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

83%

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Securityby

Low

Low-risk findings worth noting

Quality

Content

92%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.

The content is highly actionable and well-structured with clear workflows, explicit validation checkpoints, and effective progressive disclosure to real reference files. The only meaningful gap is minor verbosity in installation and safety sections.

Dimension	Reasoning	Score
Conciseness	The body is dense and assumes Claude's competence without generic 'what is DICOM' padding, but a few sections (multi-variant install commands and the lengthy safety/compliance prose) could be trimmed, leaving it just below the lean 5 anchor.	4 / 5
Actionability	It provides copy-paste-ready executable code for reading, writing, transfer-syntax inspection, pixel decoding, and LUT transforms, plus concrete CLI invocations with flags for every helper script covering the common cases.	5 / 5
Workflow Clarity	A numbered decision map routes use-cases to scripts and the 9-step de-identification workflow includes explicit validation and audit checkpoints with a feedback loop (anonymize then audit), satisfying the destructive/batch validation requirement.	5 / 5
Progressive Disclosure	The SKILL.md is an overview with two clearly signaled one-level-deep references (transfer_syntaxes.md, common_tags.md) that are real files, plus a named scripts bundle, with detail appropriately offloaded.	5 / 5
	Total	19 / 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.

The description is specific and distinctive with strong action and keyword coverage, but it omits an explicit 'Use when...' trigger clause, which caps its completeness. Adding a brief use-when clause and the '.dcm' extension would lift the remaining dimensions.

Suggestions

Append an explicit trigger clause such as 'Use when working with DICOM (.dcm) files or when the user mentions DICOM, transfer syntaxes, medical imaging pixel data, or DICOM de-identification.'

Include the '.dcm' file extension and the natural phrase 'DICOM files' to broaden trigger-term coverage to the level users actually say.

Dimension	Reasoning	Score
Specificity	The description lists multiple concrete actions ('read, inspect, write, transform, and safely preflight') and broad sub-domain coverage (metadata, transfer syntaxes, compression plugins, frames, private elements, JSON), matching the comprehensive-coverage anchor.	5 / 5
Completeness	It clearly states what the skill does, but there is no explicit 'Use when...' trigger clause; per the rubric a missing when-clause caps completeness at 3.	3 / 5
Trigger Term Quality	Strong keyword coverage including 'pydicom', 'DICOM datasets', 'pixel data', 'transfer syntaxes', 'frames', 'private elements', and 'JSON', but the common file extension '.dcm' and the natural phrase 'DICOM files' are absent, keeping it below a 5.	4 / 5
Distinctiveness Conflict Risk	DICOM/pydicom with transfer syntaxes, pixel data, and compression plugins forms a distinct medical-imaging niche with minimal overlap risk against 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: 9e8b0cb

Reviewed: 2 days ago

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