pydicom

Use pydicom to read, inspect, write, transform, and safely preflight local DICOM datasets and pixel data. Applies to DICOM metadata, transfer syntaxes, compression plugins, frames, private elements, JSON, and bounded de-identification review.

Quality

80%

Does it follow best practices?

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Securityby

Passed

No findings from the security scan

Quality

Content

86%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 high-quality, actionable skill body with executable examples, clear workflow routing, and well-structured progressive disclosure via real reference files. Main improvement would be making validation feedback loops explicit and trimming occasional prose.

Dimension	Reasoning	Score
Conciseness	Information-dense and pydicom-specific without explaining general concepts Claude already knows, though some safety and workflow prose could be tightened, leaving it just shy of fully lean.	4 / 5
Actionability	Provides copy-paste-ready, executable code and CLI commands across reading, writing, pixel decoding, compression, and the helper scripts, covering the common cases concretely.	5 / 5
Workflow Clarity	A clear decision list ('Choose the workflow') and a 9-step de-identification checklist with explicit validation/audit steps, but the fix-and-retry feedback loop is implied rather than spelled out.	4 / 5
Progressive Disclosure	The body is an overview with well-signaled, one-level-deep references to the two real reference files (common_tags.md, transfer_syntaxes.md) and scripts, with bulky tag/syntax material appropriately split out.	5 / 5
	Total	18 / 20 Passed

Description

75%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 specific, well-scoped description with concrete capabilities and a distinct DICOM niche, but it lacks an explicit "Use when..." trigger clause, capping completeness. Adding concrete trigger phrasing would round it out.

Suggestions

Add an explicit 'Use when ...' clause naming natural user triggers (e.g., 'Use when working with DICOM files (.dcm), DICOM metadata, transfer syntaxes, or pixel data').

Include the .dcm file extension and the phrase 'DICOM files' to broaden natural keyword coverage.

Keep the existing concrete action list but tie it directly to the trigger clause so both 'what' and 'when' are explicit.

Dimension	Reasoning	Score
Specificity	Lists multiple concrete actions ("read, inspect, write, transform, and safely preflight") plus broad coverage of metadata, transfer syntaxes, frames, private elements, JSON, and de-identification review, matching the comprehensive-coverage anchor.	5 / 5
Completeness	The "what" is clear and concrete, but there is no explicit "Use when..." trigger clause; the "Applies to..." scope list only weakly implies when, so completeness is capped at 3 per the missing-trigger-guidance rule.	3 / 5
Trigger Term Quality	Strong natural terms (DICOM, pydicom, DICOM metadata, transfer syntaxes, frames, de-identification) but omits common user phrasings like "DICOM files" and the .dcm extension, so a few natural terms are missing.	4 / 5
Distinctiveness Conflict Risk	pydicom/DICOM is a clear, specialized niche with distinct triggers and minimal overlap risk with other skills.	5 / 5
	Total	17 / 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: K-Dense-AI/scientific-agent-skills
Path: skills/pydicom/SKILL.md
Commit: 9cf7d9a

Reviewed: 19 hours ago

Table of Contents

Discovery Implementation Validation

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