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citation-recovery-optimizer

Use this skill whenever a user wants to improve existing pages on their website to get cited more by AI models — whether they say "our pages aren't getting cited", "improve this page for AI visibility", "which of our pages should we update", "make this article more cite-worthy", "our competitors are getting cited instead of us", "update our content for AI search", or any variation where the goal is improving an existing asset rather than creating something new. This skill pulls owned pages from AI Visibility, identifies which ones have citation potential but are underperforming, compares them against the external pages that are winning citations on the same topics, and produces section-level rewrites or a full-page update — then pushes the revision to the CMS as a draft. Trigger even if the user just says "help me get cited more" or "why is [competitor] getting cited instead of us".

72

Quality

Does it follow best practices?

Impact

No eval scenarios have been run

SecuritybySnyk

Advisory

Suggest reviewing before use

SKILL.md
Quality
Evals
Security

Quality

Content

77%

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

A well-sequenced, highly actionable workflow with specific tool calls and confirmation gates. Its main weaknesses are mild redundancy between the diagnosis, fix-list, and closing-principles sections, and a long single-file layout that makes no use of reference files for progressive disclosure.

Suggestions

Tighten conciseness by collapsing the closing 'What makes a page AI-cite-worthy' section into the Step 4/5 criteria it restates, and trim the motivational opener.

Move the per-CMS tool-name tables (Step 0 discovery and Step 7 push guidance) into a references file (e.g. references/cms-push-guide.md) and link to it, so SKILL.md stays an overview.

Add an explicit post-push verification step (e.g. confirm the draft renders correctly in the CMS / re-fetch the document) to turn the current one-way push into a validate-fix loop.

DimensionReasoningScore

Conciseness

Mostly efficient and actionable, but the motivational opener ('it's faster to improve a page that already has some signal than to build from scratch') and the closing 'What makes a page AI-cite-worthy' section restate criteria already covered in Step 4/5, so it could be tightened; not padded with basic-concept explanation, so above 1.

2 / 3

Actionability

Names specific tools with parameters (`get_ai_visibility_pages` with `orgBrandId`, `mentionsBrandId`, `sortBy: "citationCount"`; `get_ai_visibility_prompts`; `patch_document_from_markdown`) and a concrete before/after patch template, giving copy-paste-ready executable guidance at level 3.

3 / 3

Workflow Clarity

Steps 0-7 are clearly sequenced with explicit confirmation gates (user picks a page in Step 3, agrees to the diagnosis before rewriting in Step 4, confirms the CMS document ID, and the push is explicitly draft-only with 'Never use publish_documents without explicit instruction'); the draft push is non-destructive so the destructive-cap does not apply.

3 / 3

Progressive Disclosure

Well-organized into numbered sections but everything is inline in a ~270-line SKILL.md with no reference files; content that could be split (the per-CMS tool tables and the closing cite-worthy principles) lives inline, and the under-50-line simple-skill exception does not apply, so it sits at level 2 rather than 3.

2 / 3

Total

10

/

12

Passed

Description

100%

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, dense description that names concrete actions, an explicit trigger clause, and a wide range of natural user phrasings. It is long but the length comes from trigger/action thoroughness rather than fluff.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — 'pulls owned pages from AI Visibility, identifies which ones have citation potential but are underperforming, compares them against the external pages that are winning citations,' and 'produces section-level rewrites or a full-page update — then pushes the revision to the CMS as a draft' — matching the level-3 anchor of multiple specific concrete actions.

3 / 3

Completeness

Explicitly answers both what (the action chain above) and when via an explicit 'Use this skill whenever a user wants to...' trigger clause, satisfying the level-3 anchor; no missing trigger guidance to cap it at 2.

3 / 3

Trigger Term Quality

Surfaces many natural user phrasings — 'our pages aren't getting cited,' 'improve this page for AI visibility,' 'make this article more cite-worthy,' 'help me get cited more,' 'why is [competitor] getting cited instead of us' — giving strong coverage of terms users would actually say.

3 / 3

Distinctiveness Conflict Risk

The narrow niche of improving existing assets for AI citations plus the explicit 'improving an existing asset rather than creating something new' boundary gives it distinct triggers unlikely to fire for the wrong skill.

3 / 3

Total

12

/

12

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
amplitude/builder-skills
Reviewed

Table of Contents

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