hollandkevint/data-product-operator · skills/data-product-thinking/SKILL.md

data-product-thinking skillA

data-product-thinking is agent-read markdown (skill) from hollandkevint/data-product-operator: First-principles reasoning for data product decisions. Frames problems as data products, not dashboards or pipelines. Use when evaluating data product strategy, making build-vs-buy decisions, scoping data product features, assessing product-market fit for data offerings, or when someone asks "should we build this data product?".

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/data-product-thinking@v0.1.0
Exact content
mdr add hollandkevint/data-product-operator/data-product-thinking@sha256:5491c949b9f52299

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_cclbmpno5sn3xm5y.svg)](https://markdownregistry.com/a/art_cclbmpno5sn3xm5y)

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Versions

versioncommittedcommitsizeaudit
v0.1.0 latest2026-02-20 b2b7f45 3,487 BA view · diff
v0.1.02026-02-19 7457173 3,003 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 (3487 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_cclbmpno5sn3xm5y
GET https://markdownregistry.com/api/v1/resolve?ref=hollandkevint/data-product-operator/data-product-thinking
GET https://markdownregistry.com/api/v1/blob/5491c949b9f52299c74844376f2ff3685ca9a69c3bb2dd5494968509873bfb73

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