muapi-media-editing

Edit and enhance images and videos with AI via muapi.ai — prompt-based editing, upscaling, background removal, face swap, lipsync, video effects, and more

Quality

82%

Does it follow best practices?

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Securityby

Passed

No findings from the security scan

Quality

Content

93%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 SKILL.md body is a tight, highly actionable overview with executable quick-start commands and clean sectioning. Its only real gap is light treatment of result verification and async/error handling for the underlying API calls.

Dimension	Reasoning	Score
Conciseness	The body is lean and efficient — a scripts table, copy-paste quick-start commands, a flags line, and a requirements list with no padding or explanation of concepts Claude already knows; every token earns its place.	5 / 5
Actionability	Provides fully executable, copy-paste-ready `bash` commands covering the common cases (edit, upscale, background-remove, lipsync, dance) plus concrete flag and requirement details, matching the anchor for specific examples covering common cases.	5 / 5
Workflow Clarity	Each invocation is an unambiguous single action (script + flags), but there are minor validation gaps: no guidance on verifying the API output, handling errors, or what `--async`/`--json` change about the flow, keeping it just below a 5.	4 / 5
Progressive Disclosure	Under 50 lines with well-organized sections (Available Scripts, Quick Start, Common Flags, Requirements) and an overview that points one level deep to the executable scripts, satisfying the simple-skill exception for clean, navigable structure.	5 / 5
	Total	19 / 20 Passed

Description

71%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 rich in natural trigger terms, clearly conveying what the skill does across many media-editing operations. Its main weakness is the absence of an explicit "Use when..." trigger clause, which limits completeness and leaves activation timing implicit.

Suggestions

Append an explicit trigger clause, e.g. "Use when the user wants to edit, enhance, or apply effects to existing images or videos via muapi.ai."

Add natural synonyms and file extensions (e.g., photos, .png/.jpg, .mp4) to broaden trigger-term coverage.

Tighten the "and more" hedge by either naming the remaining operations or dropping it to avoid an over-claim.

Dimension	Reasoning	Score
Specificity	Lists multiple concrete operations — "prompt-based editing, upscaling, background removal, face swap, lipsync, video effects" — giving comprehensive coverage of the media-editing domain; the "and more" hedge is minor relative to the breadth of named actions.	5 / 5
Completeness	The "what" is clear ("Edit and enhance images and videos with AI via muapi.ai" plus the operation list) 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	Good natural keyword coverage ("edit", "upscale", "background removal", "face swap", "lipsync", "video effects") users would actually say, but lacks synonyms and file extensions (e.g., .png, .jpg, .mp4) that would push it to a 5.	4 / 5
Distinctiveness Conflict Risk	The platform anchor "via muapi.ai" and specific named operations (face swap, lipsync, background removal) carve a clear niche, but the broad "images and videos" framing carries minor overlap risk with related media-generation skills.	4 / 5
	Total	16 / 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: core/edit/SKILL.md
Commit: 5519622

Reviewed: 5 days ago

Table of Contents

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