hollandkevint/data-product-operator · skills/ethical-risk-assessment/SKILL.md

ethical-risk-assessment skillA

ethical-risk-assessment is agent-read markdown (skill) from hollandkevint/data-product-operator: Ethical data risk evaluation, bias testing protocols, and governance practices for data products. Use when evaluating ML/AI features for fairness, designing bias testing protocols, planning phased rollouts for high-risk changes, reviewing data governance practices, or when someone asks "could this model be biased?" or "how do we ship AI features responsibly?" For HIPAA-specific guidance, see healthcare-data-domain..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add hollandkevint/data-product-operator/ethical-risk-assessment@v0.1.0
Exact content
mdr add hollandkevint/data-product-operator/ethical-risk-assessment@sha256:3c80774882c86af5

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_icom4civ2kpgnsma.svg)](https://markdownregistry.com/a/art_icom4civ2kpgnsma)

0 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
v0.1.0 latest2026-02-19 7457173 4,490 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (4490 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

hollandkevint/data-product-operator · 3 stars · license MIT · pushed 2026-09-11 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_icom4civ2kpgnsma
GET https://markdownregistry.com/api/v1/resolve?ref=hollandkevint/data-product-operator/ethical-risk-assessment
GET https://markdownregistry.com/api/v1/blob/3c80774882c86af5fef75c425bf82fed8bed58d70bc9a8f3434b20c4bf9a7300

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.