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bencium-aeo

Generate AEO-optimized content (Answer Engine Optimization) for AI search visibility - ChatGPT, Claude, Gemini, AI Overviews. Use when optimizing websites for AI citations, creating FAQ schemas, evidence panels, or analyzing content for LLM extraction readiness.

70

Quality

85%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

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.

The body is a well-organized, actionable quick reference with concrete numeric specs, useful tables, and a testing protocol. Its main weakness is progressive disclosure: it repeatedly directs Claude to prd.md and story-structured.md for the actual templates, but those files are absent from the bundle.

Suggestions

Ship the referenced bundle files (prd.md with full HTML/JSON-LD templates, and story-structured.md) alongside SKILL.md, or inline a minimal FAQPage JSON-LD example so the skill is self-sufficient when they are missing.

Add one copy-paste-ready FAQPage JSON-LD code block to the 'What to Generate' section so Claude can produce schema without consulting prd.md.

Tighten the assessment framework and testing protocol into the detail file to keep SKILL.md as a lean overview, recovering conciseness headroom.

DimensionReasoningScore

Conciseness

The body is lean and uses tables/bullet lists effectively; the domain-specific insights (18-token rule, Princeton 115%/30% finding, 95% freshness stat) earn their tokens rather than restating concepts Claude already knows. A few sections (assessment framework, testing protocol) could arguably live in the referenced detail file, preventing a 5.

4 / 5

Actionability

Provides concrete, specific specs — 50-word overview, 15 FAQs, 7–12 word questions, 30–50 word answers, FAQPage JSON-LD with datePublished/dateModified, persistent anchor IDs — plus an implementation checklist and testing protocol. The gap is no inline JSON-LD/HTML template; the actual templates are deferred to prd.md.

4 / 5

Workflow Clarity

A clear sequence runs from 'What to Generate' through the implementation checklist to the 4-prompt testing protocol with tracked verification ('Mentioned? Linked? Accurate? Evidence quoted?'). Not a destructive/batch operation, so no validation cap applies; minor checkpoint explicitness keeps it at 4.

4 / 5

Progressive Disclosure

Structure is good and references are clearly signaled ('Core Reference', 'Full Documentation' sections pointing to prd.md and story-structured.md one level deep), but neither referenced file exists in the directory and there are no references/scripts/assets bundle dirs. The broken references prevent Claude from reaching the detailed templates, so navigation does not actually work.

3 / 5

Total

15

/

20

Passed

Description

100%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 well-crafted description that clearly states the capability, surfaces the natural trigger terms users would say, and gives an explicit 'Use when' clause with concrete scenarios. It carves out a distinct niche separate from traditional SEO.

DimensionReasoningScore

Specificity

Names multiple concrete actions — 'Generate AEO-optimized content', 'optimizing websites for AI citations', 'creating FAQ schemas, evidence panels', 'analyzing content for LLM extraction readiness' — giving comprehensive coverage rather than a single generic verb.

5 / 5

Completeness

Explicitly answers both what ('Generate AEO-optimized content... for AI search visibility') and when ('Use when optimizing websites for AI citations, creating FAQ schemas, evidence panels, or analyzing content for LLM extraction readiness') with concrete trigger phrases.

5 / 5

Trigger Term Quality

Includes the natural terms users actually say — 'ChatGPT, Claude, Gemini, AI Overviews' — alongside synonyms like 'AEO' and 'AI citations', covering the relevant trigger surface.

5 / 5

Distinctiveness Conflict Risk

Occupies a clear niche (answer-engine citation optimization) with distinct triggers (ChatGPT/Claude/Gemini/AI Overviews) and minimal overlap with traditional SEO skills.

5 / 5

Total

20

/

20

Passed

Validation

100%

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

Validation16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
bencium/bencium-marketplace
Reviewed

Table of Contents

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