Documentation Index
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The /armor:profile skill analyzes table and column statistics, distributions, and data characteristics.
Usage
Or ask naturally:
- “Profile the orders table”
- “Show column statistics”
- “What’s the cardinality of status column?”
- “Show null rates”
Profiling Metrics
Table Level
- Row count
- Last update time
- Growth trends
Column Level
- Null rate
- Distinct count (cardinality)
- Min/max values
- Value distributions
Example Usage
Profile a Table
You: Profile the orders table
Claude: Table Profile: warehouse.public.orders
Summary:
- Row Count: 1,234,567
- Last Updated: 2 hours ago
- Daily Growth: +2,500 rows
Column Statistics:
order_id:
Null Rate: 0%
Distinct: 1,234,567 (100% unique)
customer_id:
Null Rate: 0.1%
Distinct: 45,678 customers
status:
Null Rate: 0%
Distinct: 5 values
Distribution: pending (12%), processing (8%),
shipped (35%), delivered (40%), cancelled (5%)
created_at:
Null Rate: 0%
Range: 2023-01-01 to 2026-01-31
amount:
Null Rate: 0%
Min: $0.99, Max: $12,500, Avg: $156.32
View Trends
You: Show row count trend for orders
Claude: Row Count Trend (last 7 days):
Jan 25: 1,200,000
Jan 26: 1,210,000 (+10,000)
Jan 27: 1,220,000 (+10,000)
Jan 28: 1,225,000 (+5,000)
Jan 29: 1,230,000 (+5,000)
Jan 30: 1,232,000 (+2,000)
Jan 31: 1,234,567 (+2,567)
Average daily growth: ~7,200 rows
Trend: Stable growth pattern
Quality
Add quality checks