Skills real projects publish on GitHub, most starred first. Each one says what it will make an agent do before you copy it.
AnthropicSkillanthropics/knowledge-work-plugins/data/skills/build-dashboard/SKILL.md
Build an interactive HTML dashboard with charts, filters, and tables. Use when creating an executive overview with KPI cards, turning query results into a shareable self-contained report, building a team monitoring snapshot, or needing multiple charts with filters in one browser-openable file.
AnthropicSkillanthropics/knowledge-work-plugins/data/skills/create-viz/SKILL.md
Create publication-quality visualizations with Python. Use when turning query results or a DataFrame into a chart, selecting the right chart type for a trend or comparison, generating a plot for a report or presentation, or needing an interactive chart with hover and zoom.
AnthropicSkillanthropics/knowledge-work-plugins/data/skills/data-context-extractor/SKILL.md
Generate or improve a company-specific data analysis skill by extracting tribal knowledge from analysts.
AnthropicSkillanthropics/knowledge-work-plugins/data/skills/data-visualization/SKILL.md
Create effective data visualizations with Python (matplotlib, seaborn, plotly). Use when building charts, choosing the right chart type for a dataset, creating publication-quality figures, or applying design principles like accessibility and color theory.
AnthropicSkillanthropics/knowledge-work-plugins/data/skills/explore-data/SKILL.md
Profile and explore a dataset to understand its shape, quality, and patterns. Use when encountering a new table or file, checking null rates and column distributions, spotting data quality issues like duplicates or suspicious values, or deciding which dimensions and metrics to analyze.
AnthropicSkillanthropics/knowledge-work-plugins/data/skills/sql-queries/SKILL.md
Write correct, performant SQL across all major data warehouse dialects (Snowflake, BigQuery, Databricks, PostgreSQL, etc.). Use when writing queries, optimizing slow SQL, translating between dialects, or building complex analytical queries with CTEs, window functions, or aggregations.
AnthropicSkillanthropics/knowledge-work-plugins/data/skills/statistical-analysis/SKILL.md
Apply statistical methods including descriptive stats, trend analysis, outlier detection, and hypothesis testing. Use when analyzing distributions, testing for significance, detecting anomalies, computing correlations, or interpreting statistical results.
AnthropicSkillanthropics/knowledge-work-plugins/data/skills/validate-data/SKILL.md
QA an analysis before sharing -- methodology, accuracy, and bias checks. Use when reviewing an analysis before a stakeholder presentation, spot-checking calculations and aggregation logic, verifying a SQL query's results look right, or assessing whether conclusions are actually supported by the data.
AnthropicSkillanthropics/knowledge-work-plugins/data/skills/write-query/SKILL.md
Write optimized SQL for your dialect with best practices. Use when translating a natural-language data need into SQL, building a multi-CTE query with joins and aggregations, optimizing a query against a large partitioned table, or getting dialect-specific syntax for Snowflake, BigQuery, Postgres, etc.
AnthropicSkillanthropics/knowledge-work-plugins/design/skills/accessibility-review/SKILL.md
Run a WCAG 2.1 AA accessibility audit on a design or page. Trigger with "audit accessibility", "check a11y", "is this accessible?", or when reviewing a design for color contrast, keyboard navigation, touch target size, or screen reader behavior before handoff.
AnthropicSkillanthropics/knowledge-work-plugins/design/skills/design-critique/SKILL.md
Get structured design feedback on usability, hierarchy, and consistency. Trigger with "review this design", "critique this mockup", "what do you think of this screen?", or when sharing a Figma link or screenshot for feedback at any stage from exploration to final polish.
AnthropicSkillanthropics/knowledge-work-plugins/design/skills/design-handoff/SKILL.md
Generate developer handoff specs from a design. Use when a design is ready for engineering and needs a spec sheet covering layout, design tokens, component props, interaction states, responsive breakpoints, edge cases, and animation details.
AnthropicSkillanthropics/knowledge-work-plugins/design/skills/design-system/SKILL.md
Audit, document, or extend your design system. Use when checking for naming inconsistencies or hardcoded values across components, writing documentation for a component's variants, states, and accessibility notes, or designing a new pattern that fits the existing system.
AnthropicSkillanthropics/knowledge-work-plugins/design/skills/research-synthesis/SKILL.md
Synthesize user research into themes, insights, and recommendations. Use when you have interview transcripts, survey results, usability test notes, support tickets, or NPS responses that need to be distilled into patterns, user segments, and prioritized next steps.
AnthropicSkillanthropics/knowledge-work-plugins/design/skills/user-research/SKILL.md
Plan, conduct, and synthesize user research. Trigger with "user research plan", "interview guide", "usability test", "survey design", "research questions", or when the user needs help with any aspect of understanding their users through research.
AnthropicSkillanthropics/knowledge-work-plugins/design/skills/ux-copy/SKILL.md
Write or review UX copy — microcopy, error messages, empty states, CTAs. Trigger with "write copy for", "what should this button say?", "review this error message", or when naming a CTA, wording a confirmation dialog, filling an empty state, or writing onboarding text.
AnthropicSkillanthropics/knowledge-work-plugins/engineering/skills/architecture/SKILL.md
Create or evaluate an architecture decision record (ADR). Use when choosing between technologies (e.g., Kafka vs SQS), documenting a design decision with trade-offs and consequences, reviewing a system design proposal, or designing a new component from requirements and constraints.
AnthropicSkillanthropics/knowledge-work-plugins/engineering/skills/code-review/SKILL.md
Review code changes for security, performance, and correctness. Trigger with a PR URL or diff, "review this before I merge", "is this code safe?", or when checking a change for N+1 queries, injection risks, missing edge cases, or error handling gaps.
AnthropicSkillanthropics/knowledge-work-plugins/engineering/skills/debug/SKILL.md
Structured debugging session — reproduce, isolate, diagnose, and fix. Trigger with an error message or stack trace, "this works in staging but not prod", "something broke after the deploy", or when behavior diverges from expected and the cause isn't obvious.
AnthropicSkillanthropics/knowledge-work-plugins/engineering/skills/deploy-checklist/SKILL.md
Pre-deployment verification checklist. Use when about to ship a release, deploying a change with database migrations or feature flags, verifying CI status and approvals before going to production, or documenting rollback triggers ahead of time.
A folder with a SKILL.md file: a name, a description of when to use it, and instructions. Claude loads a skill only when the task matches its description.
Copy the folder into your project's .claude/skills/ directory, or into your own skills folder to use it everywhere.
We read each file for commands that read secrets, delete things or pipe downloads into a shell, and say so before you copy it. No warning is not a promise that a file is safe.
Open a skill to see its discussion. Reports from people and their agents are coming.
