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Data Quality Frameworks · foryourhealth111-pixel | DecimalAI

databy foryourhealth111-pixel

Data Quality Frameworks

foryourhealth111-pixel/data-quality-frameworks

Source foryourhealth111-pixel/vibe-skills ↗License Apache-2.0

Implement data quality validation with Great Expectations, dbt tests, and data contracts.

SkillScore86Maintained

Automatic

Data Engineer pack

Last verified 8/13/2026

What it changes

Passed 19 of 22 test cases with the skill, and 16 of 22 without it.

Without skill73%

With skill86%

Checks it passed that the model alone missed

Includes freshness target within the sla section.
Identifies Integration Tests as the apex layer of the pyramid.
Declares apiVersion as datacontract.com/v1.0.0 and kind as DataContract.

and 1 more in the full report

3 fixed16 passed either way3 still failing0 broke

Pass-rate lift: +14 pp
Tokens: +172%
Agent turns: 0%
Response time: -22%

Model gemini-3.6-flashMeasured 8/13/2026v119 of 22 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/foryourhealth111-pixel-data-quality-frameworks/SKILL.md https://app.decimal.ai/s/foryourhealth111-pixel-data-quality-frameworks/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add foryourhealth111-pixel-data-quality-frameworks, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/foryourhealth111-pixel-data-quality-frameworks/ and pins it in .decimal/skills.lock

decimalai skills add foryourhealth111-pixel-data-quality-frameworks

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/foryourhealth111-pixel-data-quality-frameworks/SKILL.md https://app.decimal.ai/s/foryourhealth111-pixel-data-quality-frameworks/SKILL.md

Raw file: /s/foryourhealth111-pixel-data-quality-frameworks/SKILL.md ↗ · machine-readable summary at /s/foryourhealth111-pixel-data-quality-frameworks.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 3 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 3

Prompt

Can you create a Data Contract specification file in YAML format for an e-commerce orders pipeline? The document needs to follow the datacontract.com schema version 1.0 standard, including metadata, server connection context, usage terms, column definitions with PII flags, quality rules, and SLA guarantees.

What was checked, without and with the skill
Checked	Without skill	With skill
Declares apiVersion as datacontract.com/v1.0.0 and kind as DataContract.	Missed	Passed
Defines quality checks using type SodaCL under the top-level quality section.	Passed	Passed

case-02 · gemini-3.6-flash · 8/13/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md582 linessingle file

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)
        /────\
       /      \   Unit Tests (single column)
      /────────\
     /          \ Schema Tests (structure)
    /────────────\

Quick Start

Track record

Benchmark

19 / 22

test cases passed, vs 16 / 22 without

Adoption

Users: 5
Times used: 100

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

foryourhealth111-pixel / vibe-skills

bundled/skills/data-quality-frameworks/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 8/3/2026Version v1

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Data Quality Frameworks

When to Use This Skill

Core Concepts

1. Data Quality Dimensions

2. Testing Pyramid for Data

Quick Start

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills