query-writing

Convert natural-language questions into validated, read-only SQL queries and execute them.

1|Updated Feb 14, 2026
One-click install
npx skills add https://github.com/Akhan521/bat-code --skill query-writing-akhan521
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: query-writing
Source: https://github.com/Akhan521/bat-code/tree/main/examples/text-to-sql-agent/skills/query-writing
Command: npx skills add https://github.com/Akhan521/bat-code --skill query-writing-akhan521

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Enables users to convert natural-language questions into validated, read-only SQL queries and execute them against a database to retrieve accurate answers without writing SQL manually.

Core Features & Use Cases

  • Schema-aware query construction: Use database schema inspection to select relevant tables and columns and avoid SELECT *.
  • Support for simple and complex queries: Handles single-table lookups, multi-table JOINs, aggregations, GROUP BY, ORDER BY, and sensible defaults such as LIMIT 5.
  • Validation and safety guidance: Encourages planning for complex queries, enforces read-only SELECT usage, and recommends using task breakdowns for correctness.
  • Use Case: Summarize total revenue by country by joining Invoice and Customer tables, aggregating totals, and returning the top results.

Quick Start

Run a query that summarizes total revenue by country using the Invoice and Customer tables and return the top five countries.

Frequently Asked Questions about query-writing

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I write SQL queries from natural language questions?

To write SQL queries from natural language, the Skill uses schema inspection to identify relevant tables and columns, converting your questions into validated, read-only SELECT statements with sensible defaults like LIMIT 5.

Can I use SQL JOINs and aggregations to summarize data by category?

Yes, SQL JOINs and aggregations are fully supported to summarize data by category. The Skill constructs multi-table joins, applies GROUP BY for aggregations, and uses ORDER BY to return the top summarized results.

Does this SQL query tool enforce read-only operations on the database?

Yes, this SQL query tool enforces read-only operations by strictly limiting execution to SELECT statements, preventing any data modification commands from running against your relational database.

What is the best way to run exploratory analytics without writing SQL manually?

The best way to run exploratory analytics without manual SQL is providing natural-language questions. The Skill applies schema-aware query construction to select specific columns, avoiding SELECT * and formatting the retrieved results automatically.

How to handle complex multi-table SQL queries for revenue analysis?

To handle complex multi-table SQL queries for revenue analysis, the Skill encourages task breakdowns and planning. It joins tables like Invoice and Customer, aggregates total revenue, and groups results by country.

Are there limitations when using schema inspection for database query generation?

A limitation of using schema inspection for database query generation is that it requires clear schema visibility to select relevant tables and avoid SELECT *, meaning highly complex or poorly documented relational schemas may need explicit task breakdowns for correct joins.