Claude Blog 采集 (2026-05-23)¶
共采集 5 篇文章
📋 文章索引¶
- Common workflow patterns for AI agents—and when to use them - Mar 05, 2026 (评分: 9.0)
- A complete guide to building skills for Claude - Jan 29, 2026 (评分: 9.0)
- Claude now works with more security and compliance tools - May 21, 2026 (评分: 9.0)
- Discover tools that work with Claude - Jul 14, 2025 (评分: 9.0)
- New connectors in Claude for everyday life - Apr 23, 2026 (评分: 8.2)
Common workflow patterns for AI agents—and when to use them¶
来源: Claude Blog 发布日期: Mar 05, 2026 采集时间: 2026-05-23 价值评分: 9.0/10 正文字数: ~3695 字符
摘要¶
Practical guidance on how to structure agent tasks using three common workflow patterns, with tradeoffs and benefits for each.
正文内容¶
Practical guidance on how to structure agent tasks using three common workflow patterns, with tradeoffs and benefits for each.
AI agents make decisions autonomously, and workflows are how you bring structure to that autonomy. They establish execution patterns that channel agent capabilities toward complex problems requiring coordinated steps, predictable outcomes, and orchestrated timing. When you need multiple agents working together, the real decision is which pattern fits your problem. We've worked with dozens of teams building AI agents, and in production, three patterns cover the vast majority of use cases: sequential, parallel, and evaluator-optimizer. Each solves different problems, and picking the wrong one costs you in latency, tokens, or reliability. This piece breaks down all three, with guidance on when each fits and how to combine them. How workflows and agents work together If you've managed a team, you already understand workflows. Think of a manufacturing assembly line: each station has a skilled worker making decisions about their specific tasks, but the overall flow is designed ahead of time—even when individual steps involve dynamic decisions like routing or retries. Agent workflows operate the same way. Understanding workflows vs. autonomous agents Workflows don't replace agent autonomy; they shape where and how agents apply it. A fully autonomous agent decides everything : which tools to use, what order to execute tasks, and when to stop. A workflow provides structure : it establishes the overall flow, defines checkpoints, and sets boundaries for how agents operate at each step, while still allowing dynamic behavior within those boundaries. Each step in a workflow can still leverage an agent's reasoning and tool use, but the overall orchestration follows a defined path. A workflow pattern gives you agent intelligence within each step, and a predictable process flows across the entire task. Agent workflow patterns In production, we see three workflow patterns come up most often. Think of these as building blocks rather than rigid templates—you'll often combine or nest them as your requirements evolve: Sequential workflows — for executing tasks in a fixed order Parallel workflows — for running independent tasks across agents simultaneously Evaluator-optimizer workflows — for outputs that need iterative refinement Each workflow type solves specific problems and comes with clear tradeoffs around complexity, cost, and performance. Problem it solves When to use Tradeoff Benefit Sequential Tasks have dependencies: step B needs step A's output Multi-stage processes, data pipelines, draft-review-polish cycles Adds latency (each step waits for the previous one) Can improve accuracy by letting each agent focus on one thing Parallel Tasks are independent but doing them one at a time is slow Evaluations across multiple dimensions, code review, document analysis Costs more (multiple concurrent API calls) and requires an aggregation strategy Can lead to faster completion and separation of concerns across engineering teams Evaluator-optimizer First-draft quality isn't good enough Technical documentation, customer communications, code generation against specific standards Multiplies token usage and adds iteration time Can generate better outputs through structured feedback loops
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采集自 Claude Blog，由 collect_claude_blog.py 自动采集
A complete guide to building skills for Claude¶
来源: Claude Blog 发布日期: Jan 29, 2026 采集时间: 2026-05-23 价值评分: 9.0/10 正文字数: ~2209 字符
摘要¶
How to build skills that give Claude reusable context for your workflows. Covers technical requirements, testing approaches, and workflow patterns from early adopters.
正文内容¶
Skills let you teach Claude your workflows once and apply them consistently. This guide covers how to build, test, and distribute them—whether for standalone workflows or MCP-enhanced integrations.
Since launching Skills in October , we've seen strong interest from developers who want Claude to follow specific workflows consistently, power users automating repeatable tasks like document creation or research processes, teams looking to standardize how Claude operates across their organization, and MCP connector builders pairing their integrations with reliable workflows. The common thread: people want more detailed guidance on building effective skills—whether for standalone workflows or MCP-enhanced integrations—from planning and structure to testing and distribution. We put together this guide to fill that gap. It covers everything from technical requirements and skill structure to testing approaches and common troubleshooting patterns. Whether you're building standalone skills that work with Claude's built-in capabilities or enhancing an MCP integration, you'll find the guidance relevant—with a dedicated section on MCP + Skills for those who want it. What you'll learn: Technical requirements and best practices for skill structure Patterns for standalone skills and MCP-enhanced workflows Patterns that have worked across different use cases How to test, iterate, and distribute your skills If you know the top 2-3 workflows you want to automate, expect about 15-30 minutes to build and test your first working skill using the skill-creator. Who this is for: Developers who want Claude to follow specific workflows consistently MCP connector builders adding workflow knowledge to their integrations Power users automating repeatable tasks Teams looking to standardize how Claude works across their organization Download the guide here .
Explore more product news and best practices for teams building with Claude.
Transform how your organization operates with Claude
Product updates, how-tos, community spotlights, and more. Delivered monthly to your inbox.
Please provide your email address if you'd like to receive our monthly developer newsletter. You can unsubscribe at any time.
采集自 Claude Blog，由 collect_claude_blog.py 自动采集
Claude now works with more security and compliance tools¶
来源: Claude Blog 发布日期: May 21, 2026 采集时间: 2026-05-23 价值评分: 9.0/10 正文字数: ~1240 字符
摘要¶
Today we're introducing integrations with notable security and compliance tools. Now IT and security teams can govern Claude across our platform and suite of products, the same way they govern other applications in their stack.
正文内容¶
Today we're introducing 28 integrations with notable security and compliance tools. Now IT and security teams can govern Claude across our platform and suite of products, the same way they govern other applications in their stack. How it works All of these new integrations are powered by the Claude Compliance API, which gives enterprise security and compliance teams programmatic access to two types of data: Conversation content from Claude Enterprise — including chats, uploaded files, and projects — so admin teams can apply the same security, monitoring and DLP policies to Claude that they already use for other workplace applications. Activity events across both Claude Enterprise and the Claude Platform — user logins, admin actions, and configuration changes — so security teams get a unified view of how Claude is used across the organization. Claude Compliance API integrations
Explore more product news and best practices for teams building with Claude.
Transform how your organization operates with Claude
Product updates, how-tos, community spotlights, and more. Delivered monthly to your inbox.
Please provide your email address if you'd like to receive our monthly developer newsletter. You can unsubscribe at any time.
采集自 Claude Blog，由 collect_claude_blog.py 自动采集
Discover tools that work with Claude¶
来源: Claude Blog 发布日期: Jul 14, 2025 采集时间: 2026-05-23 价值评分: 9.0/10 正文字数: ~962 字符
摘要¶
Browse and connect Claude to your favorite apps and tools with one-click. Today, we are introducing a new directory of tools that connect to Claude, which you can explore and try with a single click.
正文内容¶
Browse and connect Claude to your favorite apps and tools with one-click.
Today, we are introducing a new directory of tools that connect to Claude, which you can explore and try with a single click. We are also featuring new connectors, built by our partners, to remote services like Notion, Canva, and Stripe and local desktop applications like Figma, Socket, and Prisma. Now Claude can have access to the same tools, data, and context that you do—transforming it from a helpful assistant into an informed AI collaborator that gives you more relevant responses and can work with you directly in your tools.
Explore more product news and best practices for teams building with Claude.
Transform how your organization operates with Claude
Product updates, how-tos, community spotlights, and more. Delivered monthly to your inbox.
Please provide your email address if you'd like to receive our monthly developer newsletter. You can unsubscribe at any time.
采集自 Claude Blog，由 collect_claude_blog.py 自动采集
New connectors in Claude for everyday life¶
来源: Claude Blog 发布日期: Apr 23, 2026 采集时间: 2026-05-23 价值评分: 8.2/10 正文字数: ~586 字符
摘要¶
Claude now connects to the apps you use every week, including AllTrails, Instacart, Audible, Booking.com, and TripAdvisor. Ask, and Claude brings in the right app.
正文内容¶
Today we’re expanding what you can connect to Claude. Alongside the work tools you already use, you can now connect the apps you use throughout your week, including AllTrails, Instacart, Audible, Tripadvisor, Intuit TurboTax, and more.
Explore more product news and best practices for teams building with Claude.
Transform how your organization operates with Claude
Product updates, how-tos, community spotlights, and more. Delivered monthly to your inbox.
Please provide your email address if you'd like to receive our monthly developer newsletter. You can unsubscribe at any time.
采集自 Claude Blog，由 collect_claude_blog.py 自动采集