claude.com/blog/upgraded-anthropic-console#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog/upgraded-anthropic-console#)
this is a test
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# Using CLAUDE.MD files: Customizing Claude Code for your codebase | Claude
[](https://claude.ai/)
Explore here
Using CLAUDE.md files: Customizing Claude Code for your codebase
================================================================
A practical guide for using CLAUDE.md files to optimize your use of Claude Code.
[](https://claude.com/blog/using-claude-md-files#)
[](https://claude.com/blog/using-claude-md-files#)
* Category
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* Product
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* Date
November 25, 2025
* Reading time
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min
* Share
[Copy link](https://claude.com/blog/using-claude-md-files#)
https://claude.com/blog/using-claude-md-files
If you use AI coding agents, you face the same challenge: how do you give them enough context to understand your architecture, conventions, and workflows without repeating yourself?
The problem compounds as your codebase grows. Complex module relationships, domain-specific patterns, and team conventions don't surface easily. You end up explaining the same architectural decisions, testing requirements, and code style preferences at the start of every conversation.
[CLAUDE.md](https://www.anthropic.com/engineering/claude-code-best-practices)
files solve this by giving Claude persistent context about your project. Think of it as a configuration file that Claude automatically incorporates into every conversation, ensuring it always knows your project structure, coding standards, and preferred workflows.
In this article, we walk through how to structure your [CLAUDE.md](http://claude.md/)
, share best practices, and tips for using them to get the most out of Claude Code.
What is a CLAUDE.md file?
-------------------------
CLAUDE.md is a special configuration file that lives in your repository and provides Claude with project-specific context. You can place it in your repository root to share with your team, in parent directories for monorepo setups, or in your home folder for universal application across all projects.
Here’s an example CLAUDE.md that you might have in your repository:
# Project Context
When working with this codebase, prioritize readability over cleverness. Ask clarifying questions before making architectural changes.
## About This Project
FastAPI REST API for user authentication and profiles. Uses SQLAlchemy for database operations and Pydantic for validation.
## Key Directories
- `app/models/` - database models
- `app/api/` - route handlers
- `app/core/` - configuration and utilities
## Standards
- Type hints required on all functions
- pytest for testing (fixtures in `tests/conftest.py`)
- PEP 8 with 100 character lines
## Common Commands
```bash
uvicorn app.main:app --reload # dev server
pytest tests/ -v # run tests
```
## Notes
All routes use `/api/v1` prefix. JWT tokens expire after 24 hours.
A well-configured CLAUDE.md transforms how Claude works with your specific project. The file serves multiple purposes: providing architectural context, establishing workflows, and connecting Claude to your development tools. Each addition should solve a real problem you have encountered, not theoretical concerns about what Claude might need.
This file can document common bash commands, core utilities, code style guidelines, testing instructions, repository conventions, developer environment setup, and project-specific warnings. There is no required format. The recommendation is to keep this file concise and human-readable, treating it like documentation that both humans and Claude need to understand quickly.
Your CLAUDE.md file becomes part of Claude's system prompt. Every conversation starts with this context already loaded, eliminating the need to explain basic project information repeatedly.
**Getting started with /init**
------------------------------
Creating a CLAUDE.md from scratch can feel daunting, especially in an unfamiliar codebase.
The `/init` command automates this process by analyzing your project and generating a starter configuration.
Run `/init` in any Claude Code session:
cd your-project
claude
/init
Claude examines your codebase—reading package files, existing documentation, configuration files, and code structure—then generates a CLAUDE.md tailored to your project. The generated file typically includes build commands, test instructions, key directories, and coding conventions it detected.
Think of `/init` as a starting point, not a finished product. The generated CLAUDE.md captures obvious patterns but may miss nuances specific to your workflow. Review what Claude produces and refine it based on your team's actual practices.
You can also use `/init` on existing projects that already have a CLAUDE.md. Claude will review the current file and suggest improvements based on what it learns from exploring your codebase.
After running `/init`, consider these next steps:
* Review the generated content for accuracy
* Add workflow instructions Claude couldn't infer (branch naming conventions, deployment processes, code review requirements)
* Remove generic guidance that doesn't apply to your project
* Commit the file to version control so your team benefits
The `/init` command works well for getting oriented quickly, but the real value comes from iterating on the generated file over time. As you work with Claude Code, use the `#` key to add instructions you find yourself repeating—these additions accumulate into a CLAUDE.md that genuinely reflects how your team works.
How to structure your CLAUDE.md
-------------------------------
The following sections show you how to structure content for maximum impact: navigating complex architectures, tracking progress on multi-step tasks, integrating custom tools, and preventing rework through consistent workflows.
### Give Claude a map
Explaining your project architecture, key libraries, and coding styles becomes tedious when you do it for every new task. You need Claude to maintain consistent context about your codebase structure without manual reinforcement.
Add a project summary and high-level directory structure to your CLAUDE.md. This gives Claude immediate orientation when navigating your codebase.
A simple tree output showing key directories helps Claude understand where different components live:
main.py
├── logs
│ ├── application.log
├── modules
│ ├── cli.py
│ ├── logging_utils.py
│ ├── media_handler.py
│ ├── player.py
Include information about your main dependencies, architectural patterns, and any non-standard organizational choices. If you use domain-driven design, microservices, or specific frameworks, document that. Claude uses this map to make better decisions about where to find code and where to make changes.
### Connect Claude to your tools
Claude inherits your complete environment but needs guidance on which custom tools and scripts to use. Your team likely has specialized utilities for deployment, testing, or code generation that Claude should know about.
Document your custom tools in CLAUDE.md with usage examples. Include tool names, basic usage patterns, and when to invoke them. If your tool provides help documentation through a `--help` flag, mention that so Claude knows to check it. For complex tools, add examples of common invocations your team uses regularly.
Claude functions as an MCP (Model Context Protocol) client, connecting to MCP servers that extend its capabilities. Configure these through project settings, global configuration, or checked-in `.mcp.json` files. The `--mcp-debug` flag helps troubleshoot connection issues when tools don't appear as expected.
For example, if you have a Slack MCP server configured for your organization and you need Claude to understand how to use it, include something like this in CLAUDE.md:
### Slack MCP
- Posts to #dev-notifications channel only
- Use for deployment notifications and build failures
- Do not use for individual PR updates (those go through GitHub webhooks)
- Rate limited to 10 messages per hour
Learn more about MCP [fundamentals and best practices](https://www.anthropic.com/engineering/building-effective-mcp-servers)
.
For more information on setting permissions for Claude Code, see settings.json documentation at [code.claude.com](https://code.claude.com/docs/en/settings)
.
### **Define standard workflows**
Having Claude jump straight into code changes without planning creates rework. Claude might implement a solution that misses requirements, choose the wrong architectural approach, or make changes that break existing functionality.
You need Claude to think before acting. Define standard workflows in your CLAUDE.md that Claude should follow for different types of tasks. A solid default workflow addresses four questions before making changes:
1. Is this a question about current state that requires investigation first?
2. Does this need a detailed plan before implementation?
3. What additional information is missing?
4. How will effectiveness be tested?
Specific workflows might include explore-plan-code-commit for features, test-driven development for algorithmic work, or visual iteration for UI changes. Document your testing requirements, commit message format, and any approval steps. When Claude knows your workflow upfront, it structures work to match your team's actual process rather than guessing.
An example workflow instruction might be:
1) Before modifying code in the following locations: X, Y, Z
- Consider how it might affect A, B, C
- Construct an implementation plan
- Develop a test plan that will validate the following functions...
**Additional tips for working with Claude Code**
--------------------------------------------------
Beyond configuring your CLAUDE.md file, three additional techniques improve how you work with Claude Code.
### **Keep context fresh**
Working with Claude Code over time accumulates irrelevant context. File contents from earlier tasks, command outputs that no longer matter, and tangential conversations fill Claude's context window. As the signal-to-noise ratio drops, Claude struggles to maintain focus on the current task.
Use `/clear` between distinct tasks to reset the context window. This removes accumulated history while preserving your CLAUDE.md configuration and Claude's ability to address new problems with fresh context. Think of it as closing one work session and opening another.
When you finish debugging authentication and switch to implementing a new API endpoint, clear the context. The authentication details no longer matter and distract from the new work.
### **Use subagents for distinct phases**
Long conversations accumulate context that interferes with new tasks. You've debugged a complex authentication flow, and now you need a security review of that same code. The debugging details color Claude's security analysis, potentially causing it to overlook issues or focus on already-resolved concerns.
Tell Claude to use a [subagent](https://code.claude.com/docs/en/sub-agents)
for distinct phases of work. Subagents maintain isolated context, preventing information from earlier tasks from interfering with new analysis. After implementing a payment processor, instruct Claude to "use a sub-agent to perform a security review of that code" rather than continuing in the same conversation.
Subagents work best for multistep workflows where each phase requires different perspectives. Implementation needs architectural context and feature requirements; security review needs fresh eyes focused solely on vulnerabilities. Context separation keeps both analyses sharp.
### **Create custom commands**
Repetitive prompts waste time. You find yourself typing "review this code for security issues" or "analyze this for performance problems" over and over. Each time you need to remember the exact phrasing that gets good results.
Custom slash commands store these as markdown files in your `.claude/commands/` directory. Create a file named `performance-optimization.mm` with your preferred performance optimization prompt, and it becomes available as `/performance-optimization` in any conversation. Commands support arguments through $ARGUMENTS or numbered placeholders like `$1` and `$2`, letting you pass specific files or parameters.
For example, `performance-optimization.md` might look like this:
# Performance Optimization
Analyze the provided code for performance bottlenecks and optimization opportunities. Conduct a thorough review covering:
## Areas to Analyze
### Database & Data Access
- N+1 query problems and missing eager loading
- Lack of database indexes on frequently queried columns
- Inefficient joins or subqueries
- Missing pagination on large result sets
- Absence of query result caching
- Connection pooling issues
### Algorithm Efficiency
- Time complexity issues (O(n²) or worse when better exists)
- Nested loops that could be optimized
- Redundant calculations or repeated work
- Inefficient data structure choices
- Missing memoization or dynamic programming opportunities
### Memory Management
- Memory leaks or retained references
- Loading entire datasets when streaming is possible
- Excessive object instantiation in loops
- Large data structures kept in memory unnecessarily
- Missing garbage collection opportunities
### Async & Concurrency
- Blocking I/O operations that should be async
- Sequential operations that could run in parallel
- Missing Promise.all() or concurrent execution patterns
- Synchronous file operations
- Unoptimized worker thread usage
### Network & I/O
- Excessive API calls (missing request batching)
- No response caching strategy
- Large payloads without compression
- Missing CDN usage for static assets
- Lack of connection reuse
### Frontend Performance
- Render-blocking JavaScript or CSS
- Missing code splitting or lazy loading
- Unoptimized images or assets
- Excessive DOM manipulations or reflows
- Missing virtualization for long lists
- No debouncing/throttling on expensive operations
### Caching
- Missing HTTP caching headers
- No application-level caching layer
- Absence of memoization for pure functions
- Static assets without cache busting
## Output Format
For each issue identified:
1. **Issue**: Describe the performance problem
2. **Location**: Specify file/function/line numbers
3. **Impact**: Rate severity (Critical/High/Medium/Low) and explain expected performance degradation
4. **Current Complexity**: Include time/space complexity where applicable
5. **Recommendation**: Provide specific optimization strategy
6. **Code Example**: Show optimized version when possible
7. **Expected Improvement**: Quantify performance gains if measurable
If code is well-optimized:
- Confirm optimization status
- List performance best practices properly implemented
- Note any minor improvements possible
**Code to review:**
```
$ARGUMENTS
```
You don't need to write custom command files manually. Ask Claude to create them for you:
Create a custom slash command called /performance-optimization that analyzes code for database query issues, algorithm efficiency, memory management, and caching opportunities.
Claude will write the markdown file to `.claude/commands/performance-optimization.md`, and the command will be available immediately.
**Start simple, expand deliberately**
-------------------------------------
It's tempting to create a comprehensive CLAUDE.md right away. Resist that urge.
CLAUDE.md is added to Claude Code's context every time, so from a [context engineering](https://www.anthropic.com/engineering/effective-context-engineering-for-ai-agents)
and [prompt engineering](https://www.anthropic.com/engineering/prompt-engineering-overview)
standpoint, keep it concise. One option: break up information into separate markdown files and reference them inside the CLAUDE.md file.
Don't include sensitive information, API keys, credentials, database connection strings, or detailed security vulnerability information—especially if you commit to version control. Since CLAUDE.md becomes part of Claude's system prompt, treat it as documentation that could be shared publicly.
**Make CLAUDE.md work for you**
-------------------------------
CLAUDE.md files turn Claude Code from a general-purpose assistant into a tool configured specifically for your codebase. Start simple with basic project structure and build documentation, then expand based on actual friction points in your workflow.
The most effective CLAUDE.md files solve real problems: they document the commands you type repeatedly, capture the architectural context that takes ten minutes to explain, and establish workflows that prevent rework. Your file should reflect how your team actually develops software—not theoretical best practices that sound good but don't match reality.
Treat customization as an ongoing practice rather than a one-time setup task. Projects change, teams learn better patterns, and new tools enter your workflow. A well-maintained CLAUDE.md evolves with your codebase, continuously reducing the friction of working with AI assistance on complex software.
**_Get started with_** [**_Claude Code_**](https://www.claude.com/product/claude-code)
**_today._**
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Related posts
-------------
Explore more product news and best practices for teams building with Claude.
Dec 11, 2025
### Claude Code power user customization: How to configure hooks
Coding
[Claude Code power user customization: How to configure hooks](https://claude.com/blog/using-claude-md-files#)
Claude Code power user customization: How to configure hooks
[Claude Code power user customization: How to configure hooks](https://claude.com/blog/how-to-configure-hooks)
Claude Code power user customization: How to configure hooks
Nov 12, 2025
### Improving frontend design through Skills
Coding
[Improving frontend design through Skills](https://claude.com/blog/using-claude-md-files#)
Improving frontend design through Skills
[Improving frontend design through Skills](https://claude.com/blog/improving-frontend-design-through-skills)
Improving frontend design through Skills
Oct 8, 2025
### Beyond permission prompts: making Claude Code more secure and autonomous
Coding
[Beyond permission prompts: making Claude Code more secure and autonomous](https://claude.com/blog/using-claude-md-files#)
Beyond permission prompts: making Claude Code more secure and autonomous
[Beyond permission prompts: making Claude Code more secure and autonomous](https://claude.com/blog/beyond-permission-prompts-making-claude-code-more-secure-and-autonomous)
Beyond permission prompts: making Claude Code more secure and autonomous
Dec 2, 2025
### Building Skills for Claude Code: Automating your procedural knowledge
Coding
[Building Skills for Claude Code: Automating your procedural knowledge](https://claude.com/blog/using-claude-md-files#)
Building Skills for Claude Code: Automating your procedural knowledge
[Building Skills for Claude Code: Automating your procedural knowledge](https://claude.com/blog/building-skills-for-claude-code)
Building Skills for Claude Code: Automating your procedural knowledge
Transform how your organization operates with Claude
----------------------------------------------------
See pricing
[See pricing](https://claude.com/pricing#api)
See pricing
Contact sales
[Contact sales](https://claude.com/contact-sales)
Contact sales
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[Button Text](https://claude.com/blog/using-claude-md-files#)
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Write
* Help me develop a unique voice for an audience
[](https://claude.com/blog/using-claude-md-files#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog/using-claude-md-files#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog/using-claude-md-files#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog/using-claude-md-files#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog/using-claude-md-files#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog/using-claude-md-files#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog/using-claude-md-files#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog/using-claude-md-files#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog/using-claude-md-files#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog/using-claude-md-files#)
This is another test
* Write grant proposals
[](https://claude.com/blog/using-claude-md-files#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog/using-claude-md-files#)
this is a test
[Anthropic](https://www.anthropic.com/)
Anthropic
© \[year\] Anthropic PBC
Products
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[](https://claude.com/blog-product/claude-code)
Claude Code
---
# Claude web search now available globally on all plans | Claude
[](https://claude.ai/)
Explore here
Claude can now search the web
=============================
Claude can now search the web to deliver up-to-date, cited information in conversational responses across all plans.
[](https://claude.com/blog/web-search#)
[](https://claude.com/blog/web-search#)
* Category
[Product announcements](https://claude.com/blog/category/announcements)
* Product
Claude Developer Platform
* Date
March 20, 2025
* Reading time
5
min
* Share
[Copy link](https://claude.com/blog/web-search#)
https://claude.com/blog/web-search
**_Update:_** _Web search is now available globally on all Claude plans. (May 27, 2025)_
You can now use Claude to search the internet to provide more up-to-date and relevant responses. With web search, Claude has access to the latest events and information, boosting its accuracy on tasks that benefit from the most recent data.
When Claude incorporates information from the web into its responses, it provides direct citations so you can easily fact check sources. Instead of finding search results yourself, Claude processes and delivers relevant sources in a conversational format. This enhancement expands Claude's extensive knowledge base with real-time insights, providing answers based on more current information.
Popular ways to use Claude with web search:
* **Sales teams** can transform account planning and drive higher win rates through informed conversations with prospects by analyzing industry trends to learn key initiatives and pain points.
* **Financial analysts** can assess current market data, earnings reports, and industry trends to make better investment decisions and inform financial model assumptions.
* **Researchers** can build stronger grant proposals and literature reviews by searching across primary sources on the web, spotting emerging trends and identifying gaps in the current literature.
* **Shoppers** can compare product features, prices, and reviews across multiple sources to make more informed purchase decisions.
Getting started
---------------
Web search is available now in feature preview for all paid Claude users in the United States. Support for users on our free plan and more countries is coming soon. To get started, toggle on web search in your [profile settings](https://claude.ai/redirect/website.v1.511b92f9-8255-4545-abf4-9817c96cb7d2/settings/profile#feature-preview)
and start a conversation with Claude 3.7 Sonnet. When applicable, Claude will search the web to inform its response.
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Related posts
-------------
Explore more product news and best practices for teams building with Claude.
Oct 16, 2025
### Introducing Agent Skills
Product announcements
[Introducing Agent Skills](https://claude.com/blog/web-search#)
Introducing Agent Skills
[Introducing Agent Skills](https://claude.com/blog/skills)
Introducing Agent Skills
Dec 18, 2025
### Skills for organizations, partners, the ecosystem
Product announcements
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/web-search#)
Skills for organizations, partners, the ecosystem
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/organization-skills-and-directory)
Skills for organizations, partners, the ecosystem
Aug 25, 2025
### Piloting Claude in Chrome
Product announcements
[Piloting Claude in Chrome](https://claude.com/blog/web-search#)
Piloting Claude in Chrome
[Piloting Claude in Chrome](https://claude.com/blog/claude-for-chrome)
Piloting Claude in Chrome
Dec 8, 2025
### Claude Code and Slack
Product announcements
[Claude Code and Slack](https://claude.com/blog/web-search#)
Claude Code and Slack
[Claude Code and Slack](https://claude.com/blog/claude-code-and-slack)
Claude Code and Slack
Transform how your organization operates with Claude
----------------------------------------------------
See pricing
[See pricing](https://claude.com/pricing#api)
See pricing
Contact sales
[Contact sales](https://claude.com/contact-sales)
Contact sales
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Write
* Help me develop a unique voice for an audience
[](https://claude.com/blog/web-search#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog/web-search#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog/web-search#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog/web-search#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog/web-search#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog/web-search#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog/web-search#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog/web-search#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog/web-search#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog/web-search#)
This is another test
* Write grant proposals
[](https://claude.com/blog/web-search#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog/web-search#)
this is a test
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---
# Introducing web search on the Anthropic API | Claude
[](https://claude.ai/)
Explore here
Introducing web search on the Anthropic API
===========================================
Claude can now search the web through the API, giving users access to real-time information with citations for building up-to-date AI applications.
[](https://claude.com/blog/web-search-api#)
[](https://claude.com/blog/web-search-api#)
* Category
[Product announcements](https://claude.com/blog/category/announcements)
* Product
Claude Developer Platform
* Date
May 7, 2025
* Reading time
5
min
* Share
[Copy link](https://claude.com/blog/web-search-api#)
https://claude.com/blog/web-search-api
**_Update:_** _You can now add the web fetch tool to your requests and Claude will fetch and analyze content from any webpage URL. September 10, 2025_
Today, we're introducing web search on the Anthropic API—a new tool that gives Claude access to current information from across the web. With web search enabled, developers can build Claude-powered applications and agents that deliver up-to-date insights.
### Power AI agents with the latest information from the web
Developers can now augment Claude’s comprehensive knowledge with current, real-world data by enabling the web search tool when making requests to the Messages API.
When Claude receives a request that would benefit from up-to-date information or specialized knowledge, it uses its reasoning capabilities to determine whether the web search tool would help provide a more accurate response. If searching the web would be beneficial, Claude generates a targeted search query, retrieves relevant results, analyzes them for key information, and provides a comprehensive answer with citations back to the source material.
Claude can also operate agentically and conduct multiple progressive searches, using earlier results to inform subsequent queries in order to do light research and generate a more comprehensive answer. Developers can control this by adjusting the _max\_uses_ parameter_._ Behind the scenes, Claude may also refine its queries to deliver a more accurate response.
With web search, developers can now build AI solutions that tap into current information without needing to manage their own web search infrastructure.
### Use cases
Web search enables Claude to power a wide range of use cases that benefit from real-time data and specialized knowledge across various industries. Use cases include:
* **Financial services:** Build AI agents that analyze real-time stock prices, market trends, and regulatory updates.
* **Legal research:** Create tools that access recent court decisions, regulatory changes, and legal news.
* **Developer tools:** Enable Claude to reference the latest API documentation, GitHub releases, and technology updates.
* **Productivity:** Build agents that incorporate the latest company reports, competitive intelligence, or industry research.
### Build with trust and control
Every web-sourced response includes citations to source materials, enabling users to verify information directly. This is particularly valuable for sensitive use cases that require accuracy and accountability.
Organizations can maintain additional control through the following admin settings:
* **Domain allow lists**: Specify which domains Claude can search and retrieve information from, ensuring that results only come from approved sources.
* **Domain block lists**: Prevent Claude from accessing certain domains that may contain sensitive, competitive, or inappropriate content for your organization.
* **Organization-level management**: Administrators can allow or prohibit web search use at the organization level.
### Enhance Claude Code with web search
Web search is also now available in Claude Code, adding the latest information from the web to development workflows.
With web search enabled, Claude Code can access current API documentation, technical articles, and other information on development tools and libraries. This is particularly valuable when working with new or rapidly evolving frameworks, troubleshooting obscure errors, or implementing features that require version-specific API references.
### Customer Spotlight: Poe
Quora is bringing web search to its AI platform, Poe.
“Anthropic's web search tool is a welcome addition to the Poe platform. It is cost effective and delivers search results with impressive speed, which will benefit people who need access to real-time information while using Claude models on Poe,” said Spencer Chan, Head of Poe Product, Quora.
### Customer Spotlight: Adaptive.ai
Adaptive is an AI tool for consumers to create end-to-end apps.
“Anthropic’s web search delivers consistently thorough results that have outperformed other tools we’ve tested. The depth and accuracy of Claude’s responses and its ability to function as a research agent will make a significant difference in how effectively we enable our customers to build web-enabled products,” said Dennis Xu, Co-founder, Adaptive.
### Getting started
Web search is now available on the Anthropic API for Claude 3.7 Sonnet, the upgraded Claude 3.5 Sonnet, and Claude 3.5 Haiku at $10 per 1,000 searches plus standard token costs.
To get started, enable the web search tool in your API requests. Explore our [documentation](https://docs.anthropic.com/en/docs/build-with-claude/tool-use/web-search-tool)
and [pricing](https://www.anthropic.com/pricing#api)
to learn more.
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Related posts
-------------
Explore more product news and best practices for teams building with Claude.
Oct 16, 2025
### Introducing Agent Skills
Product announcements
[Introducing Agent Skills](https://claude.com/blog/web-search-api#)
Introducing Agent Skills
[Introducing Agent Skills](https://claude.com/blog/skills)
Introducing Agent Skills
Dec 18, 2025
### Skills for organizations, partners, the ecosystem
Product announcements
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/web-search-api#)
Skills for organizations, partners, the ecosystem
[Skills for organizations, partners, the ecosystem](https://claude.com/blog/organization-skills-and-directory)
Skills for organizations, partners, the ecosystem
Aug 25, 2025
### Piloting Claude in Chrome
Product announcements
[Piloting Claude in Chrome](https://claude.com/blog/web-search-api#)
Piloting Claude in Chrome
[Piloting Claude in Chrome](https://claude.com/blog/claude-for-chrome)
Piloting Claude in Chrome
Dec 8, 2025
### Claude Code and Slack
Product announcements
[Claude Code and Slack](https://claude.com/blog/web-search-api#)
Claude Code and Slack
[Claude Code and Slack](https://claude.com/blog/claude-code-and-slack)
Claude Code and Slack
Transform how your organization operates with Claude
----------------------------------------------------
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Write
* Help me develop a unique voice for an audience
[](https://claude.com/blog/web-search-api#)
Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Improve my writing style
[](https://claude.com/blog/web-search-api#)
Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Brainstorm creative ideas
[](https://claude.com/blog/web-search-api#)
Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Learn
* Explain a complex topic simply
[](https://claude.com/blog/web-search-api#)
Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Help me make sense of these ideas
[](https://claude.com/blog/web-search-api#)
Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Prepare for an exam or interview
[](https://claude.com/blog/web-search-api#)
Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
Code
* Explain a programming concept
[](https://claude.com/blog/web-search-api#)
Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Look over my code and give me tips
[](https://claude.com/blog/web-search-api#)
Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Vibe code with me
[](https://claude.com/blog/web-search-api#)
Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
More
* Write case studies
[](https://claude.com/blog/web-search-api#)
This is another test
* Write grant proposals
[](https://claude.com/blog/web-search-api#)
Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational.
Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!
* Write video scripts
[](https://claude.com/blog/web-search-api#)
this is a test
[Anthropic](https://www.anthropic.com/)
Anthropic
© \[year\] Anthropic PBC
Products
* Claude
[Claude](https://claude.com/product/overview)
Claude
* Claude Code
[Claude Code](https://claude.com/product/claude-code)
Claude Code
* Max plan
[Max plan](https://claude.com/pricing/max)
Max plan
* Team plan
[Team plan](https://claude.com/pricing/team)
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---