authoring-model-cards SKILL.md skillA

authoring-model-cards from maziyarpanahi/openmed is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add maziyarpanahi/openmed/authoring-model-cards@v1.0

Pins v1.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
maziyarpanahi/openmed
Path
skills/authoring-model-cards/SKILL.md
Versions recorded
1
Latest version
v1.0, committed Jul 20, 2026
Size
7,312 bytes
Repository stars
5,784
License
Apache-2.0

Generate a model card for an OpenMed clinical NER or de-identification model documenting intended use, quantitative metrics, subgroup performance, limitations, and a medical-device disclaimer for clinical AI governance. Use when the user wants to write or update a model card, a README model section, or governance documentation, or to turn OpenMed eval outputs (release gate report, fairness_report, error_report) into the card's metrics and limitations sections. Trigger on "model card…

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

# Authoring Model Cards

A model card is the honest spec sheet for a model: what it's for, how well it
works, where it breaks, and who it might fail. For clinical models this is
governance-critical — an undocumented de-id model is one nobody can sign off on.
This skill fills a model card directly from OpenMed eval outputs so the numbers
are reproducible, not aspirational.

## When to use this skill

- You're publishing or updating an OpenMed model and need its card.
- You have eval artifacts (`GateReport`, `fairness_report`, `error_report`) and
  need to turn them into intended-use, metrics, and limitations sections.
- A clinical AI governance / model-risk review needs a transparency document.

Run the evals **first** (see `evaluating-with-leakage-gates`,
`benchmarking-clinical-ner`, `auditing-subgroup-fairness`); this skill documents
their results — it does not generate the numbers.

## Card sections (Mitchell et al., + clinical extensions)

See `references/model-card-sections.md` for the full section-to-source map. The
load-bearing sections for an OpenMed model:

- **Model details** — repo id, family, tier, format, params, milestone, license
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add maziyarpanahi/openmed/authoring-model-cards@sha256:d9f9243db823fec9

The line at the top of this page pins the label v1.0, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_g6ss3gpixhtdve2i.svg)](https://markdownregistry.com/a/art_g6ss3gpixhtdve2i)

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

Versions

The registry has recorded 1 version of this file, committed on Jul 20, 2026.

versioncommittedcommitsizeaudit
v1.0 latest2026-07-20 74f7d6b 7,312 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 (7312 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

maziyarpanahi/openmed · 5,784 stars · license Apache-2.0 · pushed 2026-11-07 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_g6ss3gpixhtdve2i
GET https://markdownregistry.com/api/v1/resolve?ref=maziyarpanahi/openmed/authoring-model-cards
GET https://markdownregistry.com/api/v1/blob/d9f9243db823fec938a14b5b6e9ac9728ef2bf128073024808cd8c24fef8dab3

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 maziyarpanahi/openmed

AGENTS.md AGENTS.md file
maziyarpanahi/openmed · AGENTS.md
git:20261102.e988f86 · audit A · 5,784 stars
annotating-variants SKILL.md skill
maziyarpanahi/openmed · skills/annotating-variants/SKILL.md · Annotates VCF variants and normalizes HGVS nomenclature with public, license-free annotators (Ensembl VEP REST…
v1.0 · audit A · 5,784 stars
ask-openmed SKILL.md skill
maziyarpanahi/openmed · skills/ask-openmed/SKILL.md · Choose the first OpenMed workflow skill for an intake, privacy, extraction, exchange, or verification request using…
v1.0 · audit A · 5,784 stars
assembling-fhir-bundles SKILL.md skill
maziyarpanahi/openmed · skills/assembling-fhir-bundles/SKILL.md · Package multiple FHIR R4 resources produced from OpenMed output into a single valid transaction Bundle ready to POST to…
v1.0 · audit A · 5,784 stars
auditing-deid-leakage SKILL.md skill
maziyarpanahi/openmed · skills/auditing-deid-leakage/SKILL.md · Adversarially scan already-de-identified clinical text for residual identifiers and emit a leakage report that blocks…
v1.0 · audit A · 5,784 stars
auditing-deidentification-runs SKILL.md skill
maziyarpanahi/openmed · skills/auditing-deidentification-runs/SKILL.md · Produce a signed, reproducible, no-PHI audit trail for an OpenMed de-identification run via deidentify(audit=True). Use…
v1.0 · audit A · 5,784 stars
auditing-part11-trails SKILL.md skill
maziyarpanahi/openmed · skills/auditing-part11-trails/SKILL.md · Generates and verifies 21 CFR Part 11-style audit trails — who/what/when, electronic signatures, and tamper-evidence —…
v1.0 · audit A · 5,784 stars
auditing-safe-harbor-checklist SKILL.md skill
maziyarpanahi/openmed · skills/auditing-safe-harbor-checklist/SKILL.md · Verify OpenMed de-identified output against all 18 HIPAA Safe Harbor identifier categories and report residual…
v1.0 · audit A · 5,784 stars
auditing-subgroup-fairness SKILL.md skill
maziyarpanahi/openmed · skills/auditing-subgroup-fairness/SKILL.md · Audit an OpenMed NER or de-identification model for performance disparities across demographic subgroups (sex, age…
v1.0 · audit A · 5,784 stars
batch-processing-clinical-text SKILL.md skill
maziyarpanahi/openmed · skills/batch-processing-clinical-text/SKILL.md · Run large-scale batch NER, PII extraction, or de-identification over many clinical notes on-device with OpenMed, with…
v1.0 · audit A · 5,784 stars
benchmark-pii-recall SKILL.md skill
maziyarpanahi/openmed · skills/benchmark-pii-recall/SKILL.md · Benchmark an OpenMed PII model with synthetic gold spans and report label-aware exact-span and grapheme recall without…
git:20260727.9d7b5a2 · audit A · 5,784 stars
benchmarking-clinical-ner SKILL.md skill
maziyarpanahi/openmed · skills/benchmarking-clinical-ner/SKILL.md · Score an OpenMed clinical or biomedical NER model against a user-supplied gold corpus with entity-level precision…
v1.0 · audit A · 5,784 stars

Every file in maziyarpanahi/openmed

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