muapi-couple-grid-creator

Create a stylized 6-box grid featuring a couple in various romantic poses and outfits, with each pose framed inside a unique cardboard box packaging.

Quality

71%

Does it follow best practices?

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Securityby

Passed

No findings from the security scan

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tessl review fix ./library/visual/couple-grid-creator/SKILL.md

Quality

Content

85%

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

The body is highly actionable with a fully-specified generation command and prompt, and the simple single-step workflow is clearly organized; the only slack is minor generic boilerplate in the executing-agent notes.

Dimension	Reasoning	Score
Conciseness	The body is mostly lean with no concept-padding, but the 'Notes for the Executing Agent' section repeats generic recipe boilerplate ('read each phase, gather any missing inputs', 'substitute {{input_name}} placeholders') that assumes less competence than ideal and could be tightened.	2 / 3
Actionability	It specifies the exact CLI command ('muapi image edit'), model ('qwen-image-edit-plus'), reference image binding, the full generation prompt, and aspect ratio, plus a curl fallback and polling command — copy-paste ready.	3 / 3
Workflow Clarity	This simple single-step skill sequences the input-gathering conditional ('If {{couple_image}} is not provided, ask…') then the single generation step and presentation; per the simple-skills note, a clear single-action workflow scores 3.	3 / 3
Progressive Disclosure	No bundle files are present and the skill is under 50 lines, with well-organized sections (Inputs, Steps, Trigger Keywords, Notes); per the scoring notes this earns a 3 without external references.	3 / 3
	Total	11 / 12 Passed

Description

57%

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 concrete and occupies a distinct niche, but it is purely capability prose with no 'when to use' trigger guidance and no dedicated natural trigger terms, leaving most dimensions at the mid level.

Suggestions

Add an explicit 'Use when…' clause naming when Claude should invoke this skill, e.g. 'Use when the user wants a stylized multi-pose couple photo grid or packaging-box couple portrait.'

Surface the natural trigger phrasings ('couple grid', 'romantic grid', 'packaging grid', 'couple photo box') directly in the description so they score as trigger terms rather than only appearing in the body.

Optionally enumerate the concrete actions performed (generate grid, preserve couple identity, frame each pose in packaging) to lift specificity from a single action to multiple.

Dimension	Reasoning	Score
Specificity	The description states one concrete action ('Create a stylized 6-box grid featuring a couple in various romantic poses and outfits') with vivid output detail, but it lists a single action rather than the multiple concrete actions required for a 3.	2 / 3
Completeness	It clearly answers 'what does this do' but provides no 'Use when…' or equivalent explicit trigger guidance for when Claude should invoke it, capping completeness at 2.	2 / 3
Trigger Term Quality	It contains some natural words a user might say ('couple', 'grid', 'romantic poses', 'outfits'), but the dedicated trigger phrasings ('couple grid', 'packaging grid', 'couple photo box') appear only in the body, not the description, so common variations are missing.	2 / 3
Distinctiveness Conflict Risk	The niche ('6-box grid', 'couple', 'cardboard box packaging') is highly specific and unlikely to overlap with or trigger for unrelated skills.	3 / 3
	Total	9 / 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: SamurAIGPT/Generative-Media-Skills
Path: library/visual/couple-grid-creator/SKILL.md
Commit: 71242e2

Reviewed: about 20 hours ago

Table of Contents

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