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
What the skill covers
The sections of its instructions, in order.
- 01 How It Works
- 02 Bootstrap Mode
- Phase 1: Database Connection & Discovery
- Phase 2: Core Questions (Ask These)
- Phase 3: Generate the Skill
- Phase 4: Package and Deliver
- 03 Iteration Mode
- Step 1: Load Existing Skill
- Step 2: Identify the Gap
- Step 3: Targeted Discovery
- Step 4: Update and Repackage
- 04 Reference File Standards
- For Table Documentation
- For Metrics Documentation
- For Entity Documentation
- 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
More in Data
- Answer Data Questions
Answer data questions -- from quick lookups to full analyses. Use when looking up a single metric, investigating what's driving a trend or drop, comparing segments over time, or…
- Build Interactive Dashboards
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…
- Create Visualizations
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…
- Data Visualization Skill
Create effective data visualizations with Python (matplotlib, seaborn, plotly). Use when building charts, choosing the right chart type for a dataset, creating…
- Profile and Explore a Dataset
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…
- SQL Queries Skill
Write correct, performant SQL across all major data warehouse dialects (Snowflake, BigQuery, Databricks, PostgreSQL, etc.). Use when writing queries, optimizing slow SQL…
- Statistical Analysis Skill
Apply statistical methods including descriptive stats, trend analysis, outlier detection, and hypothesis testing. Use when analyzing distributions, testing for significance…
- Validate Analysis Before Sharing
QA an analysis before sharing -- methodology, accuracy, and bias checks. Use when reviewing an analysis before a stakeholder presentation, spot-checking calculations and…
- Write Optimized SQL
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…
Similar data skills
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.