pick-a-pii-model SKILL.md skillA
pick-a-pii-model 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/pick-a-pii-model@git:20260727.9d7b5a2Pins git:20260727.9d7b5a2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- maziyarpanahi/openmed
- Path
skills/pick-a-pii-model/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260727.9d7b5a2, committed Jul 27, 2026
- Size
- 3,192 bytes
- Repository stars
- 5,784
- License
- Apache-2.0
Select an on-device OpenMed PII model from the committed registry by language, runtime format, and size budget, then require recall validation before deployment. Use when an agent must choose a local PII detector for CPU, Apple Silicon, or a mobile export without relying on live model discovery.
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
# Pick an on-device PII model
Use the committed registry to build an offline shortlist. Treat the language
default as the safety baseline, but never treat model size or format as proof
of recall.
## Procedure
1. Identify the input language and script before choosing a model.
2. Choose the runtime: `pytorch` for local CPU/GPU and mobile export sources,
`mlx-fp` or `mlx-8bit` for Apple Silicon.
3. Read `get_default_pii_model(language)` as the baseline.
4. Filter `get_pii_models_by_language(language)` by runtime and device budget.
5. Prefer the baseline when it fits; otherwise select a compatible candidate.
6. Benchmark the candidate on direct identifiers, critical leakage, scripts,
and the target quantization before shipping.
## Runnable offline shortlist
This snippet reads only the bundled manifest; it does not download weights.
```python
from openmed import get_default_pii_model, get_pii_models_by_language
LANGUAGE = "en"
TARGET_FORMAT = "mlx-fp" # Use "pytorch" for CPU or as an export source.
MAX_PARAMETERS_M = 150
baseline_id = get_default_pii_model(LANGUAGE)
models = get_pii_models_by_language(LANGUAGE)
shortlist = [
(key, info)
…Read the whole file at its exact version.
How to install
mdr add maziyarpanahi/openmed/pick-a-pii-model@sha256:4e75f4547601339aThe line at the top of this page pins the label git:20260727.9d7b5a2, 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_zefatd4rka4zii5j)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jul 27, 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 (3192 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_zefatd4rka4zii5j GET https://markdownregistry.com/api/v1/resolve?ref=maziyarpanahi/openmed/pick-a-pii-model GET https://markdownregistry.com/api/v1/blob/4e75f4547601339a65455c683e67f485cd1f63e384d23d4975430499f0938cb8
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.