---
title: "Data Quality Frameworks - Air Market"
description: "Bad numbers make it downstream and someone notices in a dashboard days later. This sets up checks on your data using Great Expectations, dbt tests, and data contracts, so the problems are caught wher…"
canonical: "https://airmarket.ai/app/data-quality-frameworks"
---

[Air Market](/) / [Data & Analytics](/category/data) / Data Quality Frameworks

Skill by [Seth Hobson](/@wshobson)

# Data Quality Frameworks

Catch bad data before it reaches whoever depends on it

## What this does

Bad numbers make it downstream and someone notices in a dashboard days later. This sets up checks on your data using Great Expectations, dbt tests, and data contracts, so the problems are caught where they happen. Reach for it when you are building validation into a pipeline or agreeing with another team on what they will send you.

### Top 3 things it does for you

- Validate data in a pipeline
- Write rules for what good data looks like
- Set up data contracts between teams

## Information

**Data Quality Frameworks at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [Seth Hobson](/@wshobson) |
| Category | [Data & Analytics](/category/data) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 16 KB |
| Licence | MIT |
| Repository | [wshobson/agents](https://github.com/wshobson/agents/tree/be57c0b2e3c05c528ca6132b87410b385718775f/plugins/data-engineering/skills/data-quality-frameworks) |
| GitHub stars | 39,077 (as of Nov 2026) |
| Installs | 11,732, counted by skills.sh (Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Data Quality Frameworks and flagged nothing. AIR's verdict: **safe**.

**What Data Quality Frameworks's check was run against**

|  |  |
| --- | --- |
| Commit | be57c0b2e3c05c528ca6132b87410b385718775f |
| Content hash | fa71a19031458e3ca7c08a0f9ae2cf7242342b9c02c476ba8dd7ab2b0305c0fe |
| Files read | [Browse the files at this exact commit](https://github.com/wshobson/agents/blob/be57c0b2e3c05c528ca6132b87410b385718775f/plugins/data-engineering/skills/data-quality-frameworks/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Data Quality Frameworks](/security/data-quality-frameworks)

## About Data Quality Frameworks

This implements data quality validation using Great Expectations, dbt tests, and data contracts.

Use it when you are building data quality pipelines, implementing validation rules, or establishing data contracts.

## What's inside

- SKILL.md - instructions
- references/details.md - reference

## Questions

### Is Data Quality Frameworks safe to install?

AIR scanned this exact version of Data Quality Frameworks and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit be57c0b2e3c0, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/data-quality-frameworks.

### How do I install Data Quality Frameworks?

Open https://airmarket.ai/app/data-quality-frameworks on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/wshobson/agents/tree/be57c0b2e3c05c528ca6132b87410b385718775f/plugins/data-engineering/skills/data-quality-frameworks. Install from that link, not the branch.

## Related on Air Market

- [More Data & Analytics listings](/category/data)
- [Everything by Seth Hobson](/@wshobson)

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Canonical URL: <https://airmarket.ai/app/data-quality-frameworks>