auditing-deidentification-runs SKILL.md skillA
auditing-deidentification-runs 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-deidentification-runs@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-deidentification-runs/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0, committed Jul 20, 2026
- Size
- 7,116 bytes
- Repository stars
- 5,784
- License
- Apache-2.0
Produce a signed, reproducible, no-PHI audit trail for an OpenMed de-identification run via deidentify(audit=True). Use when the user needs compliance evidence, a tamper-evident record of what was redacted and why, to verify nothing was changed, to retain proof for HIPAA/GDPR audits, or to review de-id decisions without exposing plaintext PHI. Covers the AuditReport / AuditSignature / AuditSpan / DetectorInfo fields, why audits store offsets+hashes+provenance+residual-risk and never plaintext…
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-identification runs `deidentify(..., audit=True)` returns an `AuditReport` instead of the rewritten text: a deterministic, **PHI-free** record of every redaction decision — offsets, label, detector confidence and threshold, the action taken, content hashes, model provenance, and projected residual risk. Sign it to make it tamper-evident, retain it as compliance evidence, and verify it later without ever touching the original text. Runs **on-device**. ## When to use this skill Use it whenever a de-identification needs to be *defensible*: regulatory retention, internal review, reproducibility checks, or proving to an auditor that identifiers were detected and handled — all without storing or exposing the PHI itself. ## Quick start ```python import openmed note = "Patient John Doe (MRN 1234567) seen 2024-03-02. SSN 123-45-6789." # Returns an AuditReport, NOT a DeidentificationResult, when audit=True. report = openmed.deidentify(note, policy="hipaa_safe_harbor", audit=True) # Make it tamper-evident with a release HMAC key (keep the key in a vault). report.sign(b"my-release-hmac-key", key_id="release-2026") …
Read the whole file at its exact version.
How to install
mdr add maziyarpanahi/openmed/auditing-deidentification-runs@sha256:b716ac4201cf558eThe 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_v4eabmajbg2hhz6h)
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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 (7116 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_v4eabmajbg2hhz6h GET https://markdownregistry.com/api/v1/resolve?ref=maziyarpanahi/openmed/auditing-deidentification-runs GET https://markdownregistry.com/api/v1/blob/b716ac4201cf558ee069f90d45506663b6be421852cf3fe9b11009e13a2de764
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.