model-card SKILL.md skillA

model-card from qa-aman/claude-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add qa-aman/claude-skills/model-card@git:20260303.8412b01

Pins git:20260303.8412b01 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
qa-aman/claude-skills
Path
skills/by-role/data-scientist/model-card/SKILL.md
Versions recorded
1
Latest version
git:20260303.8412b01, committed Mar 3, 2026
Size
7,630 bytes
Repository stars
21
License
MIT

Document a machine learning model in a structured, transparent format for stakeholders, reviewers, and future maintainers. Use when the user says "document this model", "write a model card", "model documentation", "how should I document my ML model", "bias and fairness report", "model transparency", "what does this model do", "model handoff", "production model documentation", or needs to communicate what a model does, how it was built, where it works, and where it fails.

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

## Overview

Based on **"Interpretable Machine Learning"** by Christoph Molnar, with structure informed by the Google Model Cards framework (Mitchell et al., 2019). The core principle: a model without documentation is a liability. Interpretability is not a post-hoc courtesy - it is a prerequisite for responsible deployment. A model card makes the model's intended use, performance limits, and failure modes explicit before the model reaches production.

## Workflow

### Step 1: Write the model overview section

```markdown
## Model Overview

**Model name:** [descriptive name, not a variable name]
**Version:** [semantic version, e.g., v1.2.0]
**Model type:** [e.g., XGBoost binary classifier, LSTM time-series forecaster]
**Owner:** [team or individual responsible for this model]
**Last updated:** [date]

**What does this model do?**
[One paragraph. Plain language. No jargon. What input does it take? What output does it produce?
What decision does it support?]

**Primary use case:**
[Specific intended application. Be concrete: "Predicts 30-day churn probability for active
subscribers with > 60 days of account history."]

**Out-of-scope uses:**
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add qa-aman/claude-skills/model-card@sha256:5880639d699c442e

The line at the top of this page pins the label git:20260303.8412b01, 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_yla7u7gbz6efyckd.svg)](https://markdownregistry.com/a/art_yla7u7gbz6efyckd)

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

Versions

The registry has recorded 1 version of this file, committed on Mar 3, 2026.

versioncommittedcommitsizeaudit
git:20260303.8412b01 latest2026-03-03 8412b01 7,630 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 (7630 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

qa-aman/claude-skills · 21 stars · license MIT · pushed 2026-10-19 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_yla7u7gbz6efyckd
GET https://markdownregistry.com/api/v1/resolve?ref=qa-aman/claude-skills/model-card
GET https://markdownregistry.com/api/v1/blob/5880639d699c442eb44fc0256326ff63e4dc811acf20bcd6181a1e435d3775b9

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 qa-aman/claude-skills

create-skill SKILL.md skill
qa-aman/claude-skills · .claude/skills/create-skill/SKILL.md · Create or update Claude Code skills following Anthropic's official skill standard. Use when user says "create a skill"…
git:20260303.4fa499f · audit A · 21 stars
sync-skills SKILL.md skill
qa-aman/claude-skills · .claude/skills/sync-skills/SKILL.md · Fetch skills from projects on the current system, genericize them, and add to the claude-skills repository. Use when…
git:20260303.4fa499f · audit A · 21 stars
CLAUDE.md CLAUDE.md file
qa-aman/claude-skills · CLAUDE.md
git:20260808.3d6e28d · audit A · 21 stars
audit-workpaper SKILL.md skill
qa-aman/claude-skills · skills/by-role/accountant/audit-workpaper/SKILL.md · Write a clear, reviewable audit workpaper documenting procedures, evidence, and conclusions. Use when an auditor says…
git:20260307.8c0949a · audit A · 21 stars
budget-variance-analysis SKILL.md skill
qa-aman/claude-skills · skills/by-role/accountant/budget-variance-analysis/SKILL.md · Analyze budget vs. actual variances, identify root causes, and recommend corrective actions. Use when an accountant or…
git:20260307.8c0949a · audit A · 21 stars
financial-statement-review SKILL.md skill
qa-aman/claude-skills · skills/by-role/accountant/financial-statement-review/SKILL.md · Analyze and interpret financial statements to surface performance signals, quality concerns, and red flags. Use when an…
git:20260307.8c0949a · audit A · 21 stars
month-end-close SKILL.md skill
qa-aman/claude-skills · skills/by-role/accountant/month-end-close/SKILL.md · Run, document, or review a structured month-end close process. Use when an accountant says "help me with month-end…
git:20260307.8c0949a · audit A · 21 stars
tax-position-memo SKILL.md skill
qa-aman/claude-skills · skills/by-role/accountant/tax-position-memo/SKILL.md · Write a technical tax position memo that documents a tax filing position with authorities, facts, analysis, and…
git:20260307.8c0949a · audit A · 21 stars
acceptance-criteria-writer SKILL.md skill
qa-aman/claude-skills · skills/by-role/business-analyst/acceptance-criteria-writer/SKILL.md · Write measurable acceptance criteria for requirements or user stories. Use when the user says "write acceptance…
git:20260323.771ca1c · audit A · 21 stars
brd-writer SKILL.md skill
qa-aman/claude-skills · skills/by-role/business-analyst/brd-writer/SKILL.md · Write a Business Requirements Document. Use when the user says "write a BRD", "business requirements", "document the…
git:20260323.771ca1c · audit A · 21 stars
cost-benefit-analysis SKILL.md skill
qa-aman/claude-skills · skills/by-role/business-analyst/cost-benefit-analysis/SKILL.md · Build a business case with costs, benefits, and ROI. Use when the user says "cost-benefit analysis", "business case"…
git:20260323.771ca1c · audit A · 21 stars
data-dictionary SKILL.md skill
qa-aman/claude-skills · skills/by-role/business-analyst/data-dictionary/SKILL.md · Generate a data dictionary documenting entities, fields, and business rules. Use when the user says "data dictionary"…
git:20260323.771ca1c · audit A · 21 stars

Every file in qa-aman/claude-skills

Other files named model-card

model-card SKILL.md skill
aperivue/medsci-skills · skills/model-card/SKILL.md · Use when a trained medical-imaging model needs its documentation. Fills a Model Card and a Datasheet for its dataset…
git:20261003.28fe41b · audit A · 346 stars

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