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muapi-ugc-lifestyle-try-on

Generate UGC-style (User Generated Content) lifestyle photos of a person wearing or using your product — authentic, relatable, social-media-native imagery.

56

Quality

65%

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SecuritybySnyk

Passed

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tessl review fix ./library/motion/ugc-lifestyle-try-on/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

68%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 body is concise, well-structured, and gives largely actionable CLI-driven guidance for a two-step UGC generation workflow. Its main weakness is the absence of explicit validation/checkpoint steps, which leaves workflow clarity mid-tier despite the otherwise clean sequence.

Suggestions

Add explicit validation checkpoints (e.g. verify Step 1 output shows the product before proceeding to Step 2; confirm the final image meets the requested aspect ratio) to lift workflow clarity.

Tighten or relocate soft commentary like "UGC performs best when it looks 'accidental'" into a brief tips line to improve token efficiency.

Provide one complete copy-paste CLI example (with flags and a poll/wait step) so the core path is fully executable without consulting the fallback note.

DimensionReasoningScore

Conciseness

The body is mostly lean — an inputs table, two concrete steps, brief notes, and trigger keywords — with only minor padding (e.g. "UGC performs best when it looks 'accidental'") that could be trimmed; it does not over-explain concepts Claude already knows.

4 / 5

Actionability

Provides concrete, mostly executable guidance — specific `muapi image edit` invocations with model IDs, templated prompts, and per-platform aspect ratios — with minor gaps such as full copy-paste CLI flag syntax and polling steps referenced only in a fallback note.

4 / 5

Workflow Clarity

A clear two-step sequence (try-on then lifestyle variant) is present, but there are no validation checkpoints or feedback loops between/after steps, matching the anchor where sequence is present but checkpoints are missing or implicit.

3 / 5

Progressive Disclosure

Content is well-organized into clearly labeled sections (Inputs, Steps, Notes, Trigger Keywords, Notes for the Executing Agent) with no bundle files to navigate; slightly above the simple-skill threshold, so minor organization gaps keep it just below a perfect 5.

4 / 5

Total

15

/

20

Passed

Description

61%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 conveys a clear, specific purpose with decent natural-language trigger terms, but it omits an explicit "Use when..." clause, which caps its completeness and slightly limits its triggerability. Overall a solid but incomplete description.

Suggestions

Add an explicit trigger clause, e.g. "Use when the user wants UGC-style lifestyle or try-on photos of a person wearing/using a product for social media."

Surface a couple more natural synonyms ("try on", "outfit photo", "model wearing") in the description to broaden keyword coverage.

List 1-2 additional concrete actions (e.g. "generate a multi-pose carousel", "animate a still into a UGC video") to lift specificity toward comprehensive coverage.

DimensionReasoningScore

Specificity

Names the domain and one concrete action — "Generate UGC-style (User Generated Content) lifestyle photos of a person wearing or using your product" — but does not enumerate multiple distinct capabilities, fitting the 1-2 concrete actions anchor rather than the comprehensive list at 5.

3 / 5

Completeness

The description clearly states what the skill does but lacks any explicit "Use when..." / trigger guidance; per the judging guidelines a missing trigger clause caps completeness at 3.

3 / 5

Trigger Term Quality

Includes natural terms users would say ("UGC-style", "User Generated Content", "lifestyle photos", "wearing or using your product", "social-media-native") but misses common variations like "try on" or "outfit photo", landing in good-but-not-comprehensive coverage.

4 / 5

Distinctiveness Conflict Risk

The UGC lifestyle try-on niche is fairly specific and distinguishable from generic product-photo skills, with only minor overlap risk against broader image-generation skills.

4 / 5

Total

14

/

20

Passed

Validation

93%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

15

/

16

Passed

Repository
SamurAIGPT/Generative-Media-Skills
Reviewed

Table of Contents

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