muapi-storyboard-to-cooking-video

Turn a single photo of a person into a 15-second cinematic pasta-making (or other cuisine) tutorial video. First builds a composite reference sheet (character + kitchen + 9-step action board), then animates the full cooking sequence with audio in a single continuous shot.

Quality

72%

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Securityby

Passed

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tessl review fix ./library/motion/storyboard-to-cooking-video/SKILL.md

Quality

Content

82%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 highly actionable with copy-paste CLI commands and a clearly sequenced two-step workflow that includes a human validation checkpoint before the expensive call, held back only by minor redundancy in the intro and the absence of an explicit error-recovery loop.

Suggestions

Trim or remove the opening paragraph (line 12) since it duplicates the frontmatter description and adds tokens without new information.

Add a short feedback loop under Step 1 for the case where the reference sheet's likeness or kitchen mood is off, e.g. 'If the likeness/kitchen is wrong, re-run Step 1 adjusting {{outfit}}/{{kitchen_style}} before proceeding.'

Consider extracting the two long API prompts into a references/ file (e.g. PROMPTS.md) so the SKILL.md body stays a lean overview, raising progressive disclosure toward 5.

Dimension	Reasoning	Score
Conciseness	The body is mostly efficient — it skips basic concept explanations and uses executable CLI commands whose long prompts are legitimate production content rather than padding — but the opening paragraph (line 12) restates the frontmatter description and could be trimmed.	4 / 5
Actionability	Both steps provide complete, copy-paste-ready `muapi` CLI invocations with every flag specified and `{{placeholder}}` substitution documented, covering the two common cases (reference sheet and video generation).	5 / 5
Workflow Clarity	The two-step sequence is clearly ordered with Step 2 depending on Step 1, and there is an explicit checkpoint ('Wait for completion... confirm the character likeness + kitchen mood before moving to Step 2'), but no error-recovery feedback loop is spelled out for when the reference sheet looks wrong.	4 / 5
Progressive Disclosure	A single self-contained file with clear section headers (Inputs, Steps, Notes, Trigger Keywords, Notes for the Executing Agent) and no nested references; the long inline prompts could arguably live in reference files, but they are integral executable commands, so organization is good with only minor gaps.	4 / 5
	Total	17 / 20 Passed

Description

62%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 capability with a distinct niche, but lacks an explicit 'Use when...' trigger clause and omits the most natural user keywords, which cap completeness and trigger-term quality at the midpoint.

Suggestions

Append a 'Use when...' clause naming concrete user triggers, e.g. 'Use when the user wants to turn a photo of a person into a cooking video, recipe video, or food tutorial reel.'

Fold in the natural trigger phrases already listed in the body ('cooking video', 'recipe video', 'food video', 'cooking reel') so they appear in the description itself.

Optionally expand the action list to one more concrete sub-action (e.g. 'with generated audio') to push specificity toward comprehensive coverage.

Dimension	Reasoning	Score
Specificity	Names the domain and several concrete actions — 'builds a composite reference sheet (character + kitchen + 9-step action board)' and 'animates the full cooking sequence with audio in a single continuous shot' — but stops at the two macro-phases without enumerating the sub-actions, leaving minor coverage gaps.	4 / 5
Completeness	The 'what' is clearly stated (photo → cooking tutorial video via reference sheet then animation), but there is no 'Use when...' clause or equivalent explicit trigger guidance, which caps completeness at 3 per the rubric guideline.	3 / 5
Trigger Term Quality	Contains some natural terms ('photo of a person', 'tutorial video', 'cooking sequence', 'pasta-making', 'cuisine') but is missing the common user phrasings like 'cooking video', 'recipe video', or 'food video' that appear only later in the body.	3 / 5
Distinctiveness Conflict Risk	The niche is sharply defined — a single photo turned into a cinematic cooking tutorial via a two-stage reference-sheet-then-video pipeline — making it unlikely to trigger for unrelated skills.	5 / 5
	Total	15 / 20 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/motion/storyboard-to-cooking-video/SKILL.md
Commit: 74df8cb

Reviewed: 10 days ago

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