# Generate validated analytics SQL with SQLCoder

> Use SQLCoder when an analytics agent needs to turn natural-language questions plus schema context into SQL drafts that can be reviewed, validated, and run inside a controlled data workflow.

- Skill: `agentskillexchange/generate-validated-analytics-sql-with-sqlcoder` (Agent Skill)
- Install (CLI): `npx skillmds@latest add agentskillexchange/generate-validated-analytics-sql-with-sqlcoder`
- Raw SKILL.md: https://api.skillmd.com/api/skills/agentskillexchange/generate-validated-analytics-sql-with-sqlcoder/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Data & Analytics
- Author: agentskillexchange (https://skillmd.com/u/agentskillexchange)
- Updated: 2026-09-08
- Page: https://skillmd.com/skills/agentskillexchange/generate-validated-analytics-sql-with-sqlcoder

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# Generate validated analytics SQL with SQLCoder

Use SQLCoder when an analytics agent needs to turn natural-language questions plus schema context into SQL drafts that can be reviewed, validated, and run inside a controlled data workflow.

## Prerequisites

Python environment, SQLCoder package or Hugging Face model weights, schema metadata for the target database, and a controlled database execution or review path.

## Installation

Use the upstream install or setup path that matches your environment:
- pip install "sqlcoder[transformers]"
- pip install "sqlcoder[llama-cpp]"

Requirements and caveats from upstream:
- python inference.py -q "Question about the sample database goes here"

Basic usage or getting-started notes:
- If running on a non-apple silicon computer without GPU access, please run this on Linux/Intel Mac
- And run this on Windows
- In your terminal, run

- Source: https://github.com/defog-ai/sqlcoder
- Extracted from upstream docs: https://raw.githubusercontent.com/defog-ai/sqlcoder/HEAD/README.md

## Documentation

- https://github.com/defog-ai/sqlcoder

## Source

- [Agent Skill Exchange](https://agentskillexchange.com/skills/generate-validated-analytics-sql-with-sqlcoder/)