reidentifying-text SKILL.md skillA

reidentifying-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/reidentifying-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/reidentifying-text/SKILL.md
Versions recorded
1
Latest version
v1.0, committed Jul 20, 2026
Size
7,251 bytes
Repository stars
5,784
License
Apache-2.0

Reversibly de-identify clinical text with OpenMed and later restore the original PHI from a saved mapping. Use when the user needs pseudonymization rather than permanent anonymization, wants to mask PHI now and re-link it later under authorization (e.g. recontact, adjudication, GDPR pseudonymization), asks about deidentify keep_mapping, reidentify, or how to store and protect the re-identification mapping. Covers when reversibility is and is not appropriate…

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

# Reidentifying Text

Some workflows need to remove PHI **for processing** but keep the ability to
restore it later under authorization — adjudication, patient recontact, linking
results back to a record. That is **pseudonymization** (reversible), not
**anonymization** (irreversible). OpenMed supports it with
`deidentify(..., keep_mapping=True)` to capture a mapping, and `reidentify` to
restore. Everything runs on-device.

## When to use

- You need to **re-link** redacted output to the original record later.
- You are doing **GDPR pseudonymization** (Art. 4(5)): identifiers held separately,
  reversible under controlled conditions.
- A reviewer must **spot-check** redactions against originals.

**Do NOT use reversibility when:**

- The goal is **HIPAA Safe Harbor anonymization** or a true **anonymous** release —
  a re-identification mapping defeats anonymization. Use `method="remove"` and keep
  **no** mapping.
- The redacted text leaves your trust boundary and the mapping might travel with
  it. The mapping is the secret; never co-locate it with the de-identified output.

## Install

```bash
pip install "openmed[hf]"
```

## Quick start: reversible round-trip

```python
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add maziyarpanahi/openmed/reidentifying-text@sha256:2a43740fa73f167b

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_5locwayfdconxudv.svg)](https://markdownregistry.com/a/art_5locwayfdconxudv)

2 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 7,251 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 (7251 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_5locwayfdconxudv
GET https://markdownregistry.com/api/v1/resolve?ref=maziyarpanahi/openmed/reidentifying-text
GET https://markdownregistry.com/api/v1/blob/2a43740fa73f167b600b2e85a974d575611cbffe5d388b7a52975dada176efd1

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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