muapi-chibi-collage-effect

Turn a real lifestyle photo into a polished "chibi clone sticker diary" image — the original person stays photorealistic, surrounded by 5–8 kawaii chibi mini-clones, scrapbook doodles, and handwritten-style captions that match the scene.

Quality

71%

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tessl review fix ./library/visual/chibi-collage-effect/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 and well-structured for a simple image-generation recipe, with copy-paste-ready CLI params, a complete prompt, and a useful curl/polling fallback. The only weakness is minor conciseness: the description is duplicated verbatim and a few explanatory passages could be trimmed.

Suggestions

Remove the bold verbatim repeat of the description directly under the H1 to avoid redundancy with the frontmatter.

Tighten explanatory prose such as 'The scene context is what makes the chibi clones feel native to the moment, so a generic studio headshot will give weaker results than a real lifestyle shot' to a single concise rationale.

Dimension	Reasoning	Score
Conciseness	The body is mostly efficient and the detailed image-gen prompt is necessary operational content, but the frontmatter description is repeated verbatim as a bold intro under the H1 and some explanatory prose (e.g. 'The scene context is what makes the chibi clones feel native to the moment…') could be tightened, matching the 'mostly efficient but could be tightened' anchor.	2 / 3
Actionability	It specifies the exact command ('muapi image edit'), model ID ('gpt-image-2-image-to-image'), every parameter (size 2160x3840, background, format, quality, moderation), a complete prompt, plus a curl fallback and 'muapi predict wait' polling — copy-paste ready executable guidance.	3 / 3
Workflow Clarity	This is a simple single-step generation skill whose action is unambiguous (ask for a photo if missing, then submit one generation step), and the Notes for the Executing Agent add clear sequencing (auth configure first, substitute placeholders, poll); as a non-destructive single task it qualifies for the simple-skills workflow-clarity 3.	3 / 3
Progressive Disclosure	The skill is self-contained (no references/, scripts/, or assets/ bundle files exist), under ~50 lines of body, and organized into clear sections (Inputs, Steps, Trigger Keywords, Notes), matching the simple-skills guideline where well-organized sections earn 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 highly distinctive, clearly conveying the skill's niche output, but it lacks an explicit 'Use when…' trigger clause and relies on descriptive terms rather than natural user trigger phrases. It is strong on distinctiveness but capped on completeness and trigger guidance.

Suggestions

Add an explicit trigger clause, e.g. 'Use when the user wants to turn a lifestyle photo into a kawaii chibi sticker diary or mini-me collage.'

Surface natural trigger keywords (e.g. 'chibi collage', 'mini me stickers', 'sticker diary') directly in the description rather than only in the body's Trigger Keywords section.

Dimension	Reasoning	Score
Specificity	The description concretely describes the output ("the original person stays photorealistic, surrounded by 5–8 kawaii chibi mini-clones, scrapbook doodles, and handwritten-style captions") but it is essentially a single transformation action rather than multiple distinct actions, matching the 'names domain and some actions' anchor rather than the 'lists multiple specific concrete actions' anchor.	2 / 3
Completeness	It clearly answers 'what does this do' (turn a lifestyle photo into a chibi sticker diary image) but provides no 'when should Claude use it' guidance, so per the judging guideline a missing 'Use when…' clause caps completeness at 2.	2 / 3
Trigger Term Quality	It embeds relevant niche terms like "chibi clone sticker diary", "kawaii chibi mini-clones", and "scrapbook doodles", but these are descriptive rather than natural trigger phrases and there is no explicit 'Use when…' clause, so common variations a user would say are missing from the description itself.	2 / 3
Distinctiveness Conflict Risk	The 'chibi clone sticker diary' niche is extremely specific and distinctive, with output characteristics unlikely to overlap with or trigger other skills, matching the 'clear niche with distinct triggers; unlikely to conflict' anchor.	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/chibi-collage-effect/SKILL.md
Commit: 71242e2

Reviewed: about 21 hours ago

Table of Contents

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