Anthropic

Review a design or web page against WCAG 2.1 AA, an accessibility standard. Organize findings on contrast, keyboard access, forms, and screen reader behavior, with severity levels and practical recommendations for fixes.

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• Review accessibility before design handoff
• Check text and interface color contrast
• Review keyboard navigation and focus behavior

Turn a plain-language data request into SQL tailored to your database. Build queries that combine tables, filter records, and calculate summaries, with explanations of each step, performance considerations, and suggestions for adjusting dates or other conditions.

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• Create SQL for order counts by status
• Analyze retention by signup month
• Query large tables with date-based partitions

Review an analysis before sharing it with stakeholders. Check calculations, data selection, comparison methods, potential bias, charts, and whether conclusions follow from the evidence, then receive a readiness assessment and specific improvements.

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• Reviewing an analysis before an executive presentation
• Spot-checking SQL results and aggregation logic
• Checking comparisons across different time periods

Analyze data distributions, trends, unusual values, and differences between groups using suitable statistical methods. The skill guides interpretation of effect sizes, meaning the magnitude of differences, alongside uncertainty and business impact, while checking for misleading conclusions.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Summarize business metrics beyond averages
• Assess differences in A/B test results
• Investigate outliers and unusual time-series values

Investigate errors and unexpected behavior through reproduction, isolation, diagnosis, and a proposed fix. Receive a structured report covering the root cause, necessary code or configuration changes, and suggested tests to prevent the issue from returning.

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• Investigate an error message or stack trace
• Diagnose behavior that differs between staging and production
• Trace a failure that appeared after deployment

Write and improve SQL for major data warehouses, accounting for differences in their syntax. Use it to build analytical queries, translate existing SQL, investigate errors, and review slow queries for performance improvements.

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• Translate SQL from PostgreSQL to BigQuery
• Review slow queries for performance improvements
• Calculate retention rates and funnel conversion

Choose suitable charts for trends, comparisons, distributions, and relationships, then create them in Python with matplotlib, seaborn, or plotly. Apply guidance on colors, labels, scales, and accessibility to produce publication-quality figures or interactive charts.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Choose a chart type that fits the data and message
• Create figures for reports or publications
• Build interactive charts with Plotly

Create a Claude Cowork plugin through guided conversation, from defining its purpose to choosing skills and external integrations. The workflow creates the required files, checks their structure, and packages an installable .plugin file for delivery.

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• Creating a new plugin for a recurring work process
• Packaging specialist knowledge as reusable skills
• Designing a plugin with external service integrations

Get oriented with a biological research plugin by checking connected research tools and reviewing available analysis skills. Receive a connection summary, optional setup guidance, and suggested starting points for literature searches, sequencing analysis, drug discovery, or research planning.

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• Getting started with the biological research plugin
• Checking connections to literature and drug discovery tools
• Reviewing available sequencing analysis skills

Find information across connected workplace sources by turning a question into targeted searches. The skill adapts queries for each source, ranks and deduplicates results, and combines findings into an answer about decisions, status, documents, or policies.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Find past decisions across chats and documents
• Check project status across connected sources
• Locate specifications or internal policies

Turn CSV files, pasted data, or query results into an HTML dashboard that opens in a browser. Combine key metrics, interactive charts, filters, and sortable tables in one report, with sample data available when real data is missing.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Create a dashboard of key metrics for executives
• Turn query results into a shareable report
• Review team metrics with filters

Ask data questions in everyday language, from checking a single metric to investigating trends or preparing a formal report. Receive findings supported by queries, tables, or charts, with data validation and clear limitations.

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• Check new user signups for a specific month
• Investigate a decline in conversion rates
• Compare support tickets by category and priority

Assess incoming support requests, assign a category and P1–P4 urgency level, and recommend the team to handle them. Check available records for duplicates or known issues, then prepare an initial customer response and internal handoff notes.

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• Classify and prioritize new support requests
• Recommend the right team for an issue
• Check for duplicate tickets and known problems

Turn an unresolved customer issue into a structured brief for the right team. Gather context, document reproduction steps, assess customer and business impact, and clarify the action and deadline needed from engineering, product, security, or leadership.

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• Preparing a bug report for engineering
• Consolidating reports of an issue affecting multiple customers
• Escalating an issue that puts a customer renewal at risk

Turn spreadsheets, query results, or pasted data into clear Python charts. Get help choosing chart types, formatting labels and colors, and producing static images or interactive charts with hover details and zoom.

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• Chart monthly revenue trends for a report
• Compare product scores in a ranked bar chart
• Explore data with hover details and zoom

Run nf-core workflows on local sequencing files or public GEO/SRA datasets to analyze gene expression, genetic variants, or chromatin accessibility. The skill guides environment checks, sample table preparation, workflow configuration, execution, and output verification.

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• Analyze gene expression from RNA-seq data
• Identify genetic variants in WGS/WES data
• Analyze chromatin accessibility from ATAC-seq data

Identify maintenance problems across code, architecture, tests, dependencies, documentation, and infrastructure. Rank them by impact, risk, and effort, then produce a prioritized backlog with business reasons and a phased improvement plan alongside feature development.

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• Deciding which parts of the codebase to refactor first
• Organizing maintenance issues across technical areas
• Explaining the business reasons for technical improvements

Turn recent work or rough notes into a concise daily standup update organized by yesterday, today, and blockers. Connected tools can supply commits, pull requests, ticket changes, and relevant discussions to help assemble the report.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Preparing a concise daily standup update
• Turning rough work notes into a shareable report
• Summarizing commits, pull requests, and ticket changes

Prepare a deployment checklist covering tests, approvals, database changes, release steps, and monitoring. Tailor it to the release and document rollback triggers, the conditions for reverting a change, before production deployment begins.

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• Prepare checks for an upcoming production release
• Review a release with database migrations
• Verify feature flags and CI status before deployment

Review a design system for inconsistent names and hardcoded visual values, document component variants and accessibility behavior, or propose new interface patterns that follow existing rules. Produce structured audits, component references, and design proposals.

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• Auditing component names and visual consistency
• Documenting component variants and states
• Recording keyboard and screen reader behavior

Draft customer responses to product questions, outages, billing problems, and difficult requests. Adapt tone and length to the relationship and communication channel, with internal notes identifying facts to verify, sensitive points, and follow-up actions.

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• Answering a customer's product question
• Responding to an outage or escalated complaint
• Explaining a delay or declining a feature request

Prepare income statements with prior-period and budget comparisons, highlight significant differences, and explain their drivers. Reference formats for balance sheets and cash flow statements also support financial reporting and period-end adjustments.

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• Preparing monthly or quarterly income statements
• Investigating significant differences from budget
• Summarizing financial results for leadership

Plan and track the month-end accounting close with daily checklists, task dependencies, owners, deadlines, and blockers. Use the included schedules and review questions to coordinate work, assess delays, and identify process improvements.

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• Planning a daily month-end close calendar
• Tracking task owners, deadlines, and progress
• Identifying blockers and their impact on the schedule

Write and maintain technical documents for different readers, including READMEs, API references, operational procedures, architecture explanations, and onboarding guides. Organize practical examples, setup steps, design decisions, and recovery instructions around what each audience needs.

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• Create a README with a quick start
• Document API requests and responses
• Write operational and rollback procedures