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
81%
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Low
Low-risk findings worth noting
Low
Low-risk findings.
1 low severity finding. Worth noting, but not necessarily harmful.
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 GEO Content Optimizer skill reads the user-provided “content or URL” plus “brief, target keywords, entity inputs, and quality constraints” to generate output, so outsider-authored free text is directly ingested via the user/runtime prompt.
- Repository
- aaron-he-zhu/aaron-marketing-skills
- Commit
4a77c48
- Audited
- Security analysis
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