🐛 Data Quality Skill
This skill helps diagnose, clean, and measure data quality issues across datasets, improving accuracy, completeness, and reliability for analysis and ML.
npx playbooks add skill masterkram/data-quality-skill --skill data-quality-skill
About Data Quality Skill
This skill helps diagnose, clean, and measure data quality issues across datasets, improving accuracy, completeness, and reliability for analysis and ML.
The 21-word prompt provides structured debugging guidance — covering detailed methodology and consistent output formats. Install it in one command.
Use Cases
- Systematically diagnosing production errors and crashes
- Tracing memory leaks and performance bottlenecks
- Debugging async race conditions and concurrency issues
- Root-cause analysis with structured logging
Example Prompts
System Prompt (21 words)
This skill helps diagnose, clean, and measure data quality issues across datasets, improving accuracy, completeness, and reliability for analysis and ML.
Frequently Asked Questions
What is Data Quality Skill?
Data Quality Skill is a free debugging skill for AI coding agents. This skill helps diagnose, clean, and measure data quality issues across datasets, improving accuracy, completeness, and reliability for analysis and ML.. It provides a specialized system prompt that configures your agent with debugging expertise.
How do I use Data Quality Skill with Claude Code?
Run npx playbooks add skill masterkram/data-quality-skill --skill data-quality-skill in your terminal to install Data Quality Skill into your Claude Code session. It works immediately after installation.
Which AI coding agents work with Data Quality Skill?
Data Quality Skill is compatible with Claude Code, Cursor, GitHub Copilot, Windsurf, OpenClaw, Cline, and any AI agent that supports custom system prompts or .cursorrules files.
Is Data Quality Skill free to use?
Yes, Data Quality Skill is completely free and open source. The full source is available on GitHub at https://github.com/masterkram/data-quality-skill/tree/main/SKILL.md. You only need a subscription to the AI agent you use it with.
