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Package and compress the context needed for an AI-assisted analysis session. Use when starting a complex analysis with Claude to minimise token usage, reduce repetition, and establish shared understanding upfront.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Create standardized metadata for data assets. Use when documenting new datasets, building data catalogs, improving data discoverability, or creating data dictionaries for teams.
Structure analysis approach before starting work. Use when receiving new analysis requests, breaking down complex questions into steps, or planning iterative analysis workflows.
Comprehensive data quality assessment against business rules, schema constraints, and freshness expectations. Activate when validating production pipelines, onboarding new data sources, or when stakeholders report data quality concerns.
Identify distinct customer or user segments based on behavior, attributes, or value. Activate when you need to answer "who are our best customers?" or "what distinct groups exist in our user base?" and need data-driven profiles to inform strategy.
Create effective, publication-ready data visualizations. Use when choosing chart types, designing presentation visuals, building dashboard charts, or applying visual design best practices to data output.
Create a clear, transparent explanation of analytical methodology for any audience level. Activate when you deliver findings that require the audience to trust the method — A/B tests, attribution models, forecasts, statistical analyses, or anything where "how did you get that?" is a likely question.
| name | context-packager |
| description | Package and compress the context needed for an AI-assisted analysis session. Use when starting a complex analysis with Claude to minimise token usage, reduce repetition, and establish shared understanding upfront. |
references/context_layering_guide.md to determine what layers are needed: business context, data schema, metric definitions, analytical constraints, and output format preferencesscripts/context_bundler.py to merge schema docs, metric definitions, and business rules into a single structured filereferences/context_quality_rubric.md; ensure it covers the minimum viable context for the analysis