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muapi-cartoon-dance-animation

Convert a photo of a person into a Pixar-style 3D cartoon character, then animate it using a reference dance or motion video.

62

Quality

74%

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SecuritybySnyk

Passed

No findings from the security scan

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tessl review fix ./library/motion/cartoon-dance-animation/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

78%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 well-structured and actionable with concrete CLI guidance and a clear phased workflow. The main improvement is adding output-validation and error-recovery feedback loops around the generation steps.

Suggestions

Add explicit validation steps after each generation call (e.g. check the returned image/video is non-empty and matches expected format) with a retry-on-failure loop.

Specify exact muapi CLI argument syntax for the prompt/negative-prompt/aspect-ratio parameters so the commands are copy-paste ready.

Tighten the Notes section by replacing the procedural restatement with a one-line pointer to auth and placeholder substitution.

DimensionReasoningScore

Conciseness

The body is largely lean — an inputs table, phased steps, and agent notes — with the long prompts being essential artifact content rather than concept explanation; only minor phrasing in the Notes could be trimmed, so it sits just below the maximally efficient (5).

4 / 5

Actionability

Provides concrete CLI commands ('muapi image edit', 'muapi video from-image'), model IDs, a curl fallback, and full copy-paste prompts; minor gaps in exact CLI argument syntax keep it just below fully executable (5).

4 / 5

Workflow Clarity

A clear two-phase sequence (cartoonify -> user approval -> motion-control animation) with an explicit approval checkpoint between phases; it lacks output-validation and error-recovery feedback loops, so it does not reach 5.

4 / 5

Progressive Disclosure

No bundle files exist and none are needed; the single SKILL.md is well-organized into clear sections (Inputs, Steps, Trigger Keywords, Notes), which per the rubric's simple-skill guidance merits a 5.

5 / 5

Total

17

/

20

Passed

Description

70%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 clearly distinguishable but omits any explicit 'when to use' guidance, which the rubric penalizes. Adding a 'Use when...' clause with concrete trigger phrases would raise completeness and trigger-term quality.

Suggestions

Add an explicit trigger clause, e.g. 'Use when the user wants to turn a photo of a person into a 3D cartoon character and animate it with a reference dance or motion video.'

Include a few more natural trigger phrases or synonyms (e.g. 'cartoonify my photo', 'animate a picture', 'photo-to-character dance') to broaden keyword coverage.

Keep the concise two-action statement but pair it with the when-clause so both 'what' and 'when' are explicitly answered.

DimensionReasoningScore

Specificity

Names two concrete actions — 'Convert a photo... into a Pixar-style 3D cartoon character' and 'animate it using a reference dance or motion video' — which comprehensively cover this narrow domain; not a 5 because only two actions are enumerated.

4 / 5

Completeness

Provides a clear 'what' but lacks any explicit 'Use when...' trigger clause; per the rubric guideline a missing when-clause caps completeness at 3.

3 / 5

Trigger Term Quality

Contains natural user-facing terms like 'photo', 'Pixar-style 3D cartoon character', 'animate', and 'reference dance or motion video'; a few natural synonyms or extensions are missing, so it sits just below comprehensive (5).

4 / 5

Distinctiveness Conflict Risk

Targets a clear niche (Pixar-style cartoonification plus dance/motion animation) with distinct triggers and minimal overlap risk with other skills.

5 / 5

Total

16

/

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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