Files
leo-claude-mktplace/plugins/data-platform/commands/profile.md
lmiranda b5d36865ee feat(plugins): add Visual Output headers to all other plugin commands
Add single-line visual headers to 66 command files across 10 plugins:
- clarity-assist (2 commands): 💬
- claude-config-maintainer (5 commands): ⚙️
- cmdb-assistant (11 commands): 🖥️
- code-sentinel (3 commands): 🔒
- contract-validator (5 commands): 
- data-platform (10 commands): 📊
- doc-guardian (5 commands): 📝
- git-flow (8 commands): 🔀
- pr-review (7 commands): 🔍
- viz-platform (10 commands): 🎨

Each command now displays a consistent header at execution start:
┌────────────────────────────────────────────────────────────────┐
│  [icon] PLUGIN-NAME · Command Description                       │
└────────────────────────────────────────────────────────────────┘

Addresses #275 (other plugin commands visual output)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-28 17:24:49 -05:00

1.5 KiB

/profile - Data Profiling

Visual Output

When executing this command, display the plugin header:

┌──────────────────────────────────────────────────────────────────┐
│  📊 DATA-PLATFORM · Data Profile                                  │
└──────────────────────────────────────────────────────────────────┘

Then proceed with the profiling.

Generate statistical profile and quality report for a DataFrame.

Usage

/profile <data_ref>

Workflow

  1. Get data reference:

    • If no data_ref provided, use list_data to show available options
    • Validate the data_ref exists
  2. Generate profile:

    • Use describe for statistical summary
    • Analyze null counts, unique values, data types
  3. Quality assessment:

    • Identify columns with high null percentage
    • Flag potential data quality issues
    • Suggest cleaning operations if needed
  4. Report:

    • Summary statistics per column
    • Data type distribution
    • Memory usage
    • Quality score

Examples

/profile sales_data
/profile df_a1b2c3d4

Available Tools

Use these MCP tools:

  • describe - Get statistical summary
  • head - Preview first rows
  • list_data - List available DataFrames