diffusers-code

Create or edit code that is compliant with Hugging Face diffusers conventions, including models, pipelines, schedulers, tests, docs, and PR preparation targeting diffusers.

Quality

72%

Does it follow best practices?

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Securityby

Passed

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tessl review fix ./.github/skills/diffusers-code/SKILL.md

Quality

Content

77%

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

The body is concise, well-structured, and offers a clearly sequenced workflow with validation, but it is short on executable code examples and points to an external instructions file that is not present in the bundle.

Suggestions

Add at least one complete, executable code snippet (e.g., a minimal ModelMixin/register_to_config skeleton or a from_pretrained round-trip) to lift actionability.

Resolve or remove the broken reference to '.github/instructions/core.instructions.md' — either include the file in the bundle or drop the pointer so progressive disclosure is clean and one-level-deep.

Dimension	Reasoning	Score
Conciseness	Lean, rule-oriented body that assumes Claude knows diffusers internals; no padding or explanation of concepts Claude already knows, so every token earns its place.	3 / 3
Actionability	Gives concrete directives and commands ('make style', 'make fix-copies', 'register_to_config', '@torch.no_grad()') but is mostly rules/checklists with little copy-paste-ready executable code, fitting the 'some concrete guidance but incomplete' anchor.	2 / 3
Workflow Clarity	The Change Workflow is clearly sequenced (Gather, Plan, Implement, Validate, Polish) with an explicit validation step and a PR Quality Checklist with feedback loops, matching the top anchor.	3 / 3
Progressive Disclosure	Sections are well-organized, but the sole external reference '.github/instructions/core.instructions.md' does not exist in the bundle, leaving a dangling pointer rather than a clean one-level-deep reference.	2 / 3
	Total	10 / 12 Passed

Description

67%

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 clearly niched to diffusers, but it omits an explicit 'Use when' trigger clause, which limits trigger-term quality and completeness. Adding a natural-language trigger sentence would lift the two lowest dimensions.

Suggestions

Add an explicit 'Use when...' trigger clause naming natural user phrases (e.g., 'Use when implementing or PR-ing code to the diffusers library — models, pipelines, schedulers, tests, or docs').

Surface common natural trigger terms a user would actually say ('diffusers pipeline', 'add a scheduler to diffusers', 'diffusers PR') to improve trigger-term coverage.

Dimension	Reasoning	Score
Specificity	Lists multiple concrete actions — 'Create or edit code', 'models, pipelines, schedulers, tests, docs, and PR preparation' — matching the 'lists multiple specific concrete actions' anchor.	3 / 3
Completeness	Clearly states what the skill does but provides no explicit 'Use when...' trigger clause, so the 'when' is only implied — capping completeness at 2 per the guideline.	2 / 3
Trigger Term Quality	Contains relevant domain terms ('Hugging Face diffusers', 'models, pipelines, schedulers', 'PR') a contributor would say, but lacks common natural variations and a 'Use when' phrasing to reach full coverage.	2 / 3
Distinctiveness Conflict Risk	Narrowly scoped to the diffusers library with distinct triggers ('targeting diffusers', 'diffusers conventions'), making conflict with other skills unlikely.	3 / 3
	Total	10 / 12 Passed

Validation

93%

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 — 15 / 16 Passed

Validation for skill structure

Criteria	Description	Result
frontmatter_unknown_keys	Unknown frontmatter key(s) found; consider removing or moving to metadata	Warning

	Total	15 / 16 Passed

Repository: vladmandic/sdnext
Path: .github/skills/diffusers-code/SKILL.md
Commit: 058a7f0

Reviewed: about 23 hours ago

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