bogware/bog-agents/query-writing

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For writing and executing SQL queries - from simple single-table queries to complex multi-table JOINs and aggregations

Install

npx vskill@latest install bogware/bog-agents/query-writing

SKILL.md

Query Writing Skill

When to Use This Skill

Use this skill when you need to answer a question by writing and executing a SQL query.

Workflow for Simple Queries

For straightforward questions about a single table:

  1. Identify the table - Which table has the data?
  2. Get the schema - Use sql_db_schema to see columns
  3. Write the query - SELECT relevant columns with WHERE/LIMIT/ORDER BY
  4. Execute - Run with sql_db_query
  5. Format answer - Present results clearly

Workflow for Complex Queries

For questions requiring multiple tables:

1. Plan Your Approach

Use `write_todos` to break down the task:

  • Identify all tables needed
  • Map relationships (foreign keys)
  • Plan JOIN structure
  • Determine aggregations
2. Examine Schemas

Use sql_db_schema for EACH table to find join columns and needed fields.

3. Construct Query
  • SELECT - Columns and aggregates
  • FROM/JOIN - Connect tables on FK = PK
  • WHERE - Filters before aggregation
  • GROUP BY - All non-aggregate columns
  • ORDER BY - Sort meaningfully
  • LIMIT - Default 5 rows
4. Validate and Execute

Check all JOINs have conditions, GROUP BY is correct, then run query.

Example: Revenue by Country

sql
SELECT
c.Country,
ROUND(SUM(i.Total), 2) as TotalRevenue
FROM Invoice i
INNER JOIN Customer c ON i.CustomerId = c.CustomerId
GROUP BY c.Country
ORDER BY TotalRevenue DESC
LIMIT 5;

Quality Guidelines

  • Query only relevant columns (not SELECT *)
  • Always apply LIMIT (5 default)
  • Use table aliases for clarity
  • For complex queries: use write_todos to plan
  • Never use DML statements (INSERT, UPDATE, DELETE, DROP)

Security

  • Security scanPassed, 90 of 100Pattern checks on the skill's files.
  • Model reviewPassed

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Source

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