deidentifying-clinical-text SKILL.md skillA

deidentifying-clinical-text 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/deidentifying-clinical-text@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/deidentifying-clinical-text/SKILL.md
Versions recorded
1
Latest version
v1.0, committed Jul 20, 2026
Size
7,372 bytes
Repository stars
5,784
License
Apache-2.0

Remove, mask, or replace PHI/PII in clinical free text on-device with OpenMed's deidentify(). Use when the user needs to de-identify medical notes, strip patient identifiers, redact PHI before sharing or analysis, anonymize discharge summaries, or pick a de-id method (mask vs remove vs replace vs hash vs shift_dates). Covers confidence_threshold for safety, consistent+seed for stable surrogates, keep_mapping for reversible de-id, policy= profiles, and the DeidentificationResult fields. Pairs…

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

# De-identifying clinical text

`openmed.deidentify` detects PHI/PII and rewrites the text so it can be shared,
stored, or analyzed without exposing patients. It runs **fully on-device** after
a one-time model download — no network calls, no telemetry, no raw PHI leaving
the process. This is the single most important OpenMed entry point for privacy
work; everything else (policies, audit, multilingual, date-shifting) layers on
top of it.

## When to use this skill

Reach for `deidentify` when you need to transform text — replace, mask, remove,
hash, or date-shift the identifiers. If you only need to **locate** PHI spans
without changing the text, use `extract_pii` (see `extracting-pii-entities`). To
**restore** masked text later, use `reidentify` (see `reidentifying-text`).

## Quick start

```python
import openmed

note = (
    "Patient John Doe (MRN 1234567) was seen on 2024-03-02 by Dr. Alice Reed. "
    "Contact: john.doe@example.com, 617-555-0142."
)

result = openmed.deidentify(
    note,
    method="mask",                 # mask | remove | replace | hash | shift_dates
    confidence_threshold=0.7,      # safety default; raise to reduce false negatives' impact
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add maziyarpanahi/openmed/deidentifying-clinical-text@sha256:b879d35aecb44100

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_ea2dtpsxqbawrwqd.svg)](https://markdownregistry.com/a/art_ea2dtpsxqbawrwqd)

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 7,372 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 (7372 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_ea2dtpsxqbawrwqd
GET https://markdownregistry.com/api/v1/resolve?ref=maziyarpanahi/openmed/deidentifying-clinical-text
GET https://markdownregistry.com/api/v1/blob/b879d35aecb441007347010a1aba447fa93d4c3ee290b13b934bbb26622932a3

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.

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