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Data · Skill

Data Context Extractor

Generate or improve a company-specific data analysis skill by extracting tribal knowledge from analysts. BOOTSTRAP MODE - Triggers: "Create a data context skill", "Set up data analysis for our warehouse", "Help me create a skill for our database", "Generate a data skill for [company]" → Discovers schemas, asks key questions, generates initial skill with reference files ITERATION MODE - Triggers: "Add context about [domain]", "The skill needs more info about [topic]", "Update the data skill with [metrics/tables/terminology]", "Improve the [domain] reference" → Loads existing skill, asks targeted questions, appends/updates reference files Use when data analysts want Claude to understand their company's specific data warehouse, terminology, metrics definitions, and common query patterns.

  • Works better with a connected tool
  • Ships scripts Phở cannot run yet
Open in Phở

What the skill covers

The sections of its instructions, in order.

  1. 01 How It Works
  2. 02 Bootstrap Mode
  3. Phase 1: Database Connection & Discovery
  4. Phase 2: Core Questions (Ask These)
  5. Phase 3: Generate the Skill
  6. Phase 4: Package and Deliver
  7. 03 Iteration Mode
  8. Step 1: Load Existing Skill
  9. Step 2: Identify the Gap
  10. Step 3: Targeted Discovery
  11. Step 4: Update and Repackage
  12. 04 Reference File Standards
  13. For Table Documentation
  14. For Metrics Documentation
  15. For Entity Documentation
  16. 05 Quality Checklist

Reference files

5 files Phở can open while it uses the skill.

  • references/domain-template.md
  • references/example-output.md
  • references/skill-template.md
  • references/sql-dialects.md
  • scripts/package_data_skill.py

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Frequently asked questions

What does Data Context Extractor do?

Generate or improve a company-specific data analysis skill by extracting tribal knowledge from analysts. BOOTSTRAP MODE - Triggers: "Create a data context skill", "Set up data analysis for our warehouse", "Help me create a skill for our database", "Generate a data skill for [company]" → Discovers schemas, asks key questions, generates initial skill with reference files ITERATION MODE - Triggers: "Add context about [domain]", "The skill needs more info about [topic]", "Update the data skill with [metrics/tables/terminology]", "Improve the [domain] reference" → Loads existing skill, asks targeted questions, appends/updates reference files Use when data analysts want Claude to understand their company's specific data warehouse, terminology, metrics definitions, and common query patterns.

Is Data Context Extractor free to use?

Yes. Data Context Extractor is published by Anthropic under the Apache 2.0 licence, and you can use it with a free Phở account.

How do I use Data Context Extractor in Phở?

Press Open in Phở, then Try to apply it to your next message, or add the Data set so Phở loads it whenever a request matches.

Does Data Context Extractor need other tools?

Some steps expect a connected tool, such as a CRM or a document store. Without one, Phở does those steps with what you paste or upload. It also ships scripts, which Phở chat cannot run yet; Phở follows its written steps.

Copied unchanged from anthropics/knowledge-work-plugins at commit d900840 and credited to Anthropic, who is not affiliated with Phở. The full instructions and licence text ship with the skill inside Phở.