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geo-citability

AI citability scoring and optimization. Analyzes web page content to determine how likely AI systems (ChatGPT, Claude, Perplexity, Gemini) are to cite or quote passages from the page. Provides a citability score (0-100) with specific rewrite suggestions.

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SKILL.md
Quality
Evals
Security

Low

Low-risk findings.

1 low severity finding. Worth noting, but not necessarily harmful.

Low

W011: Third-party content exposure detected (indirect prompt injection risk).

What this means

The skill exposes the agent to untrusted, user-generated content from public third-party sources, creating a risk of indirect prompt injection. This includes browsing arbitrary URLs, reading social media posts or forum comments, and analyzing content from unknown websites.

Why it was flagged

The required workflow (Step 1: “Use WebFetch to retrieve the target URL” and Step 2/3: parse/segment the fetched page main content) would ingest outsider-authored free text from arbitrary public web pages into the LLM context for scoring and rewrite generation—an indirect prompt-injection pathway.

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Repository
zubair-trabzada/geo-seo-claude
Audited
Security analysis
Snyk

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