serving-openmed-rest-api SKILL.md skillA

serving-openmed-rest-api 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/serving-openmed-rest-api@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/serving-openmed-rest-api/SKILL.md
Versions recorded
2
Latest version
v1.0, committed Oct 3, 2026
First version recorded
Jul 20, 2026
Size
8,523 bytes
Repository stars
5,784
License
Apache-2.0

Stand up OpenMed's FastAPI REST service for clinical NER, PII extraction, and de-identification, with health checks, model keep-alive/unload, optional dynamic batching, and no-PHI logging. Use when the user wants to serve OpenMed over HTTP, deploy a de-id/NER REST API, run an inference endpoint for clinical text, add a /analyze or /pii/deidentify route, or containerize OpenMed as a service. Covers the service extra, launching create_app with uvicorn, the real endpoints…

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

# Serving OpenMed over REST

`openmed.service` is a hardened **FastAPI** app exposing OpenMed's NER, PII
extraction, and de-identification over HTTP. It is built to be **self-hosted**:
models run on-device, there's no telemetry, and the request schemas reject raw
PHI from spilling into errors. Use it when callers need request/response
inference; use `batch-processing-clinical-text` for corpora.

## When to use this skill

To put OpenMed behind an HTTP endpoint your own apps call — an internal de-id
microservice, an NER backend, a containerized inference tier. For agent/tool
integration prefer the MCP server (`deploying-openmed-mcp`); for offline bulk
work use batch processing.

## Quick start

```bash
pip install "openmed[service]"          # FastAPI + uvicorn + pydantic

# Launch the ASGI app (factory create_app, or the module-level `app`)
python -m openmed.service.logging --host 127.0.0.1 --port 8000
```

```python
# Or build it in-process (e.g. to mount under a parent app / add middleware):
from openmed.service import create_app
app = create_app()
```

```bash
curl -s localhost:8000/health
# {"status":"ok","service":"openmed-rest","version":"...","profile":"prod"}
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add maziyarpanahi/openmed/serving-openmed-rest-api@sha256:6f9f32abd07b4c1c

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_sfzhcq3kgynsdve5.svg)](https://markdownregistry.com/a/art_sfzhcq3kgynsdve5)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, between Jul 20, 2026 and Oct 3, 2026, about one every 75 days.

versioncommittedcommitsizeaudit
v1.0 latest2026-10-03 8254f90 8,523 BA view · diff
v1.02026-07-20 74f7d6b 8,512 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 (8523 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_sfzhcq3kgynsdve5
GET https://markdownregistry.com/api/v1/resolve?ref=maziyarpanahi/openmed/serving-openmed-rest-api
GET https://markdownregistry.com/api/v1/blob/6f9f32abd07b4c1caa9d5b70bba2be0cccfa65faef1372bbd732c8fc887c7939

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