gating-deid-leakage SKILL.md skillA
gating-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/gating-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/gating-deid-leakage/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0, committed Jul 20, 2026
- Size
- 6,989 bytes
- Repository stars
- 5,784
- License
- Apache-2.0
Add a CI gate that fails the build when an OpenMed de-identification model's recall on a held-out PHI set drops below threshold or any critical identifier leaks. Use when the user wants a pytest test or CLI step that exits nonzero on de-id regression, wants to wire OpenMed's leakage-first release gates into GitHub Actions / CI, needs a recall floor plus zero-leakage assertion against a synthetic held-out set, or wants to block merges that weaken de-identification. Trigger on "CI gate…
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
# Gating De-id Leakage in CI
Logs, baselines, and models drift. The only durable defense is a gate that runs
on every change and **fails closed** when de-identification regresses. This skill
operationalizes OpenMed's leakage-first ethos into a CI check: recall must stay
above the floor and **critical leakage must be exactly zero**, or the build goes
red.
## When to use this skill
- You want a pytest test or CLI step that exits nonzero on de-id regression.
- You need to block PRs that drop PHI recall or introduce a leak.
- You want OpenMed's release gates (`ReleaseGate`, G1a–G8) enforced in CI.
- You maintain a synthetic held-out PHI set and want it checked automatically.
For the full gate semantics see `evaluating-with-leakage-gates`; this skill is
about *wiring it into CI so it fails the build*.
## Quick start — a pytest gate
```python
# tests/eval/test_deid_leakage_gate.py
import pytest
from openmed.eval import run_suite, ReleaseGate, RELEASABLE
RECALL_FLOOR = 0.99 # direct-identifier recall floor
HELD_OUT = "eval/heldout/phi_synthetic.json" # SYNTHETIC, committed
@pytest.fixture(scope="module")
def gate_report():
report = run_suite(
HELD_OUT,
…Read the whole file at its exact version.
How to install
mdr add maziyarpanahi/openmed/gating-deid-leakage@sha256:2d4b37c2ee5b01b0The 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_yp5wpnhvsnlsizku)
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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 (6989 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
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