data-quality-frameworks SKILL.md skillA
data-quality-frameworks from foryourhealth111-pixel/vibe-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add foryourhealth111-pixel/vibe-skills/data-quality-frameworks@git:20260226.1632f40Pins git:20260226.1632f40 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- foryourhealth111-pixel/vibe-skills
- Path
bundled/skills/data-quality-frameworks/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260226.1632f40, committed Feb 26, 2026
- Size
- 15,917 bytes
- Repository stars
- 3,758
- License
- Apache-2.0
Implement data quality validation with Great Expectations, dbt tests, and data contracts. Use when building data quality pipelines, implementing validation rules, or establishing data contracts.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Data Quality Frameworks
Production patterns for implementing data quality with Great Expectations, dbt tests, and data contracts to ensure reliable data pipelines.
## When to Use This Skill
- Implementing data quality checks in pipelines
- Setting up Great Expectations validation
- Building comprehensive dbt test suites
- Establishing data contracts between teams
- Monitoring data quality metrics
- Automating data validation in CI/CD
## Core Concepts
### 1. Data Quality Dimensions
| Dimension | Description | Example Check |
|-----------|-------------|---------------|
| **Completeness** | No missing values | `expect_column_values_to_not_be_null` |
| **Uniqueness** | No duplicates | `expect_column_values_to_be_unique` |
| **Validity** | Values in expected range | `expect_column_values_to_be_in_set` |
| **Accuracy** | Data matches reality | Cross-reference validation |
| **Consistency** | No contradictions | `expect_column_pair_values_A_to_be_greater_than_B` |
| **Timeliness** | Data is recent | `expect_column_max_to_be_between` |
### 2. Testing Pyramid for Data
```
/\
/ \ Integration Tests (cross-table)
/────\
…Read the whole file at its exact version.
How to install
mdr add foryourhealth111-pixel/vibe-skills/data-quality-frameworks@sha256:867330322634d54cThe line at the top of this page pins the label git:20260226.1632f40, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_mil4oysod5ms4wwm)
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Versions
The registry has recorded 1 version of this file, committed on Feb 26, 2026.
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- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
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Source
foryourhealth111-pixel/vibe-skills · 3,758 stars · license Apache-2.0 · pushed 2026-10-22 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_mil4oysod5ms4wwm GET https://markdownregistry.com/api/v1/resolve?ref=foryourhealth111-pixel/vibe-skills/data-quality-frameworks GET https://markdownregistry.com/api/v1/blob/867330322634d54cc372c3602ad552b09636fbe372da359de9cb1ea50d404add
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Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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