auditing-deid-leakage SKILL.md skillA
auditing-deid-leakage from maziyarpanahi/openmed is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add maziyarpanahi/openmed/auditing-deid-leakage@v1.0Pins 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/auditing-deid-leakage/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0, committed Jul 20, 2026
- Size
- 7,432 bytes
- Repository stars
- 5,784
- License
- Apache-2.0
Adversarially scan already-de-identified clinical text for residual identifiers and emit a leakage report that blocks release on any hit. Use after OpenMed de-identification when the user asks to verify a redaction, prove no PHI/PII leaked, gate a dataset before sharing, or run a second-pass detector. Covers format and checksum detectors (SSN, Luhn for card numbers, MRN/account patterns, emails, phones, dates), entropy heuristics for high-randomness tokens, severity scoring, and a hard…
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
# Auditing de-id leakage De-identification is **verified, not assumed**. A model-driven redaction can miss a structured identifier (an SSN typo'd with spaces, an account number in a footer, a date in an odd format) — and a single residual identifier defeats the whole release. This skill is the adversarial second pass: scan the *output* of de-identification for anything that still looks like an identifier, score it, and **block release on any leak**. It is the verification half of OpenMed's leakage-first ethos — gate on leakage, not on F1. ## When to use - Right after `deidentifying-clinical-text`, before the de-identified text leaves a trust boundary (export, share, train, publish). - When the user wants proof that "no PHI leaked," a release gate, or a CI check that fails the build if any identifier survives. - As a belt-and-suspenders detector independent of the model that produced the redaction — a deterministic checker catches different failures than the NER. Run this on the **de-identified** text, not the original. The original is expected to be full of identifiers. ## Quick start Two complementary passes — a deterministic structural scan plus a model …
Read the whole file at its exact version.
How to install
mdr add maziyarpanahi/openmed/auditing-deid-leakage@sha256:87f2dbf5dcf3a226The 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.
[](https://markdownregistry.com/a/art_pzayekcy4uvbhxzf)
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.
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 (7432 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
maziyarpanahi/openmed · 5,784 stars · license Apache-2.0 · pushed 2026-11-07 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_pzayekcy4uvbhxzf GET https://markdownregistry.com/api/v1/resolve?ref=maziyarpanahi/openmed/auditing-deid-leakage GET https://markdownregistry.com/api/v1/blob/87f2dbf5dcf3a2264b4777ede4678d03c84ec6cabe03e02126c8c9b197ad9f91
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.