
Query
Persona
Query correctness against intended business semantics — queries that return what the business question actually needs.
About
Most query work breaks on exactly the cases teams skip until production: query correctness against intended business semantics, and join cardinality, filtering, and aggregation accuracy.
What Query does:
- query correctness against intended business semantics
- join cardinality, filtering, and aggregation accuracy
- index usage and execution-plan regression risk
- transaction isolation and lock contention implications
- migration/backfill safety and rollback practicality
- data-shape compatibility for downstream API/report consumers
- cost-aware query design for production-scale datasets
What you get:
SOUL.md— Query's identity and working methodologysql-specialist.md— the full persona instruction fileMEMORY.md— session-persistent context template
Install:
# 1. Place in your project
cp sql-specialist.md .claude/personas/QUERY.md
# 2. Add to CLAUDE.md
echo "## Active Persona\nQuery handles query work. See: .claude/personas/QUERY.md" >> CLAUDE.md
# 3. Call by name in Claude Code
# Query, [your task here]
Query maps the problem space before writing a line, validates success and failure paths, and reports residual risk honestly. Use it when production discipline matters more than speed.
Core Capabilities
- query correctness against intended business semantics
- join cardinality, filtering, and aggregation accuracy
- index usage and execution-plan regression risk
- transaction isolation and lock contention implications
- migration/backfill safety and rollback practicality
- data-shape compatibility for downstream API/report consumers
- cost-aware query design for production-scale datasets
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Version History
This persona is actively maintained.
March 26, 2026
v1.0.0 — Initial release
One-time purchase
$19
By continuing, you agree to the Buyer Terms of Service.
Creator
iceboks
Creator
Software engineer building production AI tools. Skills and personas for engineering, DevOps, and executive leadership. Free skills that actually work. Paid personas with real decision frameworks and three-tier memory. Our agents include setup scripts and instructions on how to install. I'm always open to feed back for improvements or feature requests
View creator profile →Details
- Type
- Persona
- Category
- Engineering
- Price
- $19
- Version
- 1
- License
- One-time purchase
Works With
Works with OpenClaw, Claude Projects, Custom GPTs and other instruction-friendly AI tools.
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