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geo-content-optimizer

Use when the user asks to "optimize for AI citations"; improves citation readiness for ChatGPT, Perplexity, AI Overviews, Gemini, and Claude. Not for structural on-page SEO — use on-page-seo-checker; not for net-new drafting — use content-writer. AI引用优化/GEO优化/AI搜索

65

Quality

81%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

72%Weight 40%Scale 1-3

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A well-structured skill body: it delegates detail to verified references, gives a concrete executable command, and sequences a clear 5-step workflow with a self-check. The weaker spots are conciseness (some dense scaffolding) and the implicit rather than explicit retry loop on failed self-checks.

Suggestions

Add an explicit validate→fix→re-run loop in Step 5 (e.g., "If any check is Fail, revise the flagged element and re-run the self-check until no Fail is unaddressed") so the error-recovery feedback loop is not just implied.

Tighten the Data Sources measurement paragraphs and the Skill Contract block — the citability-vs-surfacing distinction is valuable but could be trimmed or moved to references/measurement-protocol.md to reduce body tokens.

Show a short before/after snippet inline in the Example section rather than only describing the output, so the worked pattern is immediately actionable without a file hop.

DimensionReasoningScore

Conciseness

The body is mostly lean and avoids explaining basics Claude already knows, but the measurement/citability paragraphs and the Skill Contract scaffolding (Reads/Writes/Promotes/Done when/Primary next skill) could be tightened.

2 / 3

Actionability

Provides a copy-paste executable command (the Tavily probe) plus specific, concrete 5-step techniques ("25-50 word definitions, sourced quotable statements, Q&A/tables") and labeled metric rules — actionable without padding.

3 / 3

Workflow Clarity

The five steps are clearly numbered with an explicit Pass/Warn/Fail self-check and "Done when" completion criteria, but the validate→fix→retry feedback loop on failed checks is only implicit in the body rather than spelled out.

2 / 3

Progressive Disclosure

Clear overview with well-signaled one-level-deep references; all six local references cited (instructions-detail, geo-optimization-techniques, ai-citation-patterns, quotable-content-examples, medium-github-surfaces, ai-overview-recovery) exist in the bundle, and navigation is easy via the Reference Materials list.

3 / 3

Total

10

/

12

Passed

Description

90%Weight 40%Scale 1-3

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: it states what and when explicitly, lists natural trigger terms and engines, and cleanly distinguishes itself from sibling skills. The only gap is action specificity — one generalized verb rather than a list of concrete operations.

DimensionReasoningScore

Specificity

Names the domain and a concrete action ("improves citation readiness") plus target engines, but offers a single action verb rather than multiple specific concrete operations like the level-3 anchor.

2 / 3

Completeness

Explicitly answers both what ("improves citation readiness for …") and when ("Use when the user asks to …") with an explicit trigger clause.

3 / 3

Trigger Term Quality

Includes natural phrasings a user would say ("optimize for AI citations", "citation readiness") and enumerates the engines users name (ChatGPT, Perplexity, AI Overviews, Gemini, Claude), giving good coverage.

3 / 3

Distinctiveness Conflict Risk

Explicitly carves out a niche and redirects conflicts ("Not for structural on-page SEO — use on-page-seo-checker; not for net-new drafting — use content-writer"), making wrong-skill triggering unlikely.

3 / 3

Total

11

/

12

Passed

Validation

75%

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

Validation12 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

metadata_field

'metadata' should map string keys to string values

Warning

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

relative_links

Relative link issues: 16 suspicious

Warning

referenced_paths_exist

Referenced path issues: 2 missing, 1 deeper-than-1-level

Warning

Total

12

/

16

Passed

Repository
aaron-he-zhu/aaron-marketing-skills
Reviewed

Table of Contents

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