data-contract-extractor SKILL.md skillA

data-contract-extractor from testland/qa is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add testland/qa/data-contract-extractor@git:20260813.83125c6

Pins git:20260813.83125c6 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
testland/qa
Path
plugins/qa-data-quality/skills/data-contract-extractor/SKILL.md
Versions recorded
1
Latest version
git:20260813.83125c6, committed Aug 13, 2026
Size
9,704 bytes
Repository stars
11
License
MIT

Reads a data-product spec (data PRD, dataset README, lineage doc) and emits a structured data contract - schema (columns + types + nullability + PII flags), freshness SLA, volume bounds, distribution invariants, and ownership. The contract is consumable by data-quality tools such as dbt tests, Great Expectations, or Soda checks as their assertion baseline. Use when scoping a new data product or formalizing assertions on an existing one.

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-contract-extractor

## Overview

This skill formalizes the prose of a data PRD into a **data contract** -
the producer/consumer agreement on schema, freshness, volume, semantic
invariants, and ownership - that the QA test suite can mechanically
assert against, typically via the sibling skills in this plugin
(`dbt-testing`, `great-expectations`, `soda-checks`). "Data contract" is
practitioner-emergent terminology (Andrew Jones / Chad Sanderson), not
ISTQB-canonical; this skill cites industry-engineering sources.

## When to use

- A new data product (dbt model, table, file feed) is being scoped
  and the team wants assertions before shipping.
- An existing data product has implicit assumptions consumers rely
  on; the team is documenting them ahead of a refactor.
- A PRD or design doc references a dataset and the team needs the
  schema / SLA pulled out into structured form.
- A data-quality engineer needs the contract as input to suite generation.

## What goes in a data contract

The five required sections, in order of authoring priority:

### 1. Schema

For each column:

| Field         | Required | Notes |
|---------------|----------|-------|
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add testland/qa/data-contract-extractor@sha256:c0e97a0ac5cfc0d4

The line at the top of this page pins the label git:20260813.83125c6, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_4qxnlje2guk23xlv.svg)](https://markdownregistry.com/a/art_4qxnlje2guk23xlv)

0 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Aug 13, 2026.

versioncommittedcommitsizeaudit
git:20260813.83125c6 latest2026-08-13 83125c6 9,704 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (9704 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

testland/qa · 11 stars · license MIT · pushed 2026-10-20 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_4qxnlje2guk23xlv
GET https://markdownregistry.com/api/v1/resolve?ref=testland/qa/data-contract-extractor
GET https://markdownregistry.com/api/v1/blob/c0e97a0ac5cfc0d4897bb10a508f4ba7329d4b2f272da2a6ed84090b0d908ee3

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

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.

More from testland/qa

CLAUDE.md CLAUDE.md file
testland/qa · CLAUDE.md
git:20261011.164aa71 · audit A · 11 stars
a11y-violation-gate SKILL.md skill
testland/qa · plugins/qa-accessibility/skills/a11y-violation-gate/SKILL.md · Builds a CI gate that fails the build on **new** WCAG / a11y violations introduced by a PR while grandfathering…
git:20260813.84b37f4 · audit A · 11 stars
aria-authoring-patterns SKILL.md skill
testland/qa · plugins/qa-accessibility/skills/aria-authoring-patterns/SKILL.md · Reference for the W3C ARIA Authoring Practices Guide (APG) - covers the 31 canonical interactive-widget patterns…
git:20260813.84b37f4 · audit A · 11 stars
axe-a11y SKILL.md skill
testland/qa · plugins/qa-accessibility/skills/axe-a11y/SKILL.md · Automated accessibility scanning across the five engines - axe-core (primary), pa11y, Lighthouse a11y, WAVE, and IBM…
git:20260813.84b37f4 · audit B · 11 stars
screen-reader-test-author SKILL.md skill
testland/qa · plugins/qa-accessibility/skills/screen-reader-test-author/SKILL.md · Builds the full manual-accessibility artifact surface: step-by-step screen-reader test scripts for NVDA (Windows), JAWS…
git:20260813.84b37f4 · audit A · 11 stars
wcag-color-contrast SKILL.md skill
testland/qa · plugins/qa-accessibility/skills/wcag-color-contrast/SKILL.md · Reference for WCAG 2.2 color-contrast conformance - covers SC 1.4.3 Contrast (Minimum, AA), 1.4.6 Contrast (Enhanced…
git:20260813.84b37f4 · audit A · 11 stars
wcag-compliance-reporter SKILL.md skill
testland/qa · plugins/qa-accessibility/skills/wcag-compliance-reporter/SKILL.md · Builds a per-page WCAG 2.2 compliance score report by aggregating output from one or more accessibility scanners…
git:20260813.84b37f4 · audit A · 11 stars
wcag-keyboard-navigation SKILL.md skill
testland/qa · plugins/qa-accessibility/skills/wcag-keyboard-navigation/SKILL.md · Reference catalog for WCAG 2.2 keyboard-navigation conformance - covers SC 2.1.1 (Keyboard), 2.1.2 (No Keyboard Trap)…
git:20260813.84b37f4 · audit A · 11 stars
ai-spec-coverage-mapper SKILL.md skill
testland/qa · plugins/qa-ai-assisted/skills/ai-spec-coverage-mapper/SKILL.md · Build-an-X workflow that uses an LLM to map existing tests to spec sections - given a spec doc + the test suite, the…
git:20260813.83125c6 · audit A · 11 stars
ai-test-generator SKILL.md skill
testland/qa · plugins/qa-ai-assisted/skills/ai-test-generator/SKILL.md · Generates tests from natural-language specs (acceptance criteria, user stories, requirements) using an LLM, with…
git:20260813.83125c6 · audit A · 11 stars
model-based-test-graph-author SKILL.md skill
testland/qa · plugins/qa-ai-assisted/skills/model-based-test-graph-author/SKILL.md · Build-an-X workflow for model-based testing (MBT) per the canonical definition - authors a state-machine model of the…
git:20260813.099f6f5 · audit A · 11 stars
api-chaos-runner SKILL.md skill
testland/qa · plugins/qa-api-testing/skills/api-chaos-runner/SKILL.md · Runs the project's existing API tests under injected network chaos - latency, timeouts, dropped connections, bandwidth…
git:20260726.19ddd36 · audit A · 11 stars

Every file in testland/qa

Browse by kind, by grade A, or by owner.