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seo-images

Image optimization analysis for SEO and performance. Checks alt text, file sizes, formats, responsive images, lazy loading, CLS prevention, image SERP rankings (via DataForSEO), and image file optimization (WebP/AVIF conversion, IPTC/XMP metadata injection). Use when user says "image optimization", "alt text", "image SEO", "image size", "image audit", "optimize images", "image metadata", "image SERP", "convert to webp", or "image file optimize".

Quality

84%

Does it follow best practices?

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SecuritybySnyk

Critical

Do not install without reviewing

SKILL.md
Quality
Evals
Security

Quality

Content

71%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.

Highly actionable content with copy-paste commands, specific thresholds, and mostly clear workflows including validation and error-handling steps. The main weaknesses are length and time-sensitive details that inflate token cost without a deprecated-section home, and the absence of any reference files to split the three sub-topics out of the monolithic SKILL.md.

Suggestions

Move the IPTC/XMP metadata-injection guide and the AI-generated DigitalSourceType details into a references/ file (e.g. references/metadata.md), keeping only a short summary and a clearly signaled one-level-deep link in SKILL.md.

Isolate time-sensitive facts (caniuse support percentages with their checked date, Chrome 145 JPEG XL status, DataForSEO version pin) into a single maintained section or reference file so stale numbers don't bloat the always-loaded body.

Convert the Full Optimization Pipeline into an explicit feedback loop: state what to do when the step-5 metadata verification fails (e.g. re-inject with exiftool and re-verify) before proceeding to the <picture> generation step.

DimensionReasoningScore

Conciseness

Mostly efficient — tables, exact commands, and thresholds rather than concept explanations — but the ~450-line body includes time-sensitive material ("caniuse.com, checked 2026-09-28", "Chrome 145 stable (2026-02-10)", "DataForSEO MCP server (2.8.10)") presented outside any deprecated/old-patterns section, plus sections (JPEG XL, the visual-search discovery note) that could be tightened. Not 4 because the dated content and several padded paragraphs go beyond minor over-explanation; not 2 because there is no padding of concepts Claude already knows and most sections are dense with actionable specifics.

3 / 5

Actionability

Fully executable, copy-paste-ready guidance throughout: exact cwebp/exiftool/ffmpeg commands with flags, concrete plugin invocations ("${CLAUDE_PLUGIN_ROOT}/scripts/claude-seo run parse_html.py --url <url> --probe-images --json"), quantified size thresholds in tables, and complete HTML patterns for <picture>, srcset, and lazy loading. Not 4 because the examples cover the common cases with no gaps requiring inference.

5 / 5

Workflow Clarity

The Full Optimization Pipeline is a clear 6-step sequence that includes a verification checkpoint ("Verify metadata preserved: exiftool image.webp"), a pre-flight tool check ("which exiftool cwebp convert ffmpeg"), and an Error Handling table mapping failures to recovery actions. Not 5 because the recovery actions are not wired into the pipelines as explicit feedback loops (e.g. what to do when step 5 verification fails is unstated), leaving minor validation gaps around the batch/destructive exiftool -overwrite_original operations.

4 / 5

Progressive Disclosure

The body has clear section headers and logical organization, but it is a single ~450-line monolith covering three distinct sub-topics (page audit, SERP analysis, file optimization) with no bundle files (references/, scripts/, assets/ are absent) and no one-level-deep references to split content into. Not 2 because structure is far from minimal — headers, tables, and a consistent output format make it navigable; not 4 because substantial content (e.g. the IPTC metadata-injection guide) clearly belongs in separate reference files rather than inline.

3 / 5

Total

15

/

20

Passed

Description

92%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.

A strong description: concrete capability list, explicit trigger clause with many natural phrases, and a well-defined image-SEO niche. The only weakness is slightly imperfect keyword coverage — a few common user phrasings (compress, resize) and file extensions are absent, and one trigger ("image file optimize") is unnaturally worded.

DimensionReasoningScore

Specificity

The description lists multiple concrete, specific actions: "Checks alt text, file sizes, formats, responsive images, lazy loading, CLS prevention, image SERP rankings (via DataForSEO), and image file optimization (WebP/AVIF conversion, IPTC/XMP metadata injection)" — comprehensive coverage of the skill's capabilities with no vague filler. Not 4 because coverage is broad and every named action is concrete, matching the multiple-specific-actions anchor.

5 / 5

Completeness

Explicitly answers both questions: the "what" is the detailed list of checks and conversions, and the "when" is a literal "Use when user says" clause followed by concrete trigger phrases. This matches the anchor with both what AND when plus concrete trigger phrases.

5 / 5

Trigger Term Quality

Ten quoted trigger phrases ("image optimization", "alt text", "image SEO", "image size", "image audit", "optimize images", "image metadata", "image SERP", "convert to webp", "image file optimize") give good natural-keyword coverage. Not 5 because a few common phrasings are missing (e.g. "compress images", "image compression", "resize images") and no file extensions (.webp/.avif) or the stilted "image file optimize" phrasing appear; not 3 because synonyms and variations are well covered beyond just relevant keywords.

4 / 5

Distinctiveness Conflict Risk

A clear image-SEO niche with distinct, image-specific triggers ("convert to webp", "image SERP", "alt text") that are unlikely to fire for unrelated skills. Not 4 because even the broader terms ("image optimization", "optimize images") point unambiguously at this skill rather than creating overlap with sibling SEO/performance skills.

5 / 5

Total

19

/

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.

Validation — 15 / 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

AgriciDaniel/claude-seo

Path

skills/seo-images/SKILL.md

Reviewed

Table of Contents

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