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AI citation readiness audit as part of SEO, covering classic Google search and AI search surfaces together. Use whenever the user wants their content to rank or be cited in ChatGPT, Perplexity, Claude, Gemini, Copilot, You.com, Google AI Overviews, or Google AI Mode. AI citation optimization audit scoring blog posts for major answer surfaces. Evaluates passage-level citability, Q&A formatting, entity clarity, structured data, and AI crawler accessibility. Generates citation capsules and a 0-100 AI Citation Readiness score. Use when user says "geo", "ai citation", "ai optimization", "citation audit", "aeo", "perplexity optimization", "chatgpt citation".

69

Quality

85%

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

75%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.

A well-structured, actionable audit skill with explicit per-step scoring criteria, executable commands, and a copy-paste report template. It is dense and efficiently organized, held back only by minor verbosity (an inline dated guidance note) and qualitative platform heuristics.

Suggestions

Move the time-sensitive '2026-05-15 Google guidance' note into a dedicated dated-reference or 'current guidance' section so the intro stays evergreen.

Replace the unattributed '43.8% of citations' figure with a placeholder/source-block requirement, consistent with the skill's own Evidence Discipline rules.

Tighten the platform-specific heuristics ('Favors well-cited, authoritative content') into checkable criteria so the analysis is fully executable rather than qualitative.

DimensionReasoningScore

Conciseness

Mostly efficient — dense checklists, scoring tables, and a copy-paste report template rather than padded prose, with only minor trim opportunities (e.g. the inline dated '2026-05-15 guidance' sentence sits in the intro rather than a deprecated section).

4 / 5

Actionability

Provides concrete scoring criteria per step, a fully templated report with placeholders, and executable commands ('python3 skills/blog-google/scripts/run.py gsc_query ...', 'python3 scripts/ai_citation_score.py <file> --format markdown'), though some platform-preference guidance remains qualitative ('Favors well-cited, authoritative content').

4 / 5

Workflow Clarity

Ten clearly sequenced steps (Read Content → Generate Report) each with explicit scoring criteria acting as checkpoints; no validation/retry loop is needed since the workflow is non-destructive analysis, so it sits just below the explicit-feedback-loop anchor.

4 / 5

Progressive Disclosure

Well-organized into clearly headed sections with one-level-deep, clearly signaled references to sibling skills and scripts; the skill is self-contained with no bundle files, so the inline report template and platform analysis are appropriately placed with only minor organization gaps.

4 / 5

Total

16

/

20

Passed

Description

96%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 that explicitly states capabilities, surfaces numerous natural trigger terms, and clearly answers both what and when. Minor overlap/ambiguity risk with sibling SEO skills and the 'geo' shorthand keeps it just short of a perfect distinctiveness score.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — 'Evaluates passage-level citability, Q&A formatting, entity clarity, structured data, and AI crawler accessibility' and 'Generates citation capsules and a 0-100 AI Citation Readiness score' — giving comprehensive coverage of the audit's capabilities.

5 / 5

Completeness

Explicitly answers both what ('AI citation readiness audit ... Evaluates ... Generates ... 0-100 score') and when ('Use whenever the user wants their content to rank or be cited in ...' plus 'Use when user says ...'), with concrete trigger phrases.

5 / 5

Trigger Term Quality

Comprehensive natural trigger coverage including synonyms and shorthand ('geo', 'ai citation', 'ai optimization', 'citation audit', 'aeo', 'perplexity optimization', 'chatgpt citation') alongside named platforms (ChatGPT, Perplexity, Claude, Gemini, Copilot, You.com, Google AI Overviews/Mode).

5 / 5

Distinctiveness Conflict Risk

Clear niche (AI citation readiness) with specific triggers, but framed 'as part of SEO' and cross-references sibling SEO skills, creating minor overlap risk with general SEO/analyze skills; the bare trigger 'geo' is also somewhat ambiguous (geographic vs generative-engine).

4 / 5

Total

19

/

20

Passed

Validation

87%

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

Validation14 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

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

Warning

referenced_paths_exist

Referenced path issues: 1 missing

Warning

Total

14

/

16

Passed

Repository
AgriciDaniel/claude-blog
Reviewed

Table of Contents

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