serving-openmed-rest-api

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 (/health, /analyze, /pii/extract, /pii/deidentify, /models/loaded, /models/unload), request/response shapes, ServiceRuntime env-var configuration, and self-hosted auth/CORS/TLS notes.

Quality

91%

Does it follow best practices?

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Securityby

Low

Low-risk findings worth noting

Quality

Content

90%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A tight, executable deployment skill with copy-paste commands, a clear sequenced workflow, and well-structured sections. Minor room to add health-check error-recovery guidance and to consider splitting the endpoint/env-var reference into bundle files.

Suggestions

Add an explicit feedback loop in the workflow for a failed /health check (e.g. inspect uvicorn logs, verify OPENMED_PROFILE / preload model names, restart) to push workflow clarity to the top anchor.

Consider moving the full endpoint request-field reference and env-var table into a references/ file (e.g. ENDPOINTS.md) referenced from SKILL.md, keeping the body as a concise overview.

The 'Covers the service extra, launching create_app with uvicorn, the real endpoints...' sentence in the description restates body content; trim it to reduce redundancy.

Dimension	Reasoning	Score
Conciseness	Dense, lean body that assumes Claude's competence — no explanation of what FastAPI/NER/PII are; endpoint and env-var tables and the Dockerfile earn every token without padding.	5 / 5
Actionability	Fully copy-paste-ready guidance throughout: pip install + uvicorn launch, create_app snippet, curl examples for every endpoint, an env-var launch line, and a complete Dockerfile covering the common deployment case.	5 / 5
Workflow Clarity	A clear six-step sequence with a health-check/warm verification step, but it lacks explicit error-recovery feedback loops (e.g. what to do when /health fails), keeping it just below the top anchor.	4 / 5
Progressive Disclosure	Well-organized into clearly headed sections with one-level-deep pointers to source files and external standards; no bundle files exist, and the inline endpoint/env-var reference tables are substantial enough that a larger version could warrant splitting, leaving a minor organization gap.	4 / 5
	Total	18 / 20 Passed

Description

92%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A high-quality, third-person description that concretely states capabilities and gives explicit, varied 'Use when...' triggers with clear skill boundaries. The only minor gap is a few additional natural synonyms for the serving use case.

Dimension	Reasoning	Score
Specificity	Lists multiple concrete actions — 'clinical NER, PII extraction, and de-identification, with health checks, model keep-alive/unload, optional dynamic batching, and no-PHI logging' — giving comprehensive coverage of the service's capabilities.	5 / 5
Completeness	Explicitly answers both what ('Stand up OpenMed's FastAPI REST service for clinical NER, PII extraction, and de-identification...') and when ('Use when the user wants to serve OpenMed over HTTP, deploy a de-id/NER REST API...') with concrete trigger phrases.	5 / 5
Trigger Term Quality	Strong natural triggers ('serve OpenMed over HTTP', 'deploy a de-id/NER REST API', 'run an inference endpoint', 'add a /analyze or /pii/deidentify route', 'containerize OpenMed as a service') but a few common phrasings like 'REST API server' or 'web service' are absent, so it sits just below the comprehensive anchor.	4 / 5
Distinctiveness Conflict Risk	Occupies a clear niche (self-hosted OpenMed REST serving) with distinct triggers and explicit boundaries against the batch-processing and MCP skills, minimizing wrong-skill activation.	5 / 5
	Total	19 / 20 Passed

Validation

100%

Warnings & errors only

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository: maziyarpanahi/openmed
Path: skills/serving-openmed-rest-api/SKILL.md
Commit: 80da98c

Reviewed: about 24 hours ago

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