data-product-validation SKILL.md skillA
data-product-validation from hollandkevint/data-product-operator is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add hollandkevint/data-product-operator/data-product-validation@v0.1.0Pins v0.1.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- hollandkevint/data-product-operator
- Path
skills/data-product-validation/SKILL.md- Versions recorded
- 2
- Latest version
- v0.1.0, committed Nov 3, 2026
- First version recorded
- Feb 20, 2026
- Size
- 5,069 bytes
- Repository stars
- 5
- License
- MIT
Score whether a data product idea is worth building before committing resources. Validation scorecard, experiment design, and go/kill decisions. Use when evaluating feasibility, making go/no-go decisions, validating demand, sizing bets, or when someone asks "is this worth building?" or "should we invest in this?".
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
## Validation Scorecard Score each dimension 1-5. Multiply all five for a composite score (max 3,125). ### 1. Demand Frequency How often do consumers need this answer? | Score | Frequency | Example | |-------|-----------|---------| | 5 | Daily or real-time | ICU readmission risk scores | | 4 | Weekly | Regional performance reports | | 3 | Monthly | Quarterly business reviews | | 2 | Quarterly | Annual planning data | | 1 | Rarely or once | Ad-hoc executive request | ### 2. Decision Impact What happens when consumers don't have this data? | Score | Impact | Example | |-------|--------|---------| | 5 | Critical decision blocked | Can't discharge patients without risk assessment | | 4 | Significant delay or cost | Team spends 20+ hours/week on manual workaround | | 3 | Moderate inconvenience | Report takes 3 hours instead of 5 minutes | | 2 | Minor friction | Slightly slower process, acceptable workaround exists | | 1 | Mild inconvenience | Nice to have, nobody changes behavior without it | ### 3. Workaround Effort What are consumers doing today instead? | Score | Effort | Example | |-------|--------|---------| …
Read the whole file at its exact version.
How to install
mdr add hollandkevint/data-product-operator/data-product-validation@sha256:3a16a9ab52510200The line at the top of this page pins the label v0.1.0, 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_47sypg3zlz4sat4u)
6 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Feb 20, 2026 and Nov 3, 2026, about one every 256 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v0.1.0 latest | 2026-11-03 | 2939ae2 | 5,069 B | A | view · diff |
| v0.1.0 | 2026-02-20 | b2b7f45 | 5,079 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (5069 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
hollandkevint/data-product-operator · 5 stars · license MIT · pushed 2026-11-03 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_47sypg3zlz4sat4u GET https://markdownregistry.com/api/v1/resolve?ref=hollandkevint/data-product-operator/data-product-validation GET https://markdownregistry.com/api/v1/blob/3a16a9ab525102003b64e392aea6b76193019083122cab8ab25a6890ffcacea2
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.